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zzzeek/A1_all_sqlalchemy.py

Last active January 27, 2022 09:10
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comparing SQLAlchemy 1.4 async to "databases"
Raw
A1_all_sqlalchemy.py
import asyncio
import contextlib
import cProfile
import io
import pstats
import random
from sqlalchemy import cast
from sqlalchemy import Column
from sqlalchemy import Integer
from sqlalchemy import MetaData
from sqlalchemy import String
from sqlalchemy import Table
from sqlalchemy.ext.asyncio import create_async_engine
@contextlib.contextmanager
def profiled():
pr = cProfile.Profile()
pr.enable()
yield
pr.disable()
s = io.StringIO()
ps = pstats.Stats(pr, stream=s).sort_stats("cumulative")
ps.print_stats()
# uncomment this to see who's calling what
# ps.print_callers()
print(s.getvalue())
meta = MetaData()
t1 = Table(
"t1", meta, Column("id", Integer, primary_key=True), Column("name", String)
)
async def async_setup(engine):
# engine is an instance of AsyncEngine
# conn is an instance of AsyncConnection
async with engine.begin() as conn:
await conn.run_sync(meta.drop_all)
await conn.run_sync(meta.create_all)
await conn.execute(
t1.insert(), [{"name": "some name %d" % i} for i in range(500)]
)
async def run_queries(engine, index):
async with engine.connect() as conn:
result = await conn.execute(
t1.select()
.where(cast(t1.c.name, String).like("some name%"))
.where(t1.c.id % 17 == index)
)
rows = result.fetchall()
assert len(rows) >= 29
async def async_bench(engine):
tasks = [
asyncio.create_task(run_queries(engine, random.randint(1, 16)))
for i in range(1000)
]
for task in tasks:
await task
engine = create_async_engine(
"postgresql+asyncpg://scott:tiger@localhost/test",
# query_cache_size=0, # will slow it down a bit
# echo="debug"
)
asyncio.get_event_loop().run_until_complete(async_setup(engine))
with profiled():
asyncio.get_event_loop().run_until_complete(async_bench(engine))
Raw
A2_all_sqlalchemy_w_lambda.py
# same as plain SQLAlchemy but adds "lambda statement" feature to produce
# even faster compiled SQL queries
import asyncio
import contextlib
import cProfile
import io
import pstats
import random
from sqlalchemy import cast
from sqlalchemy import Column
from sqlalchemy import Integer
from sqlalchemy import MetaData
from sqlalchemy import lambda_stmt
from sqlalchemy import String
from sqlalchemy import Table
from sqlalchemy.ext.asyncio import create_async_engine
import time
@contextlib.contextmanager
def profiled():
if False:
now = time.time()
yield
total = time.time() - now
print("TOTAL TIME %.4f" % total)
return
pr = cProfile.Profile()
pr.enable()
yield
pr.disable()
s = io.StringIO()
ps = pstats.Stats(pr, stream=s).sort_stats("cumulative")
ps.print_stats()
# uncomment this to see who's calling what
# ps.print_callers()
print(s.getvalue())
meta = MetaData()
t1 = Table(
"t1", meta, Column("id", Integer, primary_key=True), Column("name", String)
)
async def async_setup(engine):
# engine is an instance of AsyncEngine
# conn is an instance of AsyncConnection
async with engine.begin() as conn:
await conn.run_sync(meta.drop_all)
await conn.run_sync(meta.create_all)
await conn.execute(
t1.insert(), [{"name": "some name %d" % i} for i in range(500)]
)
async def run_queries(engine, index):
async with engine.connect() as conn:
stmt = lambda_stmt(lambda: t1.select())
stmt += lambda s: s.where(cast(t1.c.name, String).like("some name%"))
stmt += lambda s: s.where(t1.c.id % 17 == index)
result = await conn.execute(
stmt
)
rows = result.fetchall()
assert len(rows) >= 29
async def async_bench(engine):
#for j in range(10):
tasks = [
asyncio.create_task(run_queries(engine, random.randint(1, 16)))
for i in range(1000)
]
for task in tasks:
await task
engine = create_async_engine(
"postgresql+asyncpg://scott:tiger@pg12/test",
#query_cache_size=0, # will slow it down a bit
# echo="debug"
)
asyncio.get_event_loop().run_until_complete(async_setup(engine))
with profiled():
asyncio.get_event_loop().run_until_complete(async_bench(engine))
Raw
B_sqlalchemy_plus_databases.py
import asyncio
import contextlib
import cProfile
import io
import pstats
import random
from databases import Database
from sqlalchemy import cast
from sqlalchemy import Column
from sqlalchemy import Integer
from sqlalchemy import MetaData
from sqlalchemy import String
from sqlalchemy import Table
from sqlalchemy.ext.asyncio import create_async_engine
@contextlib.contextmanager
def profiled():
pr = cProfile.Profile()
pr.enable()
yield
pr.disable()
s = io.StringIO()
ps = pstats.Stats(pr, stream=s).sort_stats("cumulative")
ps.print_stats()
# uncomment this to see who's calling what
# ps.print_callers()
print(s.getvalue())
meta = MetaData()
t1 = Table(
"t1", meta, Column("id", Integer, primary_key=True), Column("name", String)
)
async def async_setup(engine):
