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Threading
ASecurityUse when handling PyQt/PySide6 threading - QThread patterns, QThreadPool/QRunnable, thread safety rules, moveToThread, Qt Concurrent, QTimer, testing threaded code, lifecycle management
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[](https://www.skillsdirectory.com/skills/codeatcode-threading)---
name: pyqt-threading
description: Use when handling PyQt/PySide6 threading - QThread patterns, QThreadPool/QRunnable, thread safety rules, moveToThread, Qt Concurrent, QTimer, testing threaded code, lifecycle management
metadata:
author: mte90
version: 3.0.0
tags:
- python
- qt
- pyqt
- pyside
- threading
- concurrency
- async
- qthread
---
# PyQt Threading - Core Patterns
## Thread Safety Rules
**CRITICAL**: Qt/PyQt is NOT thread-safe for UI operations. You MUST follow these rules:
1. **Never access widgets from worker threads** - Only the main thread can modify UI
2. **Use signals for cross-thread communication** - Emit signals from worker, connect to slots in main thread
3. **Use Qt.QueuedConnection for thread-safe signal delivery** - AutoConnection handles this automatically
4. **Never block the main thread** - Long operations will freeze the UI
```python
# ❌ WRONG: Direct UI access from thread
class BadWorker(QThread):
def run(self):
# This will crash or cause undefined behavior!
self.label.setText("Done")
# ✅ CORRECT: Use signals
class GoodWorker(QThread):
finished = Signal(str)
def run(self):
result = self.process_data()
self.finished.emit(result) # Signal emitted, UI updated in main thread
```
## QThread with Worker Object (Recommended Pattern)
The most flexible pattern separates the worker logic from thread lifecycle:
```python
from PySide6.QtCore import QThread, Signal, QObject, Slot
class Worker(QObject):
"""Worker object that does the actual work."""
finished = Signal(object)
progress = Signal(int)
error = Signal(str)
def __init__(self, data):
super().__init__()
self.data = data
self._is_cancelled = False
@Slot()
def process(self):
"""Main processing method called from thread."""
try:
for i, item in enumerate(self.data):
if self._is_cancelled:
return
# Simulate heavy work
result = self.process_item(item)
self.progress.emit(int((i + 1) / len(self.data) * 100))
self.finished.emit({"status": "success", "count": len(self.data)})
except Exception as e:
self.error.emit(str(e))
def cancel(self):
self._is_cancelled = True
def process_item(self, item):
import time
time.sleep(0.1) # Simulate work
return item * 2
class ThreadController(QObject):
"""Manages worker thread lifecycle."""
def __init__(self):
super().__init__()
self.thread = None
self.worker = None
def start_work(self, data):
# Create thread and worker
self.thread = QThread()
self.worker = Worker(data)
# Move worker to thread
self.worker.moveToThread(self.thread)
# Connect signals
self.worker.finished.connect(self.on_finished)
self.worker.progress.connect(self.on_progress)
self.worker.error.connect(self.on_error)
# Thread lifecycle
self.thread.started.connect(self.worker.process)
self.thread.finished.connect(self.thread.deleteLater)
# Start thread
self.thread.start()
def cancel_work(self):
if self.worker:
self.worker.cancel()
if self.thread:
self.thread.quit()
self.thread.wait()
@Slot()
def on_finished(self, result):
print(f"Work completed: {result}")
self.cleanup()
@Slot()
def on_progress(self, percent):
print(f"Progress: {percent}%")
@Slot()
def on_error(self, error):
print(f"Error: {error}")
self.cleanup()
def cleanup(self):
self.thread = None
self.worker = None
```
## moveToThread() Pattern - Worker Object Semantics
### Correct Pattern: Worker + Thread Controller
The **worker object pattern** is the recommended approach for explicit thread control:
```python
from PySide6.QtCore import QThread, Signal, QObject, Slot
class Worker(QObject):
"""Worker owns the work, controller owns the thread."""
progress = Signal(int)
finished = Signal(object)
def __init__(self, data):
super().__init__()
self.data = data
self._is_running = False
@Slot()
def process(self):
"""Main work method - called from thread."""
self._is_running = True
try:
# Heavy computation here
for i in range(100):
self.progress.emit(i)
self.finished.emit(None)
finally:
self._is_running = False
class ThreadController(QObject):
"""Controller owns thread and manages worker."""
