GeezerVison is showing github.com — '@log_exceptions_and_usage' in Python seems have memory leaks · Issue #3269 · feast-dev/feast
'@log_exceptions_and_usage' in Python seems have memory leaks #3269DescriptionExpected Behavior
The app which is using 'write_to_online_store' consumes memory in a stable way.
Current Behavior
The memory consumed by the app which is using 'write_to_online_store' keeps growing. (See further comments that point to usage.py being the cause)
Steps to reproduce
The App is based on FastApi, which receives data with a throughput 2-3 req/s. The App creates dataframe from the data posted by client, which has around 10 features, and then writes these features to the online store with the function 'write_to_online_store'.
We can observe the memory consumption of the App keeps growing, and its writing time also keeps growing.
The online store is based on Postgresql.
We also saves raw data to Postgresql with psycopg2, which acts as the offline store, its memory consumption and writing time is quite stable. (we have tried to only use psycopg2 to write to Postgresql, and no 'write_to_online_store', to check App's memory consumption situation)
Specifications
Possible SolutionActivitychanged the title [-]'write_to_online_store' in Python SDK seems have memory leaks[/-] [+]'write_to_online_store' in Python seems have memory leaks[/+] on Oct 4, 2022adchia commented on Oct 4, 2022 Hi! Thanks for reporting this
Any chance you could get a heap dump after a bit to see what might be leaking? efenzha commented on Oct 5, 2022 Hi @adchia ,
Thanks for the reply!
Today I am using 'tracemalloc' to take snapshot of the memory usage every 30 seconds, and found below summary:
It seems the memory is increasing because of the '@log_exceptions_and_usage' decorator on 'write_to_online_store'. Is it possible to skip or turn off this '@log_exceptions_and_usage'?
INFO - Top diff since start:
INFO - top_diffs01, /opt/venv/lib/python3.7/site-packages/feast/usage.py:0: size=962 MiB (+962 MiB), count=9955588 (+9955588), average=101 B
INFO - top_diffs02, /opt/venv/lib/python3.7/site-packages/pyarrow/pandas_compat.py:0: size=2191 KiB (+2191 KiB), count=15169 (+15169), average=148 B
INFO - top_diffs03, /usr/local/lib/python3.7/tracemalloc.py:0: size=1371 KiB (+1371 KiB), count=18572 (+18572), average=76 B
INFO - top_diffs04, /usr/local/lib/python3.7/inspect.py:0: size=1032 KiB (+1032 KiB), count=6340 (+6340), average=167 B
INFO - top_diffs05, /usr/local/lib/python3.7/threading.py:0: size=927 KiB (+927 KiB), count=8471 (+8471), average=112 B
INFO - top_diffs06, /opt/venv/lib/python3.7/site-packages/pandas/core/generic.py:0: size=637 KiB (+637 KiB), count=4395 (+4395), average=148 B
INFO - top_diffs07, /usr/local/lib/python3.7/json/encoder.py:0: size=549 KiB (+549 KiB), count=4140 (+4140), average=136 B
INFO - top_diffs08, /usr/local/lib/python3.7/linecache.py:0: size=503 KiB (+503 KiB), count=5176 (+5176), average=99 B
INFO - top_diffs09, /usr/local/lib/python3.7/asyncio/locks.py:0: size=500 KiB (+500 KiB), count=1420 (+1420), average=360 B
INFO - top_diffs10, /usr/local/lib/python3.7/uuid.py:0: size=479 KiB (+479 KiB), count=5541 (+5541), average=89 B
INFO - Top incremental:
INFO - top_incremental01, /opt/venv/lib/python3.7/site-packages/feast/usage.py:190: size=960 MiB (+325 MiB), count=9932668 (+3356430), average=101 B
INFO - top_incremental02, /usr/local/lib/python3.7/asyncio/locks.py:244: size=499 KiB (-264 KiB), count=1415 (-1602), average=361 B
INFO - top_incremental03, /opt/venv/lib/python3.7/site-packages/pyarrow/pandas_compat.py:180: size=1257 KiB (+245 KiB), count=8360 (+1642), average=154 B
INFO - top_incremental04, /usr/local/lib/python3.7/asyncio/base_events.py:404: size=137 KiB (-126 KiB), count=896 (-1158), average=156 B
