benchmark compression and pickle protocols
This commit is contained in:
Benedikt Bartscher
parent
848b87070c
commit
c9656eef6e
155
benchmarks/benchmark_pickle.py
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155
benchmarks/benchmark_pickle.py
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"""Benchmarks for pickling and unpickling states."""
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import logging
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import pickle
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import time
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import uuid
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from typing import Tuple
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import pytest
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from pytest_benchmark.fixture import BenchmarkFixture
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from redis import Redis
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from reflex.state import State
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from reflex.utils.prerequisites import get_redis_sync
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log = logging.getLogger(__name__)
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SLOW_REDIS_MAP: dict[bytes, bytes] = {}
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class SlowRedis:
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"""Simulate a slow Redis client which uses a global dict and sleeps based on size."""
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def __init__(self):
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"""Initialize the slow Redis client."""
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pass
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def set(self, key: bytes, value: bytes) -> None:
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"""Set a key-value pair in the slow Redis client.
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Args:
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key: The key.
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value: The value.
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"""
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SLOW_REDIS_MAP[key] = value
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size = len(value)
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sleep_time = (size / 1e6) + 0.05
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time.sleep(sleep_time)
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def get(self, key: bytes) -> bytes:
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"""Get a value from the slow Redis client.
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Args:
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key: The key.
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Returns:
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The value.
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"""
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value = SLOW_REDIS_MAP[key]
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size = len(value)
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sleep_time = (size / 1e6) + 0.05
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time.sleep(sleep_time)
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return value
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@pytest.mark.parametrize(
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"protocol",
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argvalues=[
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pickle.DEFAULT_PROTOCOL,
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pickle.HIGHEST_PROTOCOL,
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],
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ids=[
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"pickle_default",
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"pickle_highest",
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],
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)
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@pytest.mark.parametrize(
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"redis",
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[
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Redis,
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SlowRedis,
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None,
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],
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ids=[
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"redis",
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"slow_redis",
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"no_redis",
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],
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)
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@pytest.mark.parametrize(
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"should_compress", [True, False], ids=["compress", "no_compress"]
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)
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@pytest.mark.benchmark(disable_gc=True)
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def test_pickle(
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request: pytest.FixtureRequest,
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benchmark: BenchmarkFixture,
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big_state: State,
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big_state_size: Tuple[int, str],
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protocol: int,
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redis: Redis | SlowRedis | None,
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should_compress: bool,
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) -> None:
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"""Benchmark pickling a big state.
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Args:
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request: The pytest fixture request object.
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benchmark: The benchmark fixture.
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big_state: The big state fixture.
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big_state_size: The big state size fixture.
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protocol: The pickle protocol.
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redis: Whether to use Redis.
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should_compress: Whether to compress the pickled state.
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"""
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if should_compress:
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try:
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from blosc2 import compress, decompress
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except ImportError:
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pytest.skip("Blosc is not available.")
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def dump(obj: State) -> bytes:
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return compress(pickle.dumps(obj, protocol=protocol))
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def load(data: bytes) -> State:
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return pickle.loads(decompress(data))
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else:
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def dump(obj: State) -> bytes:
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return pickle.dumps(obj, protocol=protocol)
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def load(data: bytes) -> State:
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return pickle.loads(data)
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if redis:
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if redis == Redis:
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redis_client = get_redis_sync()
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if redis_client is None:
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pytest.skip("Redis is not available.")
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else:
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redis_client = SlowRedis()
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key = str(uuid.uuid4()).encode()
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def run(obj: State) -> None:
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_ = redis_client.set(key, dump(obj))
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_ = load(redis_client.get(key)) # type: ignore
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else:
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def run(obj: State) -> None:
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_ = load(dump(obj))
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# calculate size before benchmark to not affect it
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out = dump(big_state)
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size = len(out)
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log.warning(f"{protocol=}, {redis=}, {should_compress=}, {size=}")
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benchmark.extra_info["size"] = size
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benchmark.extra_info["redis"] = redis
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benchmark.extra_info["pickle_protocol"] = protocol
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redis_group = redis.__name__ if redis else "no_redis" # type: ignore
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benchmark.group = f"{redis_group}_{big_state_size[1]}"
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_ = benchmark(run, big_state)
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@ -1,7 +1,11 @@
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"""Shared conftest for all benchmark tests."""
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from typing import Tuple
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import pandas as pd
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import pytest
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from reflex.state import State
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from reflex.testing import AppHarness, AppHarnessProd
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@ -18,3 +22,43 @@ def app_harness_env(request):
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The AppHarness class to use for the test.
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"""
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return request.param
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@pytest.fixture(params=[(10, "SmallState"), (2000, "BigState")], ids=["small", "big"])
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def big_state_size(request: pytest.FixtureRequest) -> int:
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"""The size of the DataFrame.
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Args:
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request: The pytest fixture request object.
