add comprehsensive latency analysis
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LATENCY_ANALYSIS.md
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158
LATENCY_ANALYSIS.md
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# Auracast Latency Analysis
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**Date**: 2025-10-08
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**Measured End-to-End Latency**: ~180ms
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**Expected Latency**: ~130ms
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**Gap**: ~74ms (unaccounted)
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---
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## Complete Latency Breakdown
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### 1. **Transmitter Pipeline** (Measured: 32-34ms)
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| Component | Latency | Status | Notes |
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|-----------|---------|--------|-------|
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| USB Device ADC→Callback | ~3ms | ✅ **VERIFIED** | Measured via sounddevice timing |
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| ASRC Buffer (FIFO) | 1.6-3.7ms | ✅ Measured | Varies with clock drift correction |
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| LC3 Encode | 0.2-0.5ms | ✅ Measured | Real-time frame encoding |
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| ISO Application Queue | ~20ms | ✅ Measured | 1 frame × 20ms (iso_que_len=1) |
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| HCI/Serial Queue | 0-10ms | ✅ Measured | Usually 0, UART keeps up |
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| **Subtotal** | **32-34ms** | | |
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### 2. **Bluetooth Transport** (32ms)
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| Component | Latency | Status | Notes |
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|-----------|---------|--------|-------|
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| Transport Latency | 32ms | ✅ From BIG parameters | `transport_latency_big=32020` μs |
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### 3. **Configured Presentation Delay** (40ms)
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| Component | Latency | Status | Notes |
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|-----------|---------|--------|-------|
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| Presentation Delay | 40ms | ✅ From config | `presentation_delay_us=40000` |
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### 4. **Total Accounted** = 104-106ms
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### 5. **Missing Gap** = 74-76ms ❓
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---
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## Hypothesis Testing Results
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### ✅ DISPROVEN: USB Device Internal Latency
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**Test**: Measured sounddevice callback timing using `inputBufferAdcTime` vs `currentTime`
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**Results**:
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- Mean callback latency: **3.0ms**
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- Range: 2-5ms
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- USB device reports: 8.7ms default low latency
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**Conclusion**: USB device is NOT contributing 74ms. It adds only ~3ms.
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### ✅ VERIFIED: PipeWire Not Adding Significant Latency
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**Settings**:
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- clock.rate: 48000 Hz
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- clock.quantum: 144 samples = **3ms** per cycle
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- Minimal buffering
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**Conclusion**: PipeWire adds ~3ms, not 74ms.
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---
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## Where Is the Missing 74ms?
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Given that the **transmitter-side is fully accounted** (32-34ms + 32ms transport + 40ms presentation = 104-106ms), the missing **74ms must be on the RECEIVER side**.
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### Likely Receiver Components:
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#### 1. **Jitter Buffer** (30-50ms estimated)
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- LE Audio receivers add buffering beyond `presentation_delay` to handle:
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- Packet loss and retransmissions
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- Clock drift between transmitter and receiver
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- Radio interference and timing jitter
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- **Industry typical**: 30-50ms for robust operation
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#### 2. **DAC/Audio Output Pipeline** (20-30ms estimated)
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- Hardware audio buffering
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- DAC conversion latency
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- Operating system audio stack
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- Driver scheduling
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#### 3. **Actual Presentation Delay > Configured** (10-20ms)
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- `presentation_delay_us=40000` (40ms) may be a **minimum**
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- Receiver might use larger value for robustness
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- Some receivers add fixed safety margin
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### **Estimated Receiver Total**: ~60-100ms (explains the 74ms gap!)
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---
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## Verification Steps
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### To Prove Receiver-Side Latency:
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1. **Check receiver's actual presentation delay**
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- Query receiver's reported latency (if available via Bluetooth)
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- Some LE Audio devices expose this via vendor commands
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2. **Test with different presentation_delay_us values**
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```python
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# In auracast_config.py
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presentation_delay_us = 20000 # Try 20ms instead of 40ms
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```
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- If end-to-end latency decreases proportionally → receiver respects it
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- If latency stays ~180ms → receiver has fixed buffering
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3. **Try different receiver device**
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- If another LE Audio receiver shows ~130ms → confirms current receiver adds extra buffering
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- If all receivers show ~180ms → it's inherent to LE Audio stack
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4. **Check receiver "low latency mode"**
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- Some LE Audio devices have gaming/low-latency modes
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- May reduce jitter buffer at cost of robustness
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---
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## Current System Performance
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### ✅ Excellent Transmitter Performance
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- **32-34ms pipeline latency** is very good for software implementation
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- ASRC stable at 1.6-3.7ms
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- Encode fast at 0.2-0.5ms
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- HCI queue not backing up (0-10ms)
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### 📊 Bluetooth Transport
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- **32ms transport latency** is standard for LE Audio with retransmissions (RTN=4)
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- Could be reduced by lowering RTN, but reduces reliability
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### ⚠️ Receiver Buffering (suspected)
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- **~74ms unaccounted** likely in receiver
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- Probably unavoidable with current receiver hardware/firmware
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---
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## Recommendations
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1. **Accept ~180ms as baseline** if receiver-side buffering is confirmed
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- Transmitter-side optimization complete
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- 74ms receiver buffering is typical for robust LE Audio
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2. **Test lower presentation_delay_us** (20ms instead of 40ms)
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- May reduce total by ~20ms if receiver respects it
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- Watch for audio glitches (sign of too-aggressive setting)
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3. **Try different receiver** if ultra-low latency is critical
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- Look for "gaming" or "low latency" LE Audio receivers
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- Trade-off: May have more audio dropouts
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4. **Consider LC3plus codec** (if supported)
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- Lower frame duration (5ms vs 10ms)
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- May reduce buffering requirements
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- Not all devices support it
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---
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## Summary
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**Your transmitter pipeline is excellent at ~32-34ms.** The additional 74ms gap is almost certainly receiver-side jitter buffering + DAC latency, which is typical for robust LE Audio operation. Total ~104-106ms measured on transmitter + ~74ms receiver = ~180ms end-to-end matches your measurements.
