ai-content-maker/.venv/Lib/site-packages/numba/tests/test_event.py

218 lines
7.1 KiB
Python

import unittest
import string
import numpy as np
from numba import njit, jit, literal_unroll
from numba.core import event as ev
from numba.tests.support import TestCase, override_config
class TestEvent(TestCase):
def setUp(self):
# Trigger compilation to ensure all listeners are initialized
njit(lambda: None)()
self.__registered_listeners = len(ev._registered)
def tearDown(self):
# Check there is no lingering listeners
self.assertEqual(len(ev._registered), self.__registered_listeners)
def test_recording_listener(self):
@njit
def foo(x):
return x + x
with ev.install_recorder("numba:compile") as rec:
foo(1)
self.assertIsInstance(rec, ev.RecordingListener)
# Check there must be at least two events.
# Because there must be a START and END for the compilation of foo()
self.assertGreaterEqual(len(rec.buffer), 2)
def test_compiler_lock_event(self):
@njit
def foo(x):
return x + x
foo(1)
md = foo.get_metadata(foo.signatures[0])
lock_duration = md['timers']['compiler_lock']
self.assertIsInstance(lock_duration, float)
self.assertGreater(lock_duration, 0)
def test_llvm_lock_event(self):
@njit
def foo(x):
return x + x
foo(1)
md = foo.get_metadata(foo.signatures[0])
lock_duration = md['timers']['llvm_lock']
self.assertIsInstance(lock_duration, float)
self.assertGreater(lock_duration, 0)
def test_run_pass_event(self):
@njit
def foo(x):
return x + x
with ev.install_recorder("numba:run_pass") as recorder:
foo(2)
self.assertGreater(len(recorder.buffer), 0)
for _, event in recorder.buffer:
# Check that all fields are there
data = event.data
self.assertIsInstance(data['name'], str)
self.assertIsInstance(data['qualname'], str)
self.assertIsInstance(data['module'], str)
self.assertIsInstance(data['flags'], str)
self.assertIsInstance(data['args'], str)
self.assertIsInstance(data['return_type'], str)
def test_install_listener(self):
ut = self
class MyListener(ev.Listener):
def on_start(self, event):
ut.assertEqual(event.status, ev.EventStatus.START)
ut.assertEqual(event.kind, "numba:compile")
ut.assertIs(event.data["dispatcher"], foo)
dispatcher = event.data["dispatcher"]
ut.assertIs(dispatcher, foo)
# Check that the compiling signature is NOT in the overloads
ut.assertNotIn(event.data["args"], dispatcher.overloads)
def on_end(self, event):
ut.assertEqual(event.status, ev.EventStatus.END)
ut.assertEqual(event.kind, "numba:compile")
dispatcher = event.data["dispatcher"]
ut.assertIs(dispatcher, foo)
# Check that the compiling signature is in the overloads
ut.assertIn(event.data["args"], dispatcher.overloads)
@njit
def foo(x):
return x
listener = MyListener()
with ev.install_listener("numba:compile", listener) as yielded:
foo(1)
# Check that the yielded value is the same listener
self.assertIs(listener, yielded)
def test_global_register(self):
ut = self
class MyListener(ev.Listener):
def on_start(self, event):
ut.assertEqual(event.status, ev.EventStatus.START)
ut.assertEqual(event.kind, "numba:compile")
# Check it is the same dispatcher
dispatcher = event.data["dispatcher"]
ut.assertIs(dispatcher, foo)
# Check that the compiling signature is NOT in the overloads
ut.assertNotIn(event.data["args"], dispatcher.overloads)
def on_end(self, event):
ut.assertEqual(event.status, ev.EventStatus.END)
ut.assertEqual(event.kind, "numba:compile")
# Check it is the same dispatcher
dispatcher = event.data["dispatcher"]
ut.assertIs(dispatcher, foo)
# Check that the compiling signature is in the overloads
ut.assertIn(event.data["args"], dispatcher.overloads)
@njit
def foo(x):
return x
listener = MyListener()
ev.register("numba:compile", listener)
foo(1)
ev.unregister("numba:compile", listener)
def test_lifted_dispatcher(self):
@jit(forceobj=True)
def foo():
object() # to trigger loop-lifting
c = 0
for i in range(10):
c += i
return c
with ev.install_recorder("numba:compile") as rec:
foo()
# Check that there are 4 events.
# Two for `foo()` and two for the lifted loop.
self.assertGreaterEqual(len(rec.buffer), 4)
cres = foo.overloads[foo.signatures[0]]
[ldisp] = cres.lifted
lifted_cres = ldisp.overloads[ldisp.signatures[0]]
self.assertIsInstance(
lifted_cres.metadata["timers"]["compiler_lock"],
float,
)
self.assertIsInstance(
lifted_cres.metadata["timers"]["llvm_lock"],
float,
)
def test_timing_properties(self):
a = tuple(string.ascii_lowercase)
@njit
def bar(x):
acc = 0
for i in literal_unroll(a):
if i in {'1': x}:
acc += 1
else:
acc += np.sqrt(x[0, 0])
return np.sin(x), acc
@njit
def foo(x):
return bar(np.zeros((x, x)))
with override_config('LLVM_PASS_TIMINGS', True):
foo(1)
def get_timers(fn, prop):
md = fn.get_metadata(fn.signatures[0])
return md[prop]
foo_timers = get_timers(foo, 'timers')
bar_timers = get_timers(bar, 'timers')
foo_llvm_timer = get_timers(foo, 'llvm_pass_timings')
bar_llvm_timer = get_timers(bar, 'llvm_pass_timings')
# Check: time spent in bar() must be longer than in foo()
self.assertLess(bar_timers['llvm_lock'],
foo_timers['llvm_lock'])
self.assertLess(bar_timers['compiler_lock'],
foo_timers['compiler_lock'])
# Check: time spent in LLVM itself must be less than in the LLVM lock
self.assertLess(foo_llvm_timer.get_total_time(),
foo_timers['llvm_lock'])
self.assertLess(bar_llvm_timer.get_total_time(),
bar_timers['llvm_lock'])
# Check: time spent in LLVM lock must be less than in compiler
self.assertLess(foo_timers['llvm_lock'],
foo_timers['compiler_lock'])
self.assertLess(bar_timers['llvm_lock'],
bar_timers['compiler_lock'])
if __name__ == "__main__":
unittest.main()