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Returns:
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The size of the BigState
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"""
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return request.param
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@pytest.fixture
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def big_state(big_state_size: Tuple[int, str]) -> State:
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"""A big state with a dictionary and a list of DataFrames.
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Args:
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big_state_size: The size of the big state.
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Returns:
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A big state instance.
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"""
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size, _ = big_state_size
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class BigState(State):
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"""A big state."""
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d: dict[str, int]
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d_repeated: dict[str, int]
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df: list[pd.DataFrame]
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d = {str(i): i for i in range(size)}
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d_repeated = {str(i): i for i in range(size)}
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df = [pd.DataFrame({"a": [i]}) for i in range(size)]
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state = BigState(d=d, df=df, d_repeated=d_repeated)
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return state
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227
poetry.lock
generated
227
poetry.lock
generated
@ -1,4 +1,4 @@
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# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
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# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
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[[package]]
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name = "alembic"
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@ -119,6 +119,44 @@ files = [
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{file = "bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71"},
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]
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[[package]]
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name = "blosc2"
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version = "3.0.0"
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description = "A high-performance compressed ndarray library with a flexible compute engine"
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optional = false
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python-versions = ">=3.11"
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files = [
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]
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[package.dependencies]
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httpx = "*"
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msgpack = "*"
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ndindex = "*"
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numexpr = "*"
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numpy = ">=1.25.0"
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py-cpuinfo = "*"
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[package.extras]
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dev = ["h5py", "hdf5plugin", "jupyterlab", "matplotlib", "pandas", "plotly", "pre-commit", "pyarrow", "ruff", "s3fs", "xarray", "zarr"]
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doc = ["myst-parser", "nbsphinx", "numpydoc", "pydata-sphinx-theme", "sphinx", "sphinx-panels", "sphinx-paramlinks"]
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test = ["psutil", "pytest", "torch"]
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[[package]]
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name = "build"
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version = "1.2.2.post1"
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]
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[[package]]
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name = "msgpack"
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version = "1.1.0"
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description = "MessagePack serializer"
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optional = false
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python-versions = ">=3.8"
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||||
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{file = "ndindex-1.9.2.tar.gz", hash = "sha256:b8658a06e52d6c47445c2ec11d292e1d52c3af259214c8b52e3a1aab733daa72"},
|
||||
]
|
||||
|
||||
[package.extras]
|
||||
arrays = ["numpy"]
|
||||
|
||||
[[package]]
|
||||
name = "nh3"
|
||||
version = "0.2.19"
|
||||
@ -1147,6 +1321,7 @@ files = [
|
||||
{file = "nh3-0.2.19-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:00810cd5275f5c3f44b9eb0e521d1a841ee2f8023622de39ffc7d88bd533d8e0"},
|
||||
{file = "nh3-0.2.19-cp38-abi3-win32.whl", hash = "sha256:7e98621856b0a911c21faa5eef8f8ea3e691526c2433f9afc2be713cb6fbdb48"},
|
||||
{file = "nh3-0.2.19-cp38-abi3-win_amd64.whl", hash = "sha256:75c7cafb840f24430b009f7368945cb5ca88b2b54bb384ebfba495f16bc9c121"},
|
||||
{file = "nh3-0.2.19.tar.gz", hash = "sha256:790056b54c068ff8dceb443eaefb696b84beff58cca6c07afd754d17692a4804"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@ -1160,6 +1335,54 @@ files = [