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@@ -313,6 +313,10 @@ async def init_broadcast(
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logging.info('Setup ISO Data Path')
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bigs[f'big{i}']['iso_queue'] = iso_queue
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bigs[f'big{i}']['iso_que_len'] = conf.iso_que_len
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# Store timing-critical BIG parameters for latency tracking
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bigs[f'big{i}']['iso_interval'] = big.iso_interval # milliseconds
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bigs[f'big{i}']['transport_latency_big'] = big.transport_latency_big # microseconds
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logging.info(f'big{i} parameters are:')
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logging.info('%s', pprint.pformat(vars(big)))
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@@ -320,17 +324,53 @@ async def init_broadcast(
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await asyncio.sleep(i+1) # Wait for advertising to set up
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# Track HCI/serial queue flow for latency measurement
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import time
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flow_state = {
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'last_completed': 0,
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'last_log_time': 0.0,
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'max_pending': 0,
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'max_queued': 0,
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}
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def on_flow():
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data_packet_queue = iso_queue.data_packet_queue
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print(
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f'\rPACKETS: pending={data_packet_queue.pending}, '
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f'queued={data_packet_queue.queued}, '
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f'completed={data_packet_queue.completed}',
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end='',
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)
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if global_config.debug:
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bigs[f'big{0}']['iso_queue'].data_packet_queue.on('flow', on_flow)
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now = time.time()
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# Track maximums
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if data_packet_queue.pending > flow_state['max_pending']:
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flow_state['max_pending'] = data_packet_queue.pending
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if data_packet_queue.queued > flow_state['max_queued']:
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flow_state['max_queued'] = data_packet_queue.queued
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# Log periodically (every 1 second)
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if now - flow_state['last_log_time'] >= 1.0:
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completed_delta = data_packet_queue.completed - flow_state['last_completed']
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flow_state['last_completed'] = data_packet_queue.completed
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flow_state['last_log_time'] = now
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# Estimate serial/HCI latency from pending packets
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# Each packet takes ~iso_interval to transmit (10ms typically)
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conf_ref = bigs.get(f'big{i}', {})
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iso_interval_ms = conf_ref.get('iso_interval', 10.0)
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hci_latency_ms = data_packet_queue.pending * iso_interval_ms
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logging.info(
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"LATENCY HCI/Serial: pending=%d queued=%d (HCI buffer ~%.1f ms) | completed/s=%d | max: pending=%d queued=%d",
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data_packet_queue.pending,
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data_packet_queue.queued,
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hci_latency_ms,
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completed_delta,
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flow_state['max_pending'],
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flow_state['max_queued']
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)
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# Reset max counters
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flow_state['max_pending'] = 0
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flow_state['max_queued'] = 0
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# Always enable flow tracking for latency measurement
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bigs[f'big{0}']['iso_queue'].data_packet_queue.on('flow', on_flow)
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bigs[f'big{0}']['flow_state'] = flow_state
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return bigs
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@@ -619,14 +659,54 @@ class Streamer():
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big['channels'] = pcm_format.channels
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big['lc3_frame_samples'] = lc3_frame_samples
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big['lc3_bytes_per_frame'] = global_config.octets_per_frame
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big['sampling_frequency'] = global_config.auracast_sampling_rate_hz
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big['audio_input'] = audio_input
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big['encoder'] = encoder
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big['precoded'] = False
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# get and discard first frame
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await anext(big['audio_input'].frames(big['lc3_frame_samples']), None)
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# Log latency-relevant configuration and expected latency budget
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for big_name, big in self.bigs.items():
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frame_duration_ms = (big['lc3_frame_samples'] / big['sampling_frequency']) * 1000.0
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iso_interval_ms = big.get('iso_interval', 0.0)
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presentation_delay_ms = global_config.presentation_delay_us / 1000.0
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transport_latency_ms = big.get('transport_latency_big', 0) / 1000.0
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iso_queue_len = big.get('iso_que_len', 1)
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# Expected latency breakdown:
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# 1. ASRC buffer (target ~10-15ms, varies with clock drift)
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# 2. Frame read/encode/write (measured ~0.2-0.5ms typically)
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# 3. ISO app queue (IsoPacketStream._thresholds, max=iso_queue_len frames)
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# 4. HCI/Serial queue (data_packet_queue.pending, varies with UART speed)
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# 5. Transport latency (from BIG parameters - radio air time)
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# 6. Presentation delay (configured delay at receiver)
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asrc_target_ms = 10.0 # from io_asrc.py, but varies with clock drift
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encode_estimate_ms = 0.5 # typical LC3 encode time
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iso_buffer_ms = iso_queue_len * frame_duration_ms # max capacity
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hci_estimate_ms = 0.0 # measured in real-time, typically 0 if UART keeps up
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pipeline_estimate_ms = asrc_target_ms + encode_estimate_ms + iso_buffer_ms + hci_estimate_ms
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expected_total_ms = pipeline_estimate_ms + transport_latency_ms + presentation_delay_ms
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logging.info(
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"LATENCY CONFIG [%s]: Frame=%.1f ms | ISO interval=%.1f ms | ISO queue capacity=%d frames",
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big_name, frame_duration_ms, iso_interval_ms, iso_queue_len
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)
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logging.info(
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"LATENCY BUDGET [%s]: Pipeline~%.1f (ASRC~%.1f + enc~%.1f + ISO~%.1f + HCI~%.1f) + Transport~%.1f + Presentation~%.1f = ~%.1f ms end-to-end",
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big_name, pipeline_estimate_ms, asrc_target_ms, encode_estimate_ms, iso_buffer_ms, hci_estimate_ms, transport_latency_ms, presentation_delay_ms, expected_total_ms
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)
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logging.info("Streaming audio...")
