1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247
|
from __future__ import annotations
import threading
import zlib
from concurrent.futures import ThreadPoolExecutor
import pytest
import dask.config
from distributed import Worker, wait
from distributed.compatibility import LINUX
from distributed.protocol import dumps, loads, maybe_compress, msgpack, to_serialize
from distributed.protocol.compression import (
Compression,
compressions,
get_compression_settings,
)
from distributed.utils import nbytes
from distributed.utils_test import gen_cluster
@pytest.fixture(params=[None, "zlib", "lz4", "snappy", "zstd"])
def compression(request):
if request.param == "zstd":
pytest.importorskip("zstandard")
elif request.param:
pytest.importorskip(request.param)
return request.param
@pytest.fixture(scope="function")
def compression_counters():
counters = [0, 0]
def compress(v):
counters[0] += 1
return zlib.compress(v)
def decompress(v):
counters[1] += 1
return zlib.decompress(v)
compressions["dummy"] = Compression("dummy", compress, decompress)
yield counters
del compressions["dummy"]
def test_get_compression_settings():
with dask.config.set({"test123": None}):
assert get_compression_settings("test123") is None
with dask.config.set({"test123": False}):
assert get_compression_settings("test123") is None
with dask.config.set({"test123": "zlib"}):
assert get_compression_settings("test123") == "zlib"
with dask.config.set({"test123": "hello"}):
with pytest.raises(ValueError, match="Invalid.*test123=hello.*zlib"):
get_compression_settings("test123")
def test_auto_compression():
"""Test that the 'auto' compression algorithm is lz4 -> snappy -> None.
If neither is installed, test that we don't fall back to the very slow zlib.
"""
with dask.config.set({"test123": "auto"}):
try:
import lz4 # noqa: F401
assert get_compression_settings("test123") == "lz4"
return
except ImportError:
pass
try:
import snappy # noqa: F401
assert get_compression_settings("test123") == "snappy"
except ImportError:
assert get_compression_settings("test123") is None
def test_compression_1():
np = pytest.importorskip("numpy")
x = np.ones(1000000)
b = x.tobytes()
frames = dumps({"x": to_serialize(b)}, context={"compression": "zlib"})
assert sum(map(nbytes, frames)) < nbytes(b)
y = loads(frames)
assert {"x": b} == y
def test_compression_2():
np = pytest.importorskip("numpy")
x = np.random.random(10000)
msg = dumps(to_serialize(x.data), context={"compression": "zlib"})
compression = msgpack.loads(msg[1]).get("compression")
assert all(c is None for c in compression)
def test_compression_3():
np = pytest.importorskip("numpy")
x = np.ones(1000000)
frames = dumps({"x": to_serialize(x.data)}, context={"compression": "zlib"})
assert sum(map(nbytes, