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Add built in support for memray memory debugging (#21057)
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@ -81,3 +81,5 @@ librosa==0.11.*
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soundfile==0.13.*
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soundfile==0.13.*
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# DeGirum detector
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# DeGirum detector
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degirum == 0.16.*
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degirum == 0.16.*
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# Memory profiling
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memray == 1.15.*
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129
docs/docs/troubleshooting/memory.md
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129
docs/docs/troubleshooting/memory.md
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@ -0,0 +1,129 @@
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---
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id: memory
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title: Memory Troubleshooting
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---
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Frigate includes built-in memory profiling using [memray](https://bloomberg.github.io/memray/) to help diagnose memory issues. This feature allows you to profile specific Frigate modules to identify memory leaks, excessive allocations, or other memory-related problems.
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## Enabling Memory Profiling
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Memory profiling is controlled via the `FRIGATE_MEMRAY_MODULES` environment variable. Set it to a comma-separated list of module names you want to profile:
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```bash
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export FRIGATE_MEMRAY_MODULES="frigate.review_segment_manager,frigate.capture"
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```
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### Module Names
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Frigate processes are named using a module-based naming scheme. Common module names include:
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- `frigate.review_segment_manager` - Review segment processing
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- `frigate.recording_manager` - Recording management
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- `frigate.capture` - Camera capture processes (all cameras with this module name)
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- `frigate.process` - Camera processing/tracking (all cameras with this module name)
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- `frigate.output` - Output processing
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- `frigate.audio_manager` - Audio processing
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- `frigate.embeddings` - Embeddings processing
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You can also specify the full process name (including camera-specific identifiers) if you want to profile a specific camera:
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```bash
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export FRIGATE_MEMRAY_MODULES="frigate.capture:front_door"
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```
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When you specify a module name (e.g., `frigate.capture`), all processes with that module prefix will be profiled. For example, `frigate.capture` will profile all camera capture processes.
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## How It Works
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1. **Binary File Creation**: When profiling is enabled, memray creates a binary file (`.bin`) in `/config/memray_reports/` that is updated continuously in real-time as the process runs.
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2. **Automatic HTML Generation**: On normal process exit, Frigate automatically:
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- Stops memray tracking
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- Generates an HTML flamegraph report
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- Saves it to `/config/memray_reports/<module_name>.html`
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3. **Crash Recovery**: If a process crashes (SIGKILL, segfault, etc.), the binary file is preserved with all data up to the crash point. You can manually generate the HTML report from the binary file.
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## Viewing Reports
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### Automatic Reports
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After a process exits normally, you'll find HTML reports in `/config/memray_reports/`. Open these files in a web browser to view interactive flamegraphs showing memory usage patterns.
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### Manual Report Generation
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If a process crashes or you want to generate a report from an existing binary file, you can manually create the HTML report:
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```bash
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memray flamegraph /config/memray_reports/<module_name>.bin
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```
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This will generate an HTML file that you can open in your browser.
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## Understanding the Reports
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Memray flamegraphs show:
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- **Memory allocations over time**: See where memory is being allocated in your code
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- **Call stacks**: Understand the full call chain leading to allocations
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- **Memory hotspots**: Identify functions or code paths that allocate the most memory
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- **Memory leaks**: Spot patterns where memory is allocated but not freed
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The interactive HTML reports allow you to:
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- Zoom into specific time ranges
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- Filter by function names
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- View detailed allocation information
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- Export data for further analysis
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## Best Practices
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1. **Profile During Issues**: Enable profiling when you're experiencing memory issues, not all the time, as it adds some overhead.
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2. **Profile Specific Modules**: Instead of profiling everything, focus on the modules you suspect are causing issues.
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3. **Let Processes Run**: Allow processes to run for a meaningful duration to capture representative memory usage patterns.
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4. **Check Binary Files**: If HTML reports aren't generated automatically (e.g., after a crash), check for `.bin` files in `/config/memray_reports/` and generate reports manually.
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5. **Compare Reports**: Generate reports at different times to compare memory usage patterns and identify trends.
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## Troubleshooting
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### No Reports Generated
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- Check that the environment variable is set correctly
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- Verify the module name matches exactly (case-sensitive)
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- Check logs for memray-related errors
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- Ensure `/config/memray_reports/` directory exists and is writable
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### Process Crashed Before Report Generation
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- Look for `.bin` files in `/config/memray_reports/`
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- Manually generate HTML reports using: `memray flamegraph <file>.bin`
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- The binary file contains all data up to the crash point
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### Reports Show No Data
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- Ensure the process ran long enough to generate meaningful data
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- Check that memray is properly installed (included by default in Frigate)
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- Verify the process actually started and ran (check process logs)
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## Example Usage
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```bash
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# Enable profiling for review and capture modules
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export FRIGATE_MEMRAY_MODULES="frigate.review_segment_manager,frigate.capture"
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# Start Frigate
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# ... let it run for a while ...