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bigs = self.bigs
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self.is_streaming = True
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# Latency tracking
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import time
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frame_count = 0
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last_latency_log = 0.0
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latency_log_interval = 1.0 # seconds
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# One streamer fits all
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while self.is_streaming:
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stream_finished = [False for _ in range(len(bigs))]
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@@ -645,13 +725,25 @@ class Streamer():
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if frames_gen is None:
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frames_gen = big['audio_input'].frames(big['lc3_frame_samples'])
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big['frames_gen'] = frames_gen
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t_read_start = time.time()
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pcm_frame = await anext(frames_gen, None)
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t_read_end = time.time()
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# Get frame age from ASRC if available
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asrc_frame_age_ms = 0.0
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try:
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if hasattr(big['audio_input'], '_last_frame_age_ms'):
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asrc_frame_age_ms = big['audio_input']._last_frame_age_ms
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except Exception:
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pass
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if pcm_frame is None: # Not all streams may stop at the same time
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stream_finished[i] = True
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continue
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# Down-mix multi-channel PCM to mono for LC3 encoder if needed
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t_mix_start = time.time()
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if big.get('channels', 1) > 1:
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if isinstance(pcm_frame, np.ndarray):
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if pcm_frame.ndim > 1:
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@@ -663,12 +755,66 @@ class Streamer():
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samples = np.frombuffer(pcm_frame, dtype=dtype)
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samples = samples.reshape(-1, big['channels']).mean(axis=1)
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pcm_frame = samples.astype(dtype).tobytes()
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t_mix_end = time.time()
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t_encode_start = time.time()
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lc3_frame = big['encoder'].encode(
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pcm_frame, num_bytes=big['lc3_bytes_per_frame'], bit_depth=big['pcm_bit_depth']
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)
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t_encode_end = time.time()
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t_write_start = time.time()
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await big['iso_queue'].write(lc3_frame)
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t_write_end = time.time()
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# Periodic latency logging
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frame_count += 1
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now = time.time()
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if now - last_latency_log >= latency_log_interval:
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# Get ISO application queue depth (packets waiting in IsoPacketStream)
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iso_depth = 0
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try:
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# The _thresholds deque tracks packets queued but not yet completed
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iso_depth = len(big['iso_queue']._thresholds)
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except Exception:
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iso_depth = 0
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# Calculate ISO queue latency (application-level buffering)
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frame_duration_ms = (big['lc3_frame_samples'] / big['sampling_frequency']) * 1000.0
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iso_latency_ms = iso_depth * frame_duration_ms
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# Get HCI/serial queue depth (packets in HCI layer waiting for UART transmission)
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hci_pending = 0
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hci_latency_ms = 0.0
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try:
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hci_pending = big['iso_queue'].data_packet_queue.pending
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iso_interval_ms = big.get('iso_interval', 10.0)
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hci_latency_ms = hci_pending * iso_interval_ms
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except Exception:
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pass
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# Measure operation times
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read_ms = (t_read_end - t_read_start) * 1000.0
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encode_ms = (t_encode_end - t_encode_start) * 1000.0 if 'precoded' not in big or not big['precoded'] else 0.0
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write_ms = (t_write_end - t_write_start) * 1000.0
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# Calculate total pipeline latency: ASRC age + encode + ISO buffer + HCI buffer
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pipeline_latency_ms = asrc_frame_age_ms + encode_ms + iso_latency_ms + hci_latency_ms
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# Get transport and presentation from config
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transport_ms = big.get('transport_latency_big', 0) / 1000.0
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presentation_ms = global_config.presentation_delay_us / 1000.0
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total_expected_ms = pipeline_latency_ms + transport_ms + presentation_ms
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logging.info(
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"LATENCY REALTIME: capture→radio=%.1f ms (ASRC=%.1f + enc=%.1f + ISO_q=%.1f + HCI=%.1f) | depths: ISO=%d HCI=%d",
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pipeline_latency_ms, asrc_frame_age_ms, encode_ms, iso_latency_ms, hci_latency_ms, iso_depth, hci_pending
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)
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logging.info(
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"LATENCY TOTAL: capture→speaker = %.1f ms pipeline + %.1f ms transport + %.1f ms presentation = %.1f ms (measured ~180ms, gap=%.1f ms)",
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pipeline_latency_ms, transport_ms, presentation_ms, total_expected_ms, 180.0 - total_expected_ms
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)
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last_latency_log = now
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if all(stream_finished): # Take into account that multiple files have different lengths
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logging.info('All streams finished, stopping streamer')
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@@ -60,7 +60,7 @@ if __name__ == "__main__":
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# Load .env located next to this script (only uppercase keys will be referenced)
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load_dotenv(dotenv_path='.env')
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os.environ.setdefault("PULSE_LATENCY_MSEC", "3")
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#os.environ.setdefault("PULSE_LATENCY_MSEC", "3")
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# Refresh device cache and list inputs
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refresh_pw_cache()
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@@ -156,7 +156,7 @@ if __name__ == "__main__":
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octets_per_frame = OCTETS_PER_FRAME,
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transport=TRANSPORT1
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)
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config.debug = True
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#config.debug = True
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logging.info(config.model_dump_json(indent=2))
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multicast.run_async(
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@@ -1 +1 @@
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5078804E6FBCF893D5537715FD928E46AD576ECB
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5078804E6FBCF893D5537715FD928E46AD576ECD
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@@ -16,6 +16,10 @@
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from bumble.audio.io import PcmFormat, ThreadedAudioInput, logger # only top-level import
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# Toggle for local debug logging in this module
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DEBUG_LOG = False
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LATENCY_DEBUG = True # Track latency through the pipeline
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class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
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"""Sound device audio input with a simple ASRC stage.