INFO - top_incremental05, /usr/local/lib/python3.7/inspect.py:2882: size=521 KiB (+110 KiB), count=3173 (+668), average=168 B
INFO - top_incremental06, /opt/venv/lib/python3.7/site-packages/uvicorn/protocols/http/httptools_impl.py:156: size=5351 B (-104 KiB), count=51 (-1937), average=105 B
INFO - top_incremental07, /opt/venv/lib/python3.7/site-packages/httpcore/_backends/anyio.py:151: size=11.7 KiB (-98.7 KiB), count=22 (-665), average=545 B
INFO - top_incremental08, /opt/venv/lib/python3.7/site-packages/feast/usage.py:195: size=537 KiB (+98.0 KiB), count=961 (+176), average=572 B
INFO - top_incremental09, /opt/venv/lib/python3.7/site-packages/feast/usage.py:368: size=517 KiB (+96.3 KiB), count=4995 (+930), average=106 B
INFO - top_incremental10, /opt/venv/lib/python3.7/site-packages/feast/usage.py:268: size=507 KiB (+94.5 KiB), count=9991 (+1860), average=52 B
INFO - Top current:
INFO - top_current01, /opt/venv/lib/python3.7/site-packages/feast/usage.py:0: size=962 MiB, count=9955588, average=101 B
INFO - top_current02, /opt/venv/lib/python3.7/site-packages/pyarrow/pandas_compat.py:0: size=2191 KiB, count=15169, average=148 B
INFO - top_current03, /usr/local/lib/python3.7/tracemalloc.py:0: size=1371 KiB, count=18572, average=76 B
INFO - top_current04, /usr/local/lib/python3.7/inspect.py:0: size=1032 KiB, count=6340, average=167 B
INFO - top_current05, /usr/local/lib/python3.7/threading.py:0: size=927 KiB, count=8471, average=112 B
INFO - top_current06, /opt/venv/lib/python3.7/site-packages/pandas/core/generic.py:0: size=637 KiB, count=4395, average=148 B
INFO - top_current07, /usr/local/lib/python3.7/json/encoder.py:0: size=549 KiB, count=4140, average=136 B
INFO - top_current08, /usr/local/lib/python3.7/linecache.py:0: size=503 KiB, count=5176, average=99 B
INFO - top_current09, /usr/local/lib/python3.7/asyncio/locks.py:0: size=500 KiB, count=1420, average=360 B
INFO - top_current10, /usr/local/lib/python3.7/uuid.py:0: size=479 KiB, count=5541, average=89 B
INFO - track_back, memory_blocks:9932668, size_kb:983241
INFO - File "/opt/venv/lib/python3.7/site-packages/starlette/routing.py", line 670
INFO - await route.handle(scope, receive, send)
INFO - File "/opt/venv/lib/python3.7/site-packages/starlette/routing.py", line 266
INFO - await self.app(scope, receive, send)
INFO - File "/opt/venv/lib/python3.7/site-packages/starlette/routing.py", line 68
INFO - await response(scope, receive, send)
INFO - File "/opt/venv/lib/python3.7/site-packages/starlette/responses.py", line 165
INFO - await self.background()
INFO - File "/opt/venv/lib/python3.7/site-packages/starlette/background.py", line 43
INFO - await task()
INFO - File "/opt/venv/lib/python3.7/site-packages/starlette/background.py", line 26
INFO - await self.func(*self.args, **self.kwargs)
INFO - File "/opt/venv/lib/python3.7/site-packages/ip_flow_feature_creator/apis/feature_creator_api.py", line 156
INFO - get_feature_store().write_to_online_store(feature_view.name, data_frame)
INFO - File "/opt/venv/lib/python3.7/site-packages/feast/usage.py", line 299
INFO - _produce_event(ctx)
INFO - File "/opt/venv/lib/python3.7/site-packages/feast/usage.py", line 190
INFO - for c in reversed(ctx.completed_calls)
INFO - File "/opt/venv/lib/python3.7/site-packages/feast/usage.py", line 190
INFO - for c in reversed(ctx.completed_calls) adchia commented on Oct 5, 2022 adchia commented on Oct 5, 2022 Thanks for investigating, will rename this issue then changed the title [-]'write_to_online_store' in Python seems have memory leaks[/-] [+]'@log_exceptions_and_usage' in Python seems have memory leaks[/+] on Oct 5, 2022
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