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import functools
import os
import shutil
import subprocess
import sys
import textwrap
import threading
from pathlib import Path
import pytest
from memray import AllocatorType
from memray import FileReader
from memray import Tracker
from memray._test import MemoryAllocator
from tests.utils import filter_relevant_allocations
HERE = Path(__file__).parent
TEST_MULTITHREADED_EXTENSION = HERE / "multithreaded_extension"
TEST_NATIVE_EXTENSION = HERE / "native_extension"
def test_multithreaded_extension_with_native_tracking(tmpdir, monkeypatch):
"""Test tracking allocations in a native extension which spawns multiple threads,
each thread allocating and freeing memory."""
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "multithreaded_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_MULTITHREADED_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
# WHEN
with monkeypatch.context() as ctx:
ctx.setattr(sys, "path", [*sys.path, str(extension_path)])
from testext import run # type: ignore
with Tracker(output, native_traces=True):
run()
# THEN
records = list(FileReader(output).get_allocation_records())
memaligns = []
memalign_frees = []
outstanding_memaligns = set()
for record in records:
if record.allocator == AllocatorType.POSIX_MEMALIGN:
memaligns.append(record)
outstanding_memaligns.add(record.address)
elif record.allocator == AllocatorType.FREE:
if record.address in outstanding_memaligns:
outstanding_memaligns.remove(record.address)
memalign_frees.append(record)
assert len(memaligns) == 100 * 100 # 100 threads allocate 100 times in testext
assert all(len(memalign.stack_trace()) == 0 for memalign in memaligns)
expected_symbols = ["allocate_memory", "worker"]
assert all(
expected_symbols == [stack[0] for stack in record.native_stack_trace()][:2]
for record in memaligns
)
assert len(memalign_frees) == 100 * 100
for record in memalign_frees:
with pytest.raises(NotImplementedError):
record.stack_trace()
with pytest.raises(NotImplementedError):
record.native_stack_trace()
@pytest.mark.valgrind
def test_simple_call_chain_with_native_tracking(tmpdir, monkeypatch):
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "multithreaded_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_NATIVE_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
# WHEN
with monkeypatch.context() as ctx:
ctx.setattr(sys, "path", [*sys.path, str(extension_path)])
from native_ext import run_simple # type: ignore
with Tracker(output, native_traces=True):
run_simple()
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
(python_stack_trace,) = valloc.stack_trace()
func, filename, line = python_stack_trace
assert func == "test_simple_call_chain_with_native_tracking"
assert filename.endswith(__file__)
expected_symbols = ["baz", "bar", "foo"]
assert expected_symbols == [stack[0] for stack in valloc.native_stack_trace()[:3]]
@pytest.mark.skipif(
sys.platform == "darwin",
reason="we cannot use debug information to resolve inline functions on macOS",
)
def test_inlined_call_chain_with_native_tracking(tmpdir, monkeypatch):
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "multithreaded_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_NATIVE_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
# WHEN
with monkeypatch.context() as ctx:
ctx.setattr(sys, "path", [*sys.path, str(extension_path)])
from native_ext import run_inline
with Tracker(output, native_traces=True):
run_inline()
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
(python_stack_trace,) = valloc.stack_trace()
func, filename, line = python_stack_trace
assert func == "test_inlined_call_chain_with_native_tracking"
assert filename.endswith(__file__)
expected_symbols = ["baz_inline", "bar_inline", "foo_inline"]
assert expected_symbols == [stack[0] for stack in valloc.native_stack_trace()[:3]]
@pytest.mark.valgrind
def test_deep_call_chain_with_native_tracking(tmpdir, monkeypatch):
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "multithreaded_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_NATIVE_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
# WHEN
with monkeypatch.context() as ctx:
ctx.setattr(sys, "path", [*sys.path, str(extension_path)])
from native_ext import run_deep
with Tracker(output, native_traces=True):
run_deep(2048)
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
(python_stack_trace,) = valloc.stack_trace()
func, filename, line = python_stack_trace
assert func == "test_deep_call_chain_with_native_tracking"
assert filename.endswith(__file__)
expected_symbols = ["baz", "bar", "foo"]
native_stack = tuple(valloc.native_stack_trace())
assert len(native_stack) > 2048
assert expected_symbols == [stack[0] for stack in native_stack[:3]]
assert all("deep_call" in stack[0] for stack in native_stack[3 : 3 + 2048])
def test_hybrid_stack_in_pure_python(tmpdir):
# GIVEN
allocator = MemoryAllocator()
output = Path(tmpdir) / "test.bin"
MAX_RECURSIONS = 4
def recursive_func(n):
if n == 1:
return allocator.valloc(1234)
return recursive_func(n - 1)
# WHEN
with Tracker(output, native_traces=True):
recursive_func(MAX_RECURSIONS)
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
hybrid_stack = tuple(frame[0] for frame in valloc.hybrid_stack_trace())
assert hybrid_stack.count("recursive_func") == MAX_RECURSIONS
# The cython frame of valloc() must not appear in the hybrid stack trace because we
# already have it in as a native information
assert (
hybrid_stack.count("recursive_func")
== len(valloc.stack_trace()) - 2
== MAX_RECURSIONS
)
assert len(valloc.stack_trace()) <= len(hybrid_stack)
if sys.version_info < (3, 11):
# The hybrid stack can be bigger than the native stack in 3.11, because
# non-entry frames are present in the hybrid stack but missing in the
# native stack. In 3.10 and earlier, the hybrid stack can't be bigger.
assert len(hybrid_stack) <= len(valloc.native_stack_trace())
# The hybrid stack trace must run until the latest python function seen by the tracker
assert hybrid_stack[-1] == "test_hybrid_stack_in_pure_python"
def test_hybrid_stack_in_pure_python_with_callbacks(tmpdir):
# GIVEN
allocator = MemoryAllocator()
output = Path(tmpdir) / "test.bin"
def ham():
spam()
def spam():
functools.partial(foo)()
def foo():
bar()
def bar():
baz()
def baz():
return allocator.valloc(1234)
funcs = ("ham", "spam", "foo", "bar", "baz")
# WHEN
with Tracker(output, native_traces=True):
ham()
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
hybrid_stack = tuple(frame[0] for frame in valloc.hybrid_stack_trace())
pos = {func: hybrid_stack.index(func) for func in funcs}
assert pos["ham"] > pos["spam"] > pos["foo"] > pos["bar"] > pos["baz"]
if sys.version_info >= (3, 11) and sys.implementation.name == "cpython":
# Some frames should be non-entry frames, and therefore adjacent to their caller
assert pos["ham"] == pos["spam"] + 1
assert pos["spam"] > pos["foo"] + 1 # map() introduces extra frames
assert pos["foo"] == pos["bar"] + 1
assert pos["bar"] == pos["baz"] + 1
else:
# All frames are entry frames; there are C frames between any 2 Python calls
assert pos["ham"] > pos["spam"] + 1
assert pos["spam"] > pos["foo"] + 1
assert pos["foo"] > pos["bar"] + 1
assert pos["bar"] > pos["baz"] + 1
# Cython frames don't show up with their Python name, neither in the hybrid
# stack or the Python stack.
assert hybrid_stack.count("valloc") == 1
assert [frame[0] for frame in valloc.stack_trace()].count("valloc") == 1
def test_hybrid_stack_of_allocations_inside_ceval(tmpdir):
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "native_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_NATIVE_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
# WHEN
program = textwrap.dedent(
"""
import functools
import sys
import memray
import native_ext
def foo():
native_ext.run_recursive(1, bar)
def bar(_):
pass
with memray.Tracker(sys.argv[1], native_traces=True):
functools.partial(foo)()
"""
)
env = os.environ.copy()
env["PYTHONMALLOC"] = "malloc"
env["PYTHONPATH"] = str(extension_path)
# WHEN
subprocess.run(
[sys.executable, "-c", program, str(output)],
check=True,
env=env,
)
# THEN
records = list(FileReader(output).get_allocation_records())
found_an_interesting_stack = False
for record in records:
try:
stack = [frame[0] for frame in record.hybrid_stack_trace()]
except NotImplementedError:
continue # Must be a free; we don't have its stack.