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@@ -27,7 +31,9 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
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- _close() -> None
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Behavior:
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- Captures mono float32 frames from the device.
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- Captures mono PCM frames using the device's native integer format by
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attempting (in order): S32LE (int32), S24LE (packed int24), S16LE (int16),
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and converts to internal float32.
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- Buffers into an internal ring buffer.
|
||||
- Produces stereo INT16 frames using a linear-interp resampler whose
|
||||
ratio is adjusted by a tiny PI loop to hold FIFO depth near a target.
|
||||
@@ -73,7 +79,7 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
|
||||
# Target FIFO level and deadband (slightly larger headroom for jitter)
|
||||
fs = float(self._pcm_format_in.sample_rate)
|
||||
self._target_samples = max(1, int(0.015 * fs)) # 20ms headroom to avoid underflows
|
||||
self._target_samples = max(1, int(0.015 * fs))
|
||||
# Slightly larger deadband to reduce chatter (≈1 ms)
|
||||
self._deadband = max(1, int(0.001 * fs))
|
||||
|
||||
@@ -92,9 +98,28 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
self._in_samples = 0
|
||||
self._in_last_log = 0.0
|
||||
|
||||
# --- Benchmarking state for _read() ---
|
||||
self._bench_count = 0
|
||||
self._bench_total_sum = 0.0
|
||||
self._bench_proc_sum = 0.0
|
||||
self._bench_conv_sum = 0.0
|
||||
self._bench_total_min = float('inf')
|
||||
self._bench_total_max = 0.0
|
||||
self._bench_last_log = 0.0
|
||||
self._bench_loop = 0 # increments every _read call
|
||||
|
||||
# Streaming resampler and internal output buffer (lazy init)
|
||||
self._rs = None # samplerate.Resampler
|
||||
self._out_buf = None # numpy.ndarray float32
|
||||
self._in_dtype = None # chosen input dtype string: 'int32' | 'int24' | 'int16'
|
||||
|
||||
# Latency tracking
|
||||
self._capture_timestamp = None # timestamp of last captured samples
|
||||
self._latency_log_interval = 1.0 # log every N seconds
|
||||
self._last_latency_log = 0.0
|
||||
# Frame timestamp queue (circular buffer)
|
||||
self._frame_timestamps = [] # list of (sample_position, timestamp)
|
||||
self._total_samples_written = 0 # total samples written to FIFO
|
||||
|
||||
# ---------------- Internal helpers -----------------
|
||||
def _init_rb(self) -> None:
|
||||
@@ -196,7 +221,7 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
r_cmd = self._R0 * (1.0 + ppm_cmd * 1e-6)
|
||||
|
||||
# Slew-rate limit per update
|
||||
ppm_prev = 1e6 * (self._r / self._R0 - 1.0)
|
||||
ppm_prev = 1e6 * (self._r / self._R0 - 1.0) # --- Benchmarking state for _read() ---
|
||||
dppm = ppm_cmd - ppm_prev
|
||||
if dppm > self._max_step_ppm:
|
||||
ppm_cmd = ppm_prev + self._max_step_ppm
|
||||
@@ -218,7 +243,7 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
try:
|
||||
import time as _time
|
||||
now = _time.time()
|
||||
if now - self._last_log > 1.0:
|
||||
if DEBUG_LOG and (now - self._last_log > 1.0):
|
||||
buf_ms = 1000.0 * self._fifo_len() / float(self._pcm_format_in.sample_rate)
|
||||
print(
|
||||
f"\nASRC buf={buf_ms:5.1f} ms r={self._r:.9f} corr={1e6 * (self._r / self._R0 - 1.0):+7.1f} ppm"
|
||||
@@ -277,16 +302,17 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
out = np.zeros(n_out, dtype=np.float32)
|
||||
# Debug: report zero-padding underflow
|
||||
try:
|
||||
import time as _time
|
||||
if _time.time() - self._last_log > 0.5:
|
||||
produced = int(self._out_buf.size)
|
||||
fifo_now = int(self._fifo_len())
|
||||
corr_ppm = 1e6 * (self._r / self._R0 - 1.0)
|
||||
print(
|
||||
f"\nASRC debug: zero-padding underflow produced={produced}/{n_out} "
|
||||
f"fifo={fifo_now} r={self._r:.9f} corr={corr_ppm:+.1f} ppm"
|
||||
)
|
||||
self._last_log = _time.time()
|
||||
if DEBUG_LOG:
|
||||
import time as _time
|
||||
if _time.time() - self._last_log > 0.5:
|
||||
produced = int(self._out_buf.size)
|
||||
fifo_now = int(self._fifo_len())
|
||||
corr_ppm = 1e6 * (self._r / self._R0 - 1.0)
|
||||
print(
|
||||
f"\nASRC debug: zero-padding underflow produced={produced}/{n_out} "
|
||||
f"fifo={fifo_now} r={self._r:.9f} corr={corr_ppm:+.1f} ppm"
|
||||
)
|
||||
self._last_log = _time.time()
|
||||
except Exception:
|
||||
pass
|
||||
if self._out_buf.size:
|
||||
@@ -310,7 +336,7 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
|
||||
# ---------------- ThreadedAudioInput hooks -----------------
|
||||
def _open(self) -> PcmFormat:
|
||||
# Set up sounddevice RawInputStream (int16) and start callback producer
|
||||
# Set up sounddevice RawInputStream (auto: int32 -> int24 -> int16) and start callback producer
|
||||
import sounddevice # pylint: disable=import-error
|
||||
import math
|
||||
import samplerate as sr # type: ignore
|
||||
@@ -394,61 +420,122 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
pa_ver = sounddevice.get_portaudio_version()[1]
|
||||
except Exception:
|
||||
pa_ver = ''
|
||||
logger.info(
|
||||
"ASRC sounddevice: device='%s' hostapi='%s' samplerate=%d channels=%d portaudio='%s'",
|
||||
dev_info.get('name', '?'),
|
||||
hostapi_info.get('name', '?'),
|
||||
samplerate,
|
||||
channels,
|
||||
pa_ver or '?'