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# Check for reports
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ls -lh /config/memray_reports/
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# If a process crashed, manually generate report
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memray flamegraph /config/memray_reports/frigate_capture_front_door.bin
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```
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For more information about memray and interpreting reports, see the [official memray documentation](https://bloomberg.github.io/memray/).
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@ -131,6 +131,7 @@ const sidebars: SidebarsConfig = {
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"troubleshooting/recordings",
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"troubleshooting/recordings",
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"troubleshooting/gpu",
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"troubleshooting/gpu",
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"troubleshooting/edgetpu",
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"troubleshooting/edgetpu",
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"troubleshooting/memory",
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],
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],
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Development: [
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Development: [
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"development/contributing",
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"development/contributing",
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@ -1,7 +1,10 @@
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import atexit
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import faulthandler
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import faulthandler
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import logging
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import logging
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import multiprocessing as mp
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import multiprocessing as mp
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import os
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import os
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import pathlib
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import subprocess
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import threading
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import threading
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from logging.handlers import QueueHandler
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from logging.handlers import QueueHandler
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from multiprocessing.synchronize import Event as MpEvent
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from multiprocessing.synchronize import Event as MpEvent
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@ -48,6 +51,7 @@ class FrigateProcess(BaseProcess):
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def before_start(self) -> None:
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def before_start(self) -> None:
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self.__log_queue = frigate.log.log_listener.queue
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self.__log_queue = frigate.log.log_listener.queue
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self.__memray_tracker = None
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def pre_run_setup(self, logConfig: LoggerConfig | None = None) -> None:
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def pre_run_setup(self, logConfig: LoggerConfig | None = None) -> None:
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os.nice(self.priority)
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os.nice(self.priority)
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@ -64,3 +68,86 @@ class FrigateProcess(BaseProcess):
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frigate.log.apply_log_levels(
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frigate.log.apply_log_levels(
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logConfig.default.value.upper(), logConfig.logs
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logConfig.default.value.upper(), logConfig.logs
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)
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)
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self._setup_memray()
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def _setup_memray(self) -> None:
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"""Setup memray profiling if enabled via environment variable."""
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memray_modules = os.environ.get("FRIGATE_MEMRAY_MODULES", "")
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if not memray_modules:
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return
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# Extract module name from process name (e.g., "frigate.capture:camera" -> "frigate.capture")
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process_name = self.name
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module_name = (
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process_name.split(":")[0] if ":" in process_name else process_name
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)
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enabled_modules = [m.strip() for m in memray_modules.split(",")]
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if module_name not in enabled_modules and process_name not in enabled_modules:
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return
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try:
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import memray
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reports_dir = pathlib.Path("/config/memray_reports")
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reports_dir.mkdir(parents=True, exist_ok=True)
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safe_name = (
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process_name.replace(":", "_").replace("/", "_").replace("\\", "_")
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)
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binary_file = reports_dir / f"{safe_name}.bin"
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self.__memray_tracker = memray.Tracker(str(binary_file))
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self.__memray_tracker.__enter__()
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# Register cleanup handler to stop tracking and generate HTML report
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# atexit runs on normal exits and most signal-based terminations (SIGTERM, SIGINT)
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# For hard kills (SIGKILL) or segfaults, the binary file is preserved for manual generation
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atexit.register(self._cleanup_memray, safe_name, binary_file)
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self.logger.info(
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f"Memray profiling enabled for module {module_name} (process: {self.name}). "
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f"Binary file (updated continuously): {binary_file}. "
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f"HTML report will be generated on exit: {reports_dir}/{safe_name}.html. "
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f"If process crashes, manually generate with: memray flamegraph {binary_file}"
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)
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except Exception as e:
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self.logger.error(f"Failed to setup memray profiling: {e}", exc_info=True)
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def _cleanup_memray(self, safe_name: str, binary_file: pathlib.Path) -> None:
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"""Stop memray tracking and generate HTML report."""
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if self.__memray_tracker is None:
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return
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try:
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self.__memray_tracker.__exit__(None, None, None)
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self.__memray_tracker = None
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reports_dir = pathlib.Path("/config/memray_reports")
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html_file = reports_dir / f"{safe_name}.html"
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result = subprocess.run(
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["memray", "flamegraph", "--output", str(html_file), str(binary_file)],
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capture_output=True,
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text=True,
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timeout=10,
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)
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if result.returncode == 0:
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self.logger.info(f"Memray report generated: {html_file}")
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else:
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self.logger.error(
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f"Failed to generate memray report: {result.stderr}. "
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f"Binary file preserved at {binary_file} for manual generation."
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)
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# Keep the binary file for manual report generation if needed
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# Users can run: memray flamegraph {binary_file}
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except subprocess.TimeoutExpired:
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self.logger.error("Memray report generation timed out")
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except Exception as e:
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self.logger.error(f"Failed to cleanup memray profiling: {e}", exc_info=True)
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