print(stack)
# This function never allocates anything, so we should never see it.
assert "bar" not in stack
if "run_recursive" in stack:
found_an_interesting_stack = True
# foo calls run_recursive, not the other way around.
assert stack.index("foo") > stack.index("run_recursive")
assert found_an_interesting_stack
def test_hybrid_stack_in_recursive_python_c_call(tmpdir, monkeypatch):
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "multithreaded_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_NATIVE_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
MAX_RECURSIONS = 4
# WHEN
with monkeypatch.context() as ctx:
ctx.setattr(sys, "path", [*sys.path, str(extension_path)])
from native_ext import run_recursive
def callback(n):
return run_recursive(n, callback)
with Tracker(output, native_traces=True):
run_recursive(MAX_RECURSIONS, callback)
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
hybrid_stack = tuple(frame[0] for frame in valloc.hybrid_stack_trace())
assert hybrid_stack.count("callback") == MAX_RECURSIONS
assert (
sum(1 if "run_recursive" in elem else 0 for elem in hybrid_stack)
== MAX_RECURSIONS + 1
)
assert hybrid_stack.count("callback") == MAX_RECURSIONS
assert len(valloc.stack_trace()) == MAX_RECURSIONS + 1
assert valloc.stack_trace()[-1][0] == "test_hybrid_stack_in_recursive_python_c_call"
assert (
len(valloc.stack_trace())
<= len(hybrid_stack)
<= len(valloc.native_stack_trace())
)
# The hybrid stack trace must run until the latest python function seen by the tracker
assert hybrid_stack[-1] == "test_hybrid_stack_in_recursive_python_c_call"
def test_hybrid_stack_in_a_thread(tmpdir, monkeypatch):
# GIVEN
output = Path(tmpdir) / "test.bin"
extension_name = "multithreaded_extension"
extension_path = tmpdir / extension_name
shutil.copytree(TEST_NATIVE_EXTENSION, extension_path)
subprocess.run(
[sys.executable, str(extension_path / "setup.py"), "build_ext", "--inplace"],
check=True,
cwd=extension_path,
capture_output=True,
)
# WHEN
with monkeypatch.context() as ctx:
ctx.setattr(sys, "path", [*sys.path, str(extension_path)])
from native_ext import run_in_thread
with Tracker(output, native_traces=True):
run_in_thread()
# THEN
records = list(FileReader(output).get_allocation_records())
vallocs = [
record
for record in filter_relevant_allocations(records)
if record.allocator == AllocatorType.VALLOC
]
assert len(vallocs) == 1
(valloc,) = vallocs
assert len(valloc.stack_trace()) == 0
expected_symbols = ["baz", "bar", "foo"]
assert expected_symbols == [stack[0] for stack in valloc.hybrid_stack_trace()][:3]
def test_hybrid_stack_of_python_thread_starts_with_native_frames(tmp_path):
"""Ensure there are native frames above a thread's first Python frame."""
# GIVEN
allocator = MemoryAllocator()
output = tmp_path / "test.bin"
def func():
allocator.valloc(1234)
allocator.free()
# WHEN
with Tracker(output, native_traces=True):
thread = threading.Thread(target=func)
thread.start()
thread.join()
# THEN
allocations = list(FileReader(output).get_allocation_records())
vallocs = [
event
for event in allocations
if event.size == 1234 and event.allocator == AllocatorType.VALLOC
]
(valloc,) = vallocs
assert not valloc.hybrid_stack_trace()[-1][1].endswith(".py")
@pytest.mark.parametrize("native_traces", [True, False])
def test_native_tracing_header(native_traces, tmpdir):
# GIVEN
allocator = MemoryAllocator()
output = Path(tmpdir) / "test.bin"
# WHEN
with Tracker(output, native_traces=native_traces):
allocator.valloc(1234)
# THEN
assert FileReader(output).metadata.has_native_traces is native_traces
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