|
||||
)
|
||||
if DEBUG_LOG:
|
||||
logger.info(
|
||||
"ASRC sounddevice: device='%s' hostapi='%s' samplerate=%d channels=%d portaudio='%s'",
|
||||
dev_info.get('name', '?'),
|
||||
hostapi_info.get('name', '?'),
|
||||
samplerate,
|
||||
channels,
|
||||
pa_ver or '?'
|
||||
)
|
||||
|
||||
def _callback(indata, frames, time_info, status): # noqa: ARG001 (signature is fixed)
|
||||
# indata: raw int16 bytes-like buffer of shape (frames, channels)
|
||||
# indata: raw integer PCM bytes-like buffer of shape (frames, channels)
|
||||
try:
|
||||
if status:
|
||||
if status and DEBUG_LOG:
|
||||
logger.warning("Input status: %s", status)
|
||||
if frames <= 0:
|
||||
return
|
||||
# Vectorized convert INT16 LE mono -> float32 [-1,1]
|
||||
# Convert native integer PCM -> float32 [-1,1]
|
||||
import numpy as _np # type: ignore
|
||||
try:
|
||||
x_i16 = _np.frombuffer(indata, dtype=_np.int16)
|
||||
x_f32 = _np.asarray(x_i16, dtype=_np.float32) * (1.0 / 32768.0)
|
||||
except Exception:
|
||||
# Fallback to safe (slower) path if buffer view fails
|
||||
mv = memoryview(indata).cast('h')
|
||||
x_f32 = _np.empty(frames, dtype=_np.float32)
|
||||
for i in range(frames):
|
||||
v = mv[i]
|
||||
f = float(v) / 32768.0
|
||||
if not (f == f) or math.isinf(f):
|
||||
f = 0.0
|
||||
x_f32[i] = f
|
||||
dtype = self._in_dtype or 'int32'
|
||||
if dtype == 'int32':
|
||||
try:
|
||||
x_i32 = _np.frombuffer(indata, dtype=_np.int32)
|
||||
x_f32 = _np.asarray(x_i32, dtype=_np.float32) * (1.0 / 2147483648.0)
|
||||
except Exception:
|
||||
mv = memoryview(indata).cast('i')
|
||||
x_f32 = _np.empty(frames, dtype=_np.float32)
|
||||
for i in range(frames):
|
||||
v = mv[i]
|
||||
f = float(v) / 2147483648.0
|
||||
if not (f == f) or math.isinf(f):
|
||||
f = 0.0
|
||||
x_f32[i] = f
|
||||
elif dtype == 'int16':
|
||||
try:
|
||||
x_i16 = _np.frombuffer(indata, dtype=_np.int16)
|
||||
x_f32 = _np.asarray(x_i16, dtype=_np.float32) * (1.0 / 32768.0)
|
||||
except Exception:
|
||||
mv = memoryview(indata).cast('h')
|
||||
x_f32 = _np.empty(frames, dtype=_np.float32)
|
||||
for i in range(frames):
|
||||
v = mv[i]
|
||||
f = float(v) / 32768.0
|
||||
if not (f == f) or math.isinf(f):
|
||||
f = 0.0
|
||||
x_f32[i] = f
|
||||
else: # 'int24' packed S24LE
|
||||
try:
|
||||
b = _np.frombuffer(indata, dtype=_np.uint8)
|
||||
# Expect length == frames * channels * 3, channels=1
|
||||
if b.size != frames * 3:
|
||||
# Fallback: truncate to multiple of 3
|
||||
n3 = (b.size // 3) * 3
|
||||
b = b[:n3]
|
||||
a = b.reshape(-1, 3)
|
||||
# Little-endian assembly
|
||||
val = (a[:, 0].astype(_np.int32) |
|
||||
(a[:, 1].astype(_np.int32) << 8) |
|
||||
(a[:, 2].astype(_np.int32) << 16))
|
||||
# Sign-extend from 24-bit
|
||||
neg = (a[:, 2] & 0x80) != 0
|
||||
val[neg] -= (1 << 24)
|
||||
x_f32 = val.astype(_np.float32) * (1.0 / 8388608.0) # 2**23
|
||||
except Exception:
|
||||
# Very slow scalar fallback
|
||||
mv = memoryview(indata)
|
||||
x_f32 = _np.empty(frames, dtype=_np.float32)
|
||||
for i in range(frames):
|
||||
o = i * 3
|
||||
b0 = mv[o]
|
||||
b1 = mv[o + 1]
|
||||
b2 = mv[o + 2]
|
||||
v = (b0 | (b1 << 8) | (b2 << 16))
|
||||
if b2 & 0x80:
|
||||
v -= (1 << 24)
|
||||
f = float(v) / 8388608.0
|
||||
if not (f == f) or math.isinf(f):
|
||||
f = 0.0
|
||||
x_f32[i] = f
|
||||
# Debug: detect silent input chunks (all zeros)
|
||||
try:
|
||||
import time as _time
|
||||
if _np.max(_np.abs(x_f32)) == 0.0 and (_time.time() - self._last_log > 0.5):
|
||||
print("\nASRC debug: input chunk is silent (all zeros)")
|
||||
self._last_log = _time.time()
|
||||
if DEBUG_LOG:
|
||||
import time as _time
|
||||
if _np.max(_np.abs(x_f32)) == 0.0 and (_time.time() - self._last_log > 0.5):
|
||||
print("\nASRC debug: input chunk is silent (all zeros)")
|
||||
self._last_log = _time.time()
|
||||
except Exception:
|
||||
pass
|
||||
# Write to FIFO
|
||||
self._fifo_write(x_f32)
|
||||
# Track capture timestamp for latency measurement
|
||||
if LATENCY_DEBUG:
|
||||
import time as _time
|
||||
capture_ts = _time.time()
|
||||
self._capture_timestamp = capture_ts
|
||||
# Record timestamp for these samples
|
||||
self._total_samples_written += frames
|
||||
self._frame_timestamps.append((self._total_samples_written, capture_ts))