# engine is an instance of AsyncEngine
# conn is an instance of AsyncConnection
async with engine.begin() as conn:
await conn.run_sync(meta.drop_all)
await conn.run_sync(meta.create_all)
await conn.execute(
t1.insert(), [{"name": "some name %d" % i} for i in range(500)]
)
async def run_queries(database, index):
rows = await database.fetch_all(
query=t1.select()
.where(cast(t1.c.name, String).like("some name%"))
.where(t1.c.id % 17 == index)
)
assert len(rows) >= 29
async def async_bench(database):
await database.connect()
tasks = [
asyncio.create_task(run_queries(database, random.randint(1, 16)))
for i in range(1000)
]
for task in tasks:
await task
await database.disconnect()
engine = create_async_engine(
"postgresql+asyncpg://scott:tiger@localhost/test",
)
asyncio.get_event_loop().run_until_complete(async_setup(engine))
database = Database("postgresql://scott:tiger@localhost/test")
with profiled():
asyncio.get_event_loop().run_until_complete(async_bench(database))
Raw
C1_sqlalchemy_no_lambdas_profile results
925352 function calls (877360 primitive calls) in 0.928 seconds
Ordered by: cumulative time
ncalls tottime percall cumtime percall filename:lineno(function)
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2010 0.003 0.000 320.294 0.159 /home/classic/dev/sqlalchemy/lib/sqlalchemy/ext/asyncio/engine.py:218(close)
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1000/130 0.001 0.000 38.012 0.292 /home/classic/dev/sqlalchemy/lib/sqlalchemy/future/engine.py:245(close)
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1000/130 0.002 0.000 36.958 0.284 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/base.py:2132(close)
1000/130 0.004 0.000 33.400 0.257 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/base.py:2322(_do_close)
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1000/130 0.005 0.000 2.225 0.017 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/elements.py:309(_execute_on_connection)
1000/991 0.001 0.000 1.835 0.002 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:960(close)
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1000/991 0.001 0.000 1.060 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:598(_finalize_fairy)
1000/991 0.001 0.000 1.055 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:444(checkin)
1000/991 0.001 0.000 1.053 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:305(_return_conn)
1000/991 0.001 0.000 1.051 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/impl.py:108(_do_return_conn)
1 0.000 0.000 0.942 0.942 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:580(run_until_complete)
1 0.000 0.000 0.942 0.942 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:557(run_forever)
9046/2 0.021 0.000 0.933 0.467 {method 'switch' of 'greenlet.greenlet' objects}
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3000 0.006 0.000 0.109 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/type_api.py:67(operate)
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1000 0.002 0.000 0.087 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/util/langhelpers.py:1170(oneshot)
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1000 0.002 0.000 0.083 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/traversals.py:210(_generate_cache_key)
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5107 0.003 0.000 0.067 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/selector_events.py:802(_read_ready)
5107 0.005 0.000 0.064 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/selector_events.py:842(_read_ready__data_received)
2000 0.005 0.000 0.063 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/default_comparator.py:30(_boolean_compare)
2000 0.002 0.000 0.063 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/traversals.py:197(<listcomp>)
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2999 0.002 0.000 0.060 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:417(prepare)
2999 0.003 0.000 0.058 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:427(_prepare)
3069 0.011 0.000 0.054 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:330(_get_statement)
4000 0.014 0.000 0.052 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:264(execute)
2000/1000 0.002 0.000 0.047 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/operators.py:463(like)
5097 0.022 0.000 0.046 0.000 {method 'data_received' of 'asyncpg.protocol.protocol.BaseProtocol' objects}
3000 0.002 0.000 0.046 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/coercions.py:439(_literal_coercion)
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15742 0.010 0.000 0.038 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:709(call_soon)
2000 0.003 0.000 0.033 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/transaction.py:95(start)
2000/1000 0.001 0.000 0.033 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/operators.py:353(__eq__)
