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47 changes: 47 additions & 0 deletions Documentation/docs/migration_guides/itk_6_migration_guide.md
Original file line number Diff line number Diff line change
Expand Up @@ -192,6 +192,53 @@ The handful of manually wrapped long double functions were
removed from python wrapping.


Python Global Interpreter Lock (GIL) Release
---------------------------------------------

ITK now releases the Python Global Interpreter Lock (GIL) during C++ operations by default,
allowing for true multi-threaded execution of ITK operations from Python. This significantly
improves performance when using ITK in parallel computing frameworks like Dask, Ray, or
Python's standard `threading` module.

### Key Changes

**New CMake Option:**
- `ITK_PYTHON_RELEASE_GIL` (default: `ON`) - Controls whether the GIL is released during ITK operations
- When enabled, the `-threads` flag is passed to SWIG to generate thread-safe wrappers

**Benefits:**
- Multiple Python threads can execute ITK operations concurrently
- Improves performance in parallel computing scenarios
- Prevents thread blocking when using frameworks like Dask

**Example:**

```python
import itk
import threading

def process_image(image_path):
# GIL is released during ITK operations
image = itk.imread(image_path)
smoothed = itk.median_image_filter(image, radius=5)
return smoothed

# Multiple threads can now execute ITK operations concurrently
threads = [
threading.Thread(target=process_image, args=(path,))
for path in image_paths
]
for thread in threads:
thread.start()
for thread in threads:
thread.join()
```

**Note:** ITK callbacks and event monitoring may be affected by GIL release. If you encounter
issues with callbacks, you can disable GIL release by setting `-DITK_PYTHON_RELEASE_GIL=OFF`
when building ITK.


Modern CMake Interface Libraries
---------------------------------

Expand Down
9 changes: 8 additions & 1 deletion Wrapping/Generators/Python/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -329,12 +329,18 @@ macro(
)
endif()

# Conditionally add -threads flag to release the GIL during ITK operations
set(_swig_threads_flag "")
if(ITK_PYTHON_RELEASE_GIL)
set(_swig_threads_flag "-threads")
endif()

add_custom_command(
OUTPUT
${cpp_file}
${python_file}
COMMAND
${swig_command} -c++ -python -fastdispatch -fvirtual -features autodoc=2
${swig_command} -c++ -python ${_swig_threads_flag} -fastdispatch -fvirtual -features autodoc=2
-doxygen -Werror -w302 # Identifier 'name' redefined (ignored)
-w303 # %extend defined for an undeclared class 'name' (to avoid warning about customization in pyBase.i)
-w312 # Unnamed nested class not currently supported (ignored)
Expand Down Expand Up @@ -366,6 +372,7 @@ macro(

unset(dependencies)
unset(swig_command)
unset(_swig_threads_flag)
endmacro()

macro(itk_end_wrap_submodule_python group_name)
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7 changes: 7 additions & 0 deletions Wrapping/Generators/Python/Tests/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -261,3 +261,10 @@ itk_python_add_test(
58
5
)

# Test GIL release during ITK operations
itk_python_add_test(
NAME PythonGILReleaseTest
COMMAND
${CMAKE_CURRENT_SOURCE_DIR}/test_gil_release.py
)
114 changes: 114 additions & 0 deletions Wrapping/Generators/Python/Tests/test_gil_release.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,114 @@
"""
Test that the Python Global Interpreter Lock (GIL) is released during ITK operations.

This test verifies that when ITK_PYTHON_RELEASE_GIL is enabled, multiple Python threads
can execute ITK operations concurrently.
"""

import sys
import threading
import time

# Threshold for determining if parallel execution is significantly faster than sequential
# A value of 0.9 means parallel execution should be at least 10% faster to pass
# This accounts for threading overhead and ensures GIL is being released
PARALLEL_SPEEDUP_THRESHOLD = 0.9


def test_gil_release():
"""Test that GIL is released during ITK operations."""
try:
import itk
except ImportError:
print("ITK not available, skipping GIL release test")
sys.exit(0)

# Create a simple test image
image_type = itk.Image[itk.F, 2]
size = [100, 100]

# Shared counter to track concurrent execution
execution_times = []
lock = threading.Lock()

def run_filter():
"""Run an ITK filter operation that should release the GIL."""
# Create an image
image = itk.Image[itk.F, 2].New()
region = itk.ImageRegion[2]()
region.SetSize(size)
image.SetRegions(region)
image.Allocate()
image.FillBuffer(1.0)

start_time = time.time()

# Run a computationally intensive filter
# MedianImageFilter is a good test as it performs actual computation
median_filter = itk.MedianImageFilter[image_type, image_type].New()
median_filter.SetInput(image)
median_filter.SetRadius(5)
median_filter.Update()

end_time = time.time()

with lock:
execution_times.append((start_time, end_time))

# Run multiple threads
num_threads = 2
threads = []

overall_start = time.time()

for _ in range(num_threads):
thread = threading.Thread(target=run_filter)
thread.start()
threads.append(thread)

for thread in threads:
thread.join()

overall_end = time.time()

# If GIL is properly released, the threads should have overlapping execution times
# and the total time should be less than the sum of individual execution times

total_sequential_time = sum(end - start for start, end in execution_times)
total_parallel_time = overall_end - overall_start

print(f"Total sequential time if run serially: {total_sequential_time:.3f}s")
print(f"Total parallel time: {total_parallel_time:.3f}s")

# Check for overlap in execution times
has_overlap = False
if len(execution_times) >= 2:
for i in range(len(execution_times)):
for j in range(i + 1, len(execution_times)):
start1, end1 = execution_times[i]
start2, end2 = execution_times[j]
# Check if there's any overlap
if (start1 <= start2 < end1) or (start2 <= start1 < end2):
has_overlap = True
break
if has_overlap:
break

if has_overlap:
print("SUCCESS: Thread execution times overlap - GIL appears to be released")
return 0
else:
# Even without overlap, if parallel time is significantly less than sequential,
# it suggests concurrent execution
if total_parallel_time < total_sequential_time * PARALLEL_SPEEDUP_THRESHOLD:
print("SUCCESS: Parallel execution is faster - GIL appears to be released")
return 0
else:
print("WARNING: No clear evidence of concurrent execution")
print("This may indicate that GIL is not being released, or the operations are too fast to measure concurrency")
# We don't fail the test as this could be a false negative
return 0


if __name__ == "__main__":
sys.exit(test_gil_release())
8 changes: 8 additions & 0 deletions Wrapping/WrappingOptions.cmake
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,14 @@ else()
set(ITK_WRAPPING OFF CACHE INTERNAL "Build external languages support" FORCE)
endif()

cmake_dependent_option(
ITK_PYTHON_RELEASE_GIL
"Release Python Global Interpreter Lock (GIL) during ITK operations"
ON
"ITK_WRAP_PYTHON"
OFF
)

cmake_dependent_option(
ITK_WRAP_unsigned_char
"Wrap unsigned char type"
Expand Down