|
||||
# Keep only last 100 timestamps
|
||||
if len(self._frame_timestamps) > 100:
|
||||
self._frame_timestamps.pop(0)
|
||||
# Input throughput logging
|
||||
try:
|
||||
import time as _time
|
||||
self._in_samples += int(frames)
|
||||
now = _time.time()
|
||||
if now - self._in_last_log >= 1.0:
|
||||
sps = self._in_samples / max(1e-9, (now - self._in_last_log))
|
||||
fifo_now = int(self._fifo_len())
|
||||
corr_ppm = 1e6 * (self._r / self._R0 - 1.0)
|
||||
print(
|
||||
f"\nASRC debug: input_sps={sps:.1f} fifo={fifo_now} r={self._r:.9f} corr={corr_ppm:+.1f} ppm"
|
||||
)
|
||||
self._in_samples = 0
|
||||
self._in_last_log = now
|
||||
if DEBUG_LOG:
|
||||
import time as _time
|
||||
self._in_samples += int(frames)
|
||||
now = _time.time()
|
||||
if now - self._in_last_log >= 1.0:
|
||||
sps = self._in_samples / max(1e-9, (now - self._in_last_log))
|
||||
fifo_now = int(self._fifo_len())
|
||||
corr_ppm = 1e6 * (self._r / self._R0 - 1.0)
|
||||
print(
|
||||
f"\nASRC debug: input_sps={sps:.1f} fifo={fifo_now} r={self._r:.9f} corr={corr_ppm:+.1f} ppm"
|
||||
)
|
||||
self._in_samples = 0
|
||||
self._in_last_log = now
|
||||
except Exception:
|
||||
pass
|
||||
except Exception: # never let callback raise
|
||||
@@ -461,17 +548,33 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
logger.exception("Failed to create samplerate.Resampler; audio may be silent")
|
||||
self._rs = None
|
||||
|
||||
self._stream = sounddevice.RawInputStream(
|
||||
samplerate=samplerate,
|
||||
device=self._device,
|
||||
channels=channels,
|
||||
dtype='int16',
|
||||
callback=_callback,
|
||||
blocksize=int( 2.0e-3 * samplerate),
|
||||
latency='low', # Use low latency to minimize buffer size
|
||||
)
|
||||
# Try opening stream with preferred native formats
|
||||
last_err = None
|
||||
for cand in ('int32', 'int24', 'int16'):
|
||||
try:
|
||||
st = sounddevice.RawInputStream(
|
||||
samplerate=samplerate,
|
||||
device=self._device,
|
||||
channels=channels,
|
||||
dtype=cand,
|
||||
callback=_callback,
|
||||
blocksize=int(2e-3 * samplerate),
|
||||
latency='low',
|
||||
)
|
||||
self._stream = st
|
||||
self._in_dtype = cand
|
||||
if DEBUG_LOG:
|
||||
logger.info("ASRC selected input dtype: %s", cand)
|
||||
break
|
||||
except Exception as e: # keep trying next
|
||||
last_err = e
|
||||
continue
|
||||
if self._stream is None:
|
||||
logger.exception("ASRC failed to open RawInputStream for all dtypes (int32,int24,int16)")
|
||||
if last_err:
|
||||
raise last_err
|
||||
raise RuntimeError("ASRC: could not open input stream")
|
||||
# Don't start stream yet - wait for first read to avoid buffer buildup
|
||||
# self._stream.start() # Delayed until first _read()
|
||||
|
||||
return self._pcm_format_out
|
||||
|
||||
@@ -479,23 +582,138 @@ class SoundDeviceAudioInputAsrc(ThreadedAudioInput):
|
||||
# Produce 'frame_size' output frames (stereo INT16)
|
||||
if frame_size <= 0:
|
||||
return b''
|
||||
# loop counter
|
||||
self._bench_loop += 1
|
||||
# Benchmark start
|
||||
try:
|
||||
from time import perf_counter as _pc
|
||||
except Exception:
|
||||
_pc = None # type: ignore
|
||||
_t0 = _pc() if _pc else None
|
||||
|
||||
# Track which samples we're reading for latency measurement
|
||||
read_start_time = None
|
||||
if LATENCY_DEBUG:
|
||||
import time as _time
|
||||
read_start_time = _time.time()
|
||||
|
||||
# Start stream on first read to avoid buffer buildup during initialization
|
||||
if self._stream and not self._stream_started:
|
||||
self._stream.start()
|
||||
self._stream_started = True
|
||||
# Don't block - let callback start filling buffer asynchronously
|
||||
|
||||
_t1 = _pc() if _pc else None
|
||||
# Update resampling ratio based on FIFO level
|
||||
try:
|
||||
self._update_ratio()
|
||||
except Exception:
|
||||
# keep going even if update failed
|
||||
pass
|
||||
_t2 = _pc() if _pc else None
|
||||
# Process mono float32
|
||||
mono = self._process(frame_size)
|
||||
_t3 = _pc() if _pc else None
|
||||
# Convert to stereo int16 LE bytes
|
||||
return self._mono_to_stereo_int16_bytes(mono)
|
||||
out = self._mono_to_stereo_int16_bytes(mono)
|
||||
_t4 = _pc() if _pc else None
|
||||
|
||||