1000 0.001 0.000 0.029 0.000 {built-in method _operator.eq}
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1 0.000 0.000 0.000 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/compiler.py:727(<dictcomp>)
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2 0.000 0.000 0.000 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:658(is_running)
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1 0.000 0.000 0.000 0.000 /opt/python-3.8.3/lib/python3.8/sre_parse.py:168(__setitem__)
1 0.000 0.000 0.000 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/sqltypes.py:316(bind_processor)
1 0.000 0.000 0.000 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:618(stop)
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Raw
C2_sqlalchemy_w_lambdas_profile
762114 function calls (724072 primitive calls) in 0.735 seconds
Ordered by: cumulative time
ncalls tottime percall cumtime percall filename:lineno(function)
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21013 0.022 0.000 299.938 0.014 /opt/python-3.8.3/lib/python3.8/asyncio/events.py:79(_run)
21013 0.034 0.000 294.350 0.014 {method 'run' of 'Context' objects}
7092 0.006 0.000 287.654 0.041 test5.py:67(run_queries)
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2010 0.002 0.000 235.006 0.117 /home/classic/dev/sqlalchemy/lib/sqlalchemy/ext/asyncio/engine.py:378(__aexit__)
2010 0.003 0.000 231.106 0.115 /home/classic/dev/sqlalchemy/lib/sqlalchemy/ext/asyncio/engine.py:218(close)
1359 0.015 0.000 172.744 0.127 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:1784(_run_once)
4999 0.004 0.000 75.382 0.015 /home/classic/dev/sqlalchemy/lib/sqlalchemy/ext/asyncio/engine.py:283(execute)
1000/125 0.002 0.000 28.297 0.226 /home/classic/dev/sqlalchemy/lib/sqlalchemy/future/engine.py:245(close)
1000/125 0.002 0.000 28.295 0.226 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/base.py:978(close)
1000/125 0.001 0.000 27.588 0.221 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/base.py:2132(close)
1000/125 0.009 0.000 19.935 0.159 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/base.py:2322(_do_close)
1 0.000 0.000 0.737 0.737 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:580(run_until_complete)
1 0.000 0.000 0.737 0.737 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:557(run_forever)
1000/991 0.001 0.000 0.723 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:960(close)
1000/991 0.001 0.000 0.722 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:788(_checkin)
1000/991 0.001 0.000 0.721 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:598(_finalize_fairy)
1000/991 0.001 0.000 0.715 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:444(checkin)
1000/991 0.001 0.000 0.714 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/base.py:305(_return_conn)
1000/991 0.001 0.000 0.713 0.001 /home/classic/dev/sqlalchemy/lib/sqlalchemy/pool/impl.py:108(_do_return_conn)
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5107 0.005 0.000 0.055 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/selector_events.py:842(_read_ready__data_received)
2000 0.001 0.000 0.050 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/lambdas.py:421(__add__)
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2999 0.001 0.000 0.048 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:417(prepare)
5107 0.009 0.000 0.048 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/selector_events.py:888(write)
2999 0.003 0.000 0.047 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:427(_prepare)
3000 0.017 0.000 0.045 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/lambdas.py:169(_retrieve_tracker_rec)
3069 0.010 0.000 0.043 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:330(_get_statement)
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15876 0.010 0.000 0.040 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:709(call_soon)
4000 0.013 0.000 0.039 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:264(execute)
2000 0.003 0.000 0.038 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/lambdas.py:562(__init__)
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585 0.000 0.000 0.028 0.000 test5.py:80(async_bench)
1 0.004 0.004 0.028 0.028 test5.py:82(<listcomp>)
15877 0.013 0.000 0.027 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:738(_call_soon)
6000 0.005 0.000 0.026 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connresource.py:17(_check)
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2000 0.009 0.000 0.023 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:424(create_task)
2000 0.001 0.000 0.022 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/transaction.py:213(rollback)
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2000 0.001 0.000 0.019 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/prepared_stmt.py:152(fetch)
