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ref(profiling): Eagerly hash stack for profiles (#1755)
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Hashing the stack is an expensive operation and the same stack is used for
parallel transactions happening on various threads. Instead of hashing it each
time it's used.
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Zylphrex authored Nov 30, 2022
1 parent 905b3fd commit 01dc7ee
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Showing 2 changed files with 37 additions and 32 deletions.
61 changes: 33 additions & 28 deletions sentry_sdk/profiler.py
Original file line number Diff line number Diff line change
Expand Up @@ -53,7 +53,9 @@
from typing_extensions import TypedDict
import sentry_sdk.tracing

RawSampleData = Tuple[int, Sequence[Tuple[str, Sequence[RawFrameData]]]]
RawStack = Tuple[RawFrameData, ...]
RawSample = Sequence[Tuple[str, RawStack]]
RawSampleWithId = Sequence[Tuple[str, int, RawStack]]

ProcessedStack = Tuple[int, ...]

Expand Down Expand Up @@ -153,7 +155,7 @@ def teardown_profiler():


def extract_stack(frame, max_stack_depth=MAX_STACK_DEPTH):
# type: (Optional[FrameType], int) -> Sequence[RawFrameData]
# type: (Optional[FrameType], int) -> Tuple[RawFrameData, ...]
"""
Extracts the stack starting the specified frame. The extracted stack
assumes the specified frame is the top of the stack, and works back
Expand Down Expand Up @@ -328,12 +330,14 @@ class SampleBuffer(object):
def __init__(self, capacity):
# type: (int) -> None

self.buffer = [None] * capacity # type: List[Optional[RawSampleData]]
self.buffer = [
None
] * capacity # type: List[Optional[Tuple[int, RawSampleWithId]]]
self.capacity = capacity # type: int
self.idx = 0 # type: int

def write(self, sample):
# type: (RawSampleData) -> None
def write(self, ts, raw_sample):
# type: (int, RawSample) -> None
"""
Writing to the buffer is not thread safe. There is the possibility
that parallel writes will overwrite one another.
Expand All @@ -346,7 +350,24 @@ def write(self, sample):
any synchronization mechanisms here like locks.
"""
idx = self.idx
self.buffer[idx] = sample

sample = [
(
thread_id,
# Instead of mapping the stack into frame ids and hashing
# that as a tuple, we can directly hash the stack.
# This saves us from having to generate yet another list.
# Additionally, using the stack as the key directly is
# costly because the stack can be large, so we pre-hash
# the stack, and use the hash as the key as this will be
# needed a few times to improve performance.
hash(stack),
stack,
)
for thread_id, stack in raw_sample
]

self.buffer[idx] = (ts, sample)
self.idx = (idx + 1) % self.capacity

def slice_profile(self, start_ns, stop_ns):
Expand All @@ -357,27 +378,13 @@ def slice_profile(self, start_ns, stop_ns):
frames = dict() # type: Dict[RawFrameData, int]
frames_list = list() # type: List[ProcessedFrame]

# TODO: This is doing an naive iteration over the
# buffer and extracting the appropriate samples.
#
# Is it safe to assume that the samples are always in
# chronological order and binary search the buffer?
for ts, sample in filter(None, self.buffer):
if start_ns > ts or ts > stop_ns:
continue

elapsed_since_start_ns = str(ts - start_ns)

for tid, stack in sample:
# Instead of mapping the stack into frame ids and hashing
# that as a tuple, we can directly hash the stack.
# This saves us from having to generate yet another list.
# Additionally, using the stack as the key directly is
# costly because the stack can be large, so we pre-hash
# the stack, and use the hash as the key as this will be
# needed a few times to improve performance.
hashed_stack = hash(stack)

for tid, hashed_stack, stack in sample:
# Check if the stack is indexed first, this lets us skip
# indexing frames if it's not necessary
if hashed_stack not in stacks:
Expand Down Expand Up @@ -433,13 +440,11 @@ def _sample_stack(*args, **kwargs):
"""

self.write(
(
nanosecond_time(),
[
(str(tid), extract_stack(frame))
for tid, frame in sys._current_frames().items()
],
)
nanosecond_time(),
[
(str(tid), extract_stack(frame))
for tid, frame in sys._current_frames().items()
],
)

return _sample_stack
Expand Down
8 changes: 4 additions & 4 deletions tests/test_profiler.py
Original file line number Diff line number Diff line change
Expand Up @@ -249,8 +249,8 @@ def __init__(self, capacity, sample_data=None):

def make_sampler(self):
def _sample_stack(*args, **kwargs):
print("writing", self.sample_data[0])
self.write(self.sample_data.pop(0))
ts, sample = self.sample_data.pop(0)
self.write(ts, sample)

return _sample_stack

Expand Down Expand Up @@ -760,7 +760,7 @@ def test_thread_scheduler_single_background_thread(scheduler_class):
)
def test_sample_buffer(capacity, start_ns, stop_ns, samples, profile):
buffer = SampleBuffer(capacity)
for sample in samples:
buffer.write(sample)
for ts, sample in samples:
buffer.write(ts, sample)
result = buffer.slice_profile(start_ns, stop_ns)
assert result == profile

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