# Latency tracking: estimate frame age from timestamp queue
|
||||
frame_age_ms = 0.0
|
||||
if LATENCY_DEBUG and read_start_time and self._frame_timestamps:
|
||||
import time as _time
|
||||
now = _time.time()
|
||||
# Find oldest timestamp still in FIFO (conservative estimate)
|
||||
fifo_samples = self._fifo_len()
|
||||
if fifo_samples > 0 and self._frame_timestamps:
|
||||
# Estimate: we're reading from tail of FIFO, oldest data is ~fifo_samples ago
|
||||
# Find timestamp of samples that are now at the read position
|
||||
read_position = self._total_samples_written - fifo_samples
|
||||
# Find closest timestamp
|
||||
frame_ts = None
|
||||
for pos, ts in self._frame_timestamps:
|
||||
if pos >= read_position:
|
||||
frame_ts = ts
|
||||
break
|
||||
if frame_ts:
|
||||
frame_age_ms = 1000.0 * (now - frame_ts)
|
||||
|
||||
fifo_ms = 1000.0 * fifo_samples / float(self._pcm_format_in.sample_rate)
|
||||
if now - self._last_latency_log >= self._latency_log_interval:
|
||||
logger.info(
|
||||
"LATENCY: ASRC frame_age=%.1f ms | FIFO: %d samples (%.1f ms) | corr: %+.1f ppm",
|
||||
frame_age_ms,
|
||||
fifo_samples,
|
||||
fifo_ms,
|
||||
1e6 * (self._r / self._R0 - 1.0)
|
||||
)
|
||||
self._last_latency_log = now
|
||||
|
||||
# Aggregate benchmarking stats
|
||||
try:
|
||||
if _pc and _t0 is not None and _t4 is not None:
|
||||
total = _t4 - _t0
|
||||
proc = (_t3 - _t2) if (_t3 is not None and _t2 is not None) else 0.0
|
||||
conv = (_t4 - _t3) if (_t4 is not None and _t3 is not None) else 0.0
|
||||
# Compute 'other' segment (everything outside proc+conv)
|
||||
other = max(0.0, total - (proc + conv))
|
||||
# Immediate warning if proc+conv or total exceeds 10 ms
|
||||
if DEBUG_LOG and ((proc + conv) > 0.010 or total > 0.010):
|
||||
logger.warning(
|
||||
"ASRC _read SLOW: loop=%d frame=%d total=%.3f ms | proc=%.3f ms conv=%.3f ms other=%.3f ms",
|
||||
self._bench_loop,
|
||||
frame_size,
|
||||
1000.0 * total,
|
||||
1000.0 * proc,
|
||||
1000.0 * conv,
|
||||
1000.0 * other,
|
||||
)
|
||||
self._bench_count += 1
|
||||
self._bench_total_sum += total
|
||||
self._bench_proc_sum += proc
|
||||
self._bench_conv_sum += conv
|
||||
if total < self._bench_total_min:
|
||||
self._bench_total_min = total
|
||||
if total > self._bench_total_max:
|
||||
self._bench_total_max = total
|
||||
|
||||
# Periodic log (~2s)
|
||||
import time as _time
|
||||
now = _time.time()
|
||||
if DEBUG_LOG and (now - self._bench_last_log >= 2.0) and self._bench_count > 0:
|
||||
avg_total_ms = 1000.0 * (self._bench_total_sum / self._bench_count)
|
||||
avg_proc_ms = 1000.0 * (self._bench_proc_sum / self._bench_count)
|
||||
avg_conv_ms = 1000.0 * (self._bench_conv_sum / self._bench_count)
|
||||
min_ms = 1000.0 * (self._bench_total_min if self._bench_total_min != float('inf') else 0.0)
|
||||
max_ms = 1000.0 * self._bench_total_max
|
||||
# Per-frame timing (µs) for convenience
|
||||
per_frame_us = (avg_total_ms * 1000.0) / max(1, frame_size)
|
||||
logger.info(
|
||||
"ASRC _read bench: calls=%d frame=%d avg=%.3f ms min=%.3f ms max=%.3f ms | proc=%.3f ms conv=%.3f ms | per_frame=%.2f µs",
|
||||
self._bench_count,
|
||||
frame_size,
|
||||
avg_total_ms,
|
||||
min_ms,
|
||||
max_ms,
|
||||
avg_proc_ms,
|
||||
avg_conv_ms,
|
||||
per_frame_us,
|
||||
)
|
||||
# Reset period accumulators but keep extrema across run
|
||||
self._bench_count = 0
|
||||
self._bench_total_sum = 0.0
|
||||
self._bench_proc_sum = 0.0
|
||||
self._bench_conv_sum = 0.0
|
||||
self._bench_last_log = now
|
||||
except Exception:
|
||||
# Never let benchmarking break audio path
|
||||
pass
|
||||
|
||||
# Attach frame timestamp to output (as a pseudo-header for tracking)
|
||||
# We'll store it in a class variable that multicast.py can read
|
||||
if LATENCY_DEBUG and frame_age_ms > 0:
|
||||
self._last_frame_age_ms = frame_age_ms
|
||||
|
||||
return out
|
||||
|
||||
def _close(self) -> None:
|
||||
try:
|
||||
|
||||
121
src/scripts/test_usb_latency.py
Normal file
121
src/scripts/test_usb_latency.py
Normal file
@@ -0,0 +1,121 @@
|
||||
#!/usr/bin/env python3
|
||||
"""
|
||||
Test USB audio device latency by measuring time from generating a click
|
||||
to receiving it back through the microphone (requires physical loopback).
