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# This file is part of Hypothesis, which may be found at
# https://github.com/HypothesisWorks/hypothesis/
#
# Copyright the Hypothesis Authors.
# Individual contributors are listed in AUTHORS.rst and the git log.
#
# This Source Code Form is subject to the terms of the Mozilla Public License,
# v. 2.0. If a copy of the MPL was not distributed with this file, You can
# obtain one at https://mozilla.org/MPL/2.0/.
import threading
from functools import partial
from random import Random
import pytest
from hypothesis import (
HealthCheck,
assume,
example,
given,
note,
settings,
strategies as st,
)
from hypothesis.errors import InvalidArgument
from hypothesis.internal.cache import GenericCache, LRUCache, LRUReusedCache
from tests.common.utils import Why, skipif_emscripten, xfail_on_crosshair
class LRUCacheAlternative(GenericCache):
__slots__ = ("__tick",)
def __init__(self, max_size):
super().__init__(max_size)
self.__tick = 0
def new_entry(self, key, value):
return self.tick()
def on_access(self, key, value, score):
return self.tick()
def tick(self):
self.__tick += 1
return self.__tick
class LFUCache(GenericCache):
def new_entry(self, key, value):
return 1
def on_access(self, key, value, score):
return score + 1
@st.composite
def write_pattern(draw, min_distinct_keys=0):
keys = draw(
st.lists(st.integers(0, 1000), unique=True, min_size=max(min_distinct_keys, 1))
)
values = draw(st.lists(st.integers(), unique=True, min_size=1))
s = st.lists(
st.tuples(st.sampled_from(keys), st.sampled_from(values)),
min_size=min_distinct_keys,
)
if min_distinct_keys > 0:
s = s.filter(lambda ls: len({k for k, _ in ls}) >= min_distinct_keys)
return draw(s)
class ValueScored(GenericCache):
def new_entry(self, key, value):
return value
class RandomCache(GenericCache):
def __init__(self, max_size):
super().__init__(max_size)
self.random = Random(0)
def new_entry(self, key, value):
return self.random.random()
def on_access(self, key, value, score):
return self.random.random()
@pytest.mark.parametrize(
"implementation",
[LRUCache, LFUCache, LRUReusedCache, ValueScored, RandomCache, LRUCacheAlternative],
)
@example(writes=[(0, 0), (3, 0), (1, 0), (2, 0), (2, 0), (1, 0)], size=4)
@example(writes=[(0, 0)], size=1)
@example(writes=[(1, 0), (2, 0), (0, -1), (1, 0)], size=3)
@given(write_pattern(), st.integers(1, 10))
def test_behaves_like_a_dict_with_losses(implementation, writes, size):
model = {}
target = implementation(max_size=size)
for k, v in writes:
try:
assert model[k] == target[k]
except KeyError:
pass
model[k] = v
target[k] = v
target.check_valid()
assert target[k] == v
for r, s in model.items():
try:
assert s == target[r]
except KeyError:
pass
assert len(target) <= min(len(model), size)
@xfail_on_crosshair(Why.symbolic_outside_context)
@settings(
suppress_health_check={HealthCheck.too_slow}
| set(settings.get_profile(settings._current_profile).suppress_health_check),
deadline=None,
)
@given(write_pattern(min_distinct_keys=2), st.data())
def test_always_evicts_the_lowest_scoring_value(writes, data):
scores = {}
n_keys = len({k for k, _ in writes})
assume(n_keys > 1)
size = data.draw(st.integers(1, n_keys - 1))
evicted = set()
def new_score(key):
scores[key] = data.draw(st.integers(0, 1000), label=f"scores[{key!r}]")
return scores[key]
last_entry = None
class Cache(GenericCache):
def new_entry(self, key, value):
nonlocal last_entry
last_entry = key
evicted.discard(key)