1000 0.002 0.000 0.019 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/tasks.py:376(create_task)
2000 0.008 0.000 0.018 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/prepared_stmt.py:199(__bind_execute)
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7133 0.017 0.000 0.018 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:420(create_future)
1000 0.002 0.000 0.017 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/cursor.py:1264(_init_metadata)
1359 0.007 0.000 0.017 0.000 /opt/python-3.8.3/lib/python3.8/selectors.py:451(select)
1000 0.003 0.000 0.017 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/lambdas.py:41(lambda_stmt)
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1000 0.002 0.000 0.015 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/elements.py:506(_compile_w_cache)
1000 0.002 0.000 0.015 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/result.py:395(_allrows)
16946 0.012 0.000 0.014 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/events.py:32(__init__)
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1000 0.002 0.000 0.013 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/lambdas.py:149(__init__)
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1004 0.001 0.000 0.009 0.000 /opt/python-3.8.3/lib/python3.8/re.py:203(sub)
1000 0.001 0.000 0.009 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/lambdas.py:763(extract_parameter_value)
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1000 0.001 0.000 0.009 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/util/queue.py:218(put_nowait)
1028 0.001 0.000 0.008 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/tasks.py:653(ensure_future)
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4000 0.003 0.000 0.008 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/prepared_stmt.py:221(_check_conn_validity)
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1359 0.003 0.000 0.008 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/selector_events.py:584(_process_events)
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1041 0.002 0.000 0.007 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:671(call_later)
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1000 0.001 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/future/engine.py:78(begin)
1000 0.004 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/compiler.py:917(construct_params)
1000 0.001 0.000 0.005 0.000 /opt/python-3.8.3/lib/python3.8/random.py:244(randint)
3000 0.002 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/util/_collections.py:911(__getitem__)
1000 0.001 0.000 0.005 0.000 /home/classic/.venv3/lib/python3.8/site-packages/asyncpg/connection.py:231(transaction)
1041 0.002 0.000 0.005 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:693(call_at)
3000 0.001 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/dialects/postgresql/asyncpg.py:315(<lambda>)
1000 0.002 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/traversals.py:210(_generate_cache_key)
1976 0.001 0.000 0.005 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/queues.py:65(_wakeup_next)
1004 0.001 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/sql/elements.py:1414(_clone)
5137 0.003 0.000 0.005 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:1766(_add_callback)
20990 0.004 0.000 0.005 0.000 {built-in method builtins.isinstance}
1000 0.001 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/cursor.py:1735(_fetchall_impl)
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1000 0.001 0.000 0.005 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/event/base.py:311(__get__)
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1000 0.002 0.000 0.004 0.000 /opt/python-3.8.3/lib/python3.8/random.py:200(randrange)
1000 0.001 0.000 0.004 0.000 /home/classic/dev/sqlalchemy/lib/sqlalchemy/engine/cursor.py:971(fetchall)
1013 0.001 0.000 0.004 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/tasks.py:429(_release_waiter)
1970 0.002 0.000 0.004 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/queues.py:154(get)
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27169 0.004 0.000 0.004 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:1877(get_debug)
2004 0.003 0.000 0.004 0.000 /opt/python-3.8.3/lib/python3.8/_weakrefset.py:81(add)
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56 0.000 0.000 0.003 0.000 /opt/python-3.8.3/lib/python3.8/asyncio/base_events.py:936(create_connection)
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Raw
D_databases_profile_results
831932 function calls (808923 primitive calls) in 0.684 seconds
Ordered by: cumulative time
ncalls tottime percall cumtime percall filename:lineno(function)
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