|
||||
|
||||
If no physical loopback is available, this measures the baseline capture latency
|
||||
by timestamping at different points in the audio pipeline.
|
||||
"""
|
||||
|
||||
import sounddevice as sd
|
||||
import numpy as np
|
||||
import time
|
||||
import sys
|
||||
|
||||
print("Testing USB Audio Device Latency")
|
||||
print("=" * 60)
|
||||
|
||||
# List devices
|
||||
print("\nAvailable devices:")
|
||||
devices = sd.query_devices()
|
||||
for i, dev in enumerate(devices):
|
||||
print(f" {i}: {dev['name']}")
|
||||
if dev['max_input_channels'] > 0:
|
||||
print(f" Input: {dev['max_input_channels']} ch, latency: {dev['default_low_input_latency']*1000:.1f}ms (low) / {dev['default_high_input_latency']*1000:.1f}ms (high)")
|
||||
if dev['max_output_channels'] > 0:
|
||||
print(f" Output: {dev['max_output_channels']} ch, latency: {dev['default_low_output_latency']*1000:.1f}ms (low) / {dev['default_high_output_latency']*1000:.1f}ms (high)")
|
||||
|
||||
# Find USB Audio Device
|
||||
usb_device_idx = None
|
||||
for i, dev in enumerate(devices):
|
||||
if 'USB Audio' in dev['name'] and dev['max_input_channels'] > 0:
|
||||
usb_device_idx = i
|
||||
break
|
||||
|
||||
if usb_device_idx is None:
|
||||
print("\nError: USB Audio Device not found!")
|
||||
sys.exit(1)
|
||||
|
||||
device_info = devices[usb_device_idx]
|
||||
print(f"\nTesting device #{usb_device_idx}: {device_info['name']}")
|
||||
print(f" Default low latency: {device_info['default_low_input_latency']*1000:.1f}ms")
|
||||
print(f" Default high latency: {device_info['default_high_input_latency']*1000:.1f}ms")
|
||||
print(f" Default sample rate: {device_info['default_samplerate']} Hz")
|
||||
|
||||
# Test capture latency by measuring callback timing
|
||||
print("\n" + "="*60)
|
||||
print("Test: Measuring callback timing (10 second capture)")
|
||||
print("="*60)
|
||||
|
||||
capture_times = []
|
||||
callback_count = 0
|
||||
|
||||
def callback(indata, frames, time_info, status):
|
||||
global callback_count
|
||||
if status:
|
||||
print(f"Status: {status}")
|
||||
|
||||
# Record timing info
|
||||
capture_times.append({
|
||||
'callback_num': callback_count,
|
||||
'frames': frames,
|
||||
'input_buffer_adc_time': time_info.inputBufferAdcTime,
|
||||
'current_time': time_info.currentTime,
|
||||
'callback_latency': (time_info.currentTime - time_info.inputBufferAdcTime) * 1000, # ms
|
||||
})
|
||||
callback_count += 1
|
||||
|
||||
samplerate = 48000
|
||||
blocksize = int(0.002 * samplerate) # 2ms blocks (matches ASRC)
|
||||
|
||||
print(f"\nConfig: {samplerate}Hz, blocksize={blocksize} ({blocksize/samplerate*1000:.1f}ms)")
|
||||
print("\nStarting capture...")
|
||||
|
||||
try:
|
||||
with sd.InputStream(
|
||||
device=usb_device_idx,
|
||||
channels=1,
|
||||
samplerate=samplerate,
|
||||
blocksize=blocksize,
|
||||
latency='low',
|
||||
callback=callback
|
||||
):
|
||||
time.sleep(10)
|
||||
except Exception as e:
|
||||
print(f"Error: {e}")
|
||||
sys.exit(1)
|
||||
|
||||
print(f"\nCaptured {len(capture_times)} callbacks")
|
||||
|
||||
if capture_times:
|
||||
latencies = [t['callback_latency'] for t in capture_times]
|
||||
print(f"\nCallback Latency Statistics:")
|
||||
print(f" Mean: {np.mean(latencies):.2f} ms")
|
||||
print(f" Median: {np.median(latencies):.2f} ms")
|
||||
print(f" Min: {np.min(latencies):.2f} ms")
|
||||
print(f" Max: {np.max(latencies):.2f} ms")
|
||||
print(f" StdDev: {np.std(latencies):.2f} ms")
|
||||
|
||||
print(f"\nFirst 5 callbacks:")
|
||||
for t in capture_times[:5]:
|
||||
print(f" #{t['callback_num']}: {t['frames']} frames, latency={t['callback_latency']:.2f}ms")
|
||||
|
||||
print(f"\nLast 5 callbacks:")
|
||||
for t in capture_times[-5:]:
|
||||
print(f" #{t['callback_num']}: {t['frames']} frames, latency={t['callback_latency']:.2f}ms")
|
||||
|
||||
print("\n" + "="*60)
|
||||
print("INTERPRETATION:")
|
||||
print("="*60)
|
||||
print("The 'callback_latency' shows the time between when audio was")
|
||||
print("captured by the USB device ADC (inputBufferAdcTime) and when")
|
||||
print("the callback is invoked (currentTime).")
|
||||
print("")
|
||||
print("This includes:")
|
||||
print(" - USB device internal buffering")
|
||||
print(" - USB bus latency")
|
||||
print(" - PipeWire/ALSA buffering")
|
||||
print(" - Driver/kernel scheduling latency")
|
||||
print("")
|
||||
print("If this latency is ~50-70ms, it explains your missing gap!")
|
||||
print("="*60)
|
||||
Reference in New Issue
Block a user