|
||||
{file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "numexpr"
|
||||
version = "2.10.2"
|
||||
description = "Fast numerical expression evaluator for NumPy"
|
||||
optional = false
|
||||
python-versions = ">=3.9"
|
||||
files = [
|
||||
{file = "numexpr-2.10.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5b0e82d2109c1d9e63fcd5ea177d80a11b881157ab61178ddbdebd4c561ea46"},
|
||||
{file = "numexpr-2.10.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3fc2b8035a0c2cdc352e58c3875cb668836018065cbf5752cb531015d9a568d8"},
|
||||
{file = "numexpr-2.10.2-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0db5ff5183935d1612653559c319922143e8fa3019007696571b13135f216458"},
|
||||
{file = "numexpr-2.10.2-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:15f59655458056fdb3a621b1bb8e071581ccf7e823916c7568bb7c9a3e393025"},
|
||||
{file = "numexpr-2.10.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:ce8cccf944339051e44a49a124a06287fe3066d0acbff33d1aa5aee10a96abb7"},
|
||||
{file = "numexpr-2.10.2-cp310-cp310-win32.whl", hash = "sha256:ba85371c9a8d03e115f4dfb6d25dfbce05387002b9bc85016af939a1da9624f0"},
|
||||
{file = "numexpr-2.10.2-cp310-cp310-win_amd64.whl", hash = "sha256:deb64235af9eeba59fcefa67e82fa80cfc0662e1b0aa373b7118a28da124d51d"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6b360eb8d392483410fe6a3d5a7144afa298c9a0aa3e9fe193e89590b47dd477"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d9a42f5c24880350d88933c4efee91b857c378aaea7e8b86221fff569069841e"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:83fcb11988b57cc25b028a36d285287d706d1f536ebf2662ea30bd990e0de8b9"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4213a92efa9770bc28e3792134e27c7e5c7e97068bdfb8ba395baebbd12f991b"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:ebdbef5763ca057eea0c2b5698e4439d084a0505d9d6e94f4804f26e8890c45e"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-win32.whl", hash = "sha256:3bf01ec502d89944e49e9c1b5cc7c7085be8ca2eb9dd46a0eafd218afbdbd5f5"},
|
||||
{file = "numexpr-2.10.2-cp311-cp311-win_amd64.whl", hash = "sha256:e2d0ae24b0728e4bc3f1d3f33310340d67321d36d6043f7ce26897f4f1042db0"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b5323a46e75832334f1af86da1ef6ff0add00fbacdd266250be872b438bdf2be"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a42963bd4c62d8afa4f51e7974debfa39a048383f653544ab54f50a2f7ec6c42"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5191ba8f2975cb9703afc04ae845a929e193498c0e8bcd408ecb147b35978470"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:97298b14f0105a794bea06fd9fbc5c423bd3ff4d88cbc618860b83eb7a436ad6"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f9d7805ccb6be2d3b0f7f6fad3707a09ac537811e8e9964f4074d28cb35543db"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-win32.whl", hash = "sha256:cb845b2d4f9f8ef0eb1c9884f2b64780a85d3b5ae4eeb26ae2b0019f489cd35e"},
|
||||
{file = "numexpr-2.10.2-cp312-cp312-win_amd64.whl", hash = "sha256:57b59cbb5dcce4edf09cd6ce0b57ff60312479930099ca8d944c2fac896a1ead"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a37d6a51ec328c561b2ca8a2bef07025642eca995b8553a5267d0018c732976d"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:81d1dde7dd6166d8ff5727bb46ab42a6b0048db0e97ceb84a121334a404a800f"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5b3f814437d5a10797f8d89d2037cca2c9d9fa578520fc911f894edafed6ea3e"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9309f2e43fe6e4560699ef5c27d7a848b3ff38549b6b57194207cf0e88900527"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ebb73b93f5c4d6994f357fa5a47a9f7a5485577e633b3c46a603cb01445bbb19"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-win32.whl", hash = "sha256:ec04c9a3c050c175348801e27c18c68d28673b7bfb865ef88ce333be523bbc01"},
|
||||
{file = "numexpr-2.10.2-cp313-cp313-win_amd64.whl", hash = "sha256:d7a3fc83c959288544db3adc70612475d8ad53a66c69198105c74036182d10dd"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0495f8111c3633e265248709b8b3b521bbfa646ba384909edd10e2b9a588a83a"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2aa05ac71bee3b1253e73173c4d7fa96a09a18970c0226f1c2c07a71ffe988dc"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c3a23c3002ab330056fbdd2785871937a6f2f2fa85d06c8d0ff74ea8418119d1"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a018a7d81326f4c73d8b5aee61794d7d8514512f43957c0db61eb2a8a86848c7"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:037859b17a0abe2b489d4c2cfdadd2bf458ec80dd83f338ea5544c7987e06b85"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-win32.whl", hash = "sha256:eb278ccda6f893a312aa0452701bb17d098b7b14eb7c9381517d509cce0a39a3"},
|
||||
{file = "numexpr-2.10.2-cp39-cp39-win_amd64.whl", hash = "sha256:734b64c6d6a597601ce9d0ef7b666e678ec015b446f1d1412c23903c021436c3"},
|
||||
{file = "numexpr-2.10.2.tar.gz", hash = "sha256:b0aff6b48ebc99d2f54f27b5f73a58cb92fde650aeff1b397c71c8788b4fff1a"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
numpy = ">=1.23.0"
|
||||
|
||||
[[package]]
|
||||
name = "numpy"
|
||||
version = "2.0.2"
|
||||
@ -3076,4 +3299,4 @@ type = ["pytest-mypy"]
|
||||
[metadata]
|
||||
lock-version = "2.0"
|
||||
python-versions = "^3.9"
|
||||
content-hash = "d62cd1897d8f73e9aad9e907beb82be509dc5e33d8f37b36ebf26ad1f3075a9f"
|
||||
content-hash = "8b45b61e191f2980107d56680f0fd7bdfb93e305cea268566adf5cf1f20bf554"
|
||||
|
||||
@ -73,6 +73,7 @@ selenium = ">=4.11.0,<5.0"
|
||||
pytest-benchmark = ">=4.0.0,<6.0"
|
||||
playwright = ">=1.46.0"
|
||||
pytest-playwright = ">=0.5.1"
|
||||
blosc2 = { version = ">=2.7.1", python = ">=3.11" }
|
||||
|
||||
[tool.poetry.scripts]
|
||||
reflex = "reflex.reflex:cli"
|
||||
|
||||
Loading…
Reference in New Issue
Block a user