assert key not in scores
return new_score(key)
def on_access(self, key, value, score):
assert key in scores
return new_score(key)
def on_evict(self, key, value, score):
note(f"Evicted {key!r}")
assert score == scores[key]
del scores[key]
if len(scores) > 1:
assert score <= min(v for k, v in scores.items() if k != last_entry)
evicted.add(key)
target = Cache(max_size=size)
model = {}
for k, v in writes:
target[k] = v
model[k] = v
assert evicted
assert len(evicted) + len(target) == len(model)
assert len(scores) == len(target)
for k, v in model.items():
try:
assert target[k] == v
assert k not in evicted
except KeyError:
assert k in evicted
def test_basic_access():
cache = ValueScored(max_size=2)
cache[1] = 0
cache[1] = 0
cache[0] = 1
cache[2] = 0
assert cache[2] == 0
assert cache[0] == 1
assert len(cache) == 2
def test_can_clear_a_cache():
x = ValueScored(1)
x[0] = 1
assert len(x) == 1
x.clear()
assert len(x) == 0
def test_max_size_must_be_positive():
with pytest.raises(InvalidArgument):
ValueScored(max_size=0)
def test_pinning_prevents_eviction():
cache = LRUReusedCache(max_size=10)
cache.pin(20, 1)
for i in range(20):
cache[i] = 0
assert cache[20] == 1
def test_unpinning_allows_eviction():
cache = LRUReusedCache(max_size=10)
cache.pin(20, True)
for i in range(20):
cache[i] = False
assert 20 in cache
cache.unpin(20)
cache[21] = False
assert 20 not in cache
def test_unpins_must_match_pins():
cache = LRUReusedCache(max_size=2)
cache.pin(1, 1)
assert cache.is_pinned(1)
assert cache[1] == 1
cache.pin(1, 2)
assert cache.is_pinned(1)
assert cache[1] == 2
cache.unpin(1)
assert cache.is_pinned(1)
assert cache[1] == 2
cache.unpin(1)
assert not cache.is_pinned(1)
def test_will_error_instead_of_evicting_pin():
cache = LRUReusedCache(max_size=1)
cache.pin(1, 1)
with pytest.raises(ValueError):
cache[2] = 2
assert 1 in cache
assert 2 not in cache
def test_will_error_for_bad_unpin():
cache = LRUReusedCache(max_size=1)
cache[1] = 1
with pytest.raises(ValueError):
cache.unpin(1)
def test_still_inserts_if_score_is_worse():
class TC(GenericCache):
def new_entry(self, key, value):
return key
cache = TC(1)
cache[0] = 1
cache[1] = 1
assert 0 not in cache
assert 1 in cache
assert len(cache) == 1
def test_does_insert_if_score_is_better():
class TC(GenericCache):
def new_entry(self, key, value):
return value
cache = TC(1)
cache[0] = 1
cache[1] = 0
assert 0 not in cache
assert 1 in cache
assert len(cache) == 1
def test_double_pinning_does_not_add_entry():
cache = LRUReusedCache(2)
cache.pin(0, 0)
cache.pin(0, 1)
cache[1] = 1
assert len(cache) == 2
def test_can_add_new_keys_after_unpinning():
cache = LRUReusedCache(1)
cache.pin(0, 0)
cache.unpin(0)
cache[1] = 1
assert len(cache) == 1
assert 1 in cache
def test_iterates_over_remaining_keys():
cache = LRUReusedCache(2)
for i in range(3):
cache[i] = "hi"
assert sorted(cache) == [1, 2]
def test_lru_cache_is_actually_lru():
cache = LRUCache(2)
cache[1] = 1 # [1]
cache[2] = 2 # [1, 2]
cache[1] # [2, 1]
cache[3] = 2 # [2, 1, 3] -> drop least recently used -> [1, 3]
assert list(cache) == [1, 3]
@skipif_emscripten
def test_cache_is_threadsafe_issue_2433_regression():
errors = []
def target():
for _ in range(1000):
try:
st.builds(partial(str))
except Exception as exc:
errors.append(exc)
workers = [threading.Thread(target=target) for _ in range(4)]
for worker in workers:
worker.start()
for worker in workers:
worker.join()
assert not errors
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