def __init__(self):
super().__init__()
self.thread = None
self.worker = None
def start_work(self, data):
# Create NEW thread and worker
self.thread = QThread()
self.worker = Worker(data)
# CRITICAL: Move worker TO thread
self.worker.moveToThread(self.thread)
# Worker lifetime tied to thread lifetime
self.thread.started.connect(self.worker.process)
self.thread.finished.connect(self.thread.quit)
self.thread.finished.connect(self.thread.deleteLater)
self.thread.start()
```
### Ownership Semantics
| Object | Owner | Lifetime | Deletion |
|--------|-------|----------|----------|
| **Worker** | ThreadController | Until thread.quit() + wait() | worker.deleteLater() |
| **Thread** | ThreadController | Until deleted | thread.deleteLater() |
| **Signals** | Their parent | Until parent deleted | Automatic |
### Common Mistakes to Avoid
```python
# ❌ WRONG: Worker outlives thread
controller = ThreadController()
controller.thread = QThread()
controller.worker = Worker()
controller.thread.moveToThread(controller.worker) # Wrong direction!
controller.thread.start()
# Problem: Worker destroyed before thread finishes
# ❌ WRONG: Forgetting thread lifecycle
def start_work():
thread = QThread()
worker = Worker()
worker.moveToThread(thread)
thread.start() # Never quit() or wait()!
# Problem: Zombie thread keeps running
# ✅ CORRECT: Proper ownership chain
controller = ThreadController()
controller.start_work(data)
# Later when done:
controller.thread.quit()
controller.thread.wait()
# Now delete: controller.worker.deleteLater()
```
## Common Issues
| Issue | Cause | Solution |
|-------|-------|----------|
| UI freezes | Blocking operation in main thread | Move to worker thread |
| Crashes on widget access | Accessing UI from worker thread | Use signals instead |
| Memory leaks | Thread not cleaned up | Use deleteLater() and proper lifecycle |
| Deadlocks | Multiple mutexes acquired in different order | Always acquire in same order, use timeout |
| Race conditions | Shared data without locks | Use QMutex or atomic operations |
## Best Practices
1. **Always use signals for cross-thread communication** - Direct widget access from threads causes crashes
2. **Keep worker objects thread-affinity aware** - Never assume QObject is in main thread
3. **Clean up threads properly** - Use deleteLater() and quit() + wait()
4. **Handle cancellation** - Check flags periodically in long operations
5. **Use QThreadPool for parallel independent tasks** - Default pool manages resource limits
6. **Use moveToThread() for explicit thread control** - Worker object pattern is recommended
7. **Never use time.sleep() in main thread** - Use QTimer or workers instead
8. **Keep locks short-lived** - Only hold mutexes for critical section duration
9. **Use QReadWriteLock for read-heavy data** - Multiple readers possible, single writer
10. **Monitor thread pool limits** - Set maxThreadCount to prevent resource exhaustion
## Common Pitfalls
| Issue | Cause | Solution |
|-------|-------|----------|
| UI crashes on widget access | Widget accessed from worker thread | Always use signals to update UI from main thread |
| Deadlock | Multiple mutexes acquired in different order | Always acquire in consistent order, use timeouts |
| Race conditions | Shared data without locks | Use QMutex, QAtomicPointer, or atomic operations |
| Memory leaks | Threads not cleaned up | Use deleteLater() on threads and workers |
| Thread not stopping | No quit() + wait() sequence | Always call thread.quit() then thread.wait() |
| Signals firing from wrong thread | AutoConnection uses queued delivery | AutoConnection is correct - don't change |
| Re-entrancy issues | Signal handler calls slot recursively | Use flags to track state changes |
| Resource exhaustion | Unlimited thread pool threads | Set maxThreadCount on QThreadPool |
| Busy-wait loops | Thread polling without sleep | Use QTimer instead of polling |
| Lock not released | Exception before unlock | Use QMutexLocker for RAII-style cleanup |
### Top 5 Mistakes to Avoid
1. **Never access UI from worker threads** - The most common crash cause
```python
# ❌ CRASH: Direct UI access
def run(self):
self.label.setText("Done") # Crashes!
# ✅ SAFE: Use signals
def run(self):
self.finished.emit("Done") # UI updated in main thread
```
2. **Forgetting thread lifecycle management** - Threads become zombies
```python
# ❌ BAD: No cleanup
thread = QThread()
thread.start() # Never quit() or wait()
# ✅ GOOD: Proper lifecycle
thread.start()
thread.quit()
thread.wait() # Wait for thread to finish
```
3. **Acquiring locks in wrong order** - Deadlock
```python
# ❌ DEADLOCK
def do_work(self):
with lock_a:
with lock_b:
pass
def do_other_work(self):
with lock_b: # Different order!
with lock_a:
pass
# ✅ SAFE: Consistent ordering
# Always acquire locks in same order (e.g., by ID)
```
4. **Using locks too long** - Performance issues
```python
# ❌ BAD: Lock held for long operation
with lock:
result = heavy_computation()
# ✅ GOOD: Hold lock only for data access
with lock:
data = self.shared_data
result = heavy_computation(data) # Outside lock
```
5. **Forgetting to check cancellation** - Threads don't stop
```python
# ❌ BAD: Infinite loop
def run(self):
while True:
do_work()
# ✅ GOOD: Check cancellation flag
def run(self):
while not self._cancelled:
if self._work_done():
break
do_work()
```
## Deep Dives
For detailed coverage of advanced patterns, load these reference files:
- **Pool Patterns** (`references/pool-patterns.md`) - QThread Subclass, QThreadPool/QRunnable, QTimer, Fire-and-Forget
- **Qt Concurrent** (`references/qt-concurrent.md`) - Map/filter/reduce operations, progress tracking, simple background tasks
- **Lifecycle & Cleanup** (`references/lifecycle-cleanup.md`) - Thread signals, proper cleanup, graceful shutdown
- **Advanced Safety** (`references/advanced-safety.md`) - Thread-safe state, UI state races, resource exhaustion
- **Testing** (`references/testing.md`) - pytest-qt patterns, signal testing, thread lifecycle testing, race condition tests
## References
### Official Documentation
- **Qt Threads and Objects**: https://doc.qt.io/qt-6/threads-and-qobjects.html
- **QThread**: https://doc.qt.io/qt-6/qthread.html
- **QThreadPool**: https://doc.qt.io/qt-6/qpthreadpool.html
- **QMutex**: https://doc.qt.io/qt-6/qmutex.html
- **QMutexLocker**: https://doc.qt.io/qt-6/qmutexlocker.html
- **QReadWriteLock**: https://doc.qt.io/qt-6/qreadwritelock.html
- **QAtomicPointer**: https://doc.qt.io/qt-6/qatomicpointer.html
- **Signal/Slot**: https://doc.qt.io/qt-6/signalsandslots.html
### Qt for Python (PySide6/PyQt6)
- **PySide6 QThread**: https://doc.qt.io/qtforpython-6/PySide6/QtCore/QThread.html
- **PySide6 QThreadPool**: https://doc.qt.io/qtforpython-6/PySide6/QtCore/QThreadPool.html
- **PyQt6 QThread**: https://www.riverbankcomputing.com/static/Docs/PyQt6/qthread.html
### Community Resources
- **Threading Best Practices**: https://realpython.com/python-threading/ (adapted for Qt)
- **Qt Multithreading Guide**: https://www.qt.io/blog/solving-multithreading-problems-in-qt-6
- **PySide6 Examples**: https://github.com/pyside/pyside-examples
- **PyQt6 Threading**: https://www.riverbankcomputing.com/static/Docs/PyQt6/qthread.html#queuing-mechanism
### Advanced Topics
- **Atomic Operations**: https://doc.qt.io/qt-6/qatomicint.html (atomic types)
- **Inter-Thread Communication**: https://doc.qt.io/qt-6/inter-thread-communication.html
- **Thread Safety Analysis**: https://doc.qt.io/qt-6/thread-safety-analysis.html
### Testing
- **pytest-qt for Threading Tests**: https://pytest-qt.readthedocs.io/
- **Async Testing Patterns**: https://doc.qt.io/qt-6/async-testing.html
Files in this skill
- SKILL.md
- references/advanced-safety.md
- references/lifecycle-cleanup.md
- references/pool-patterns.md
- references/qt-concurrent.md
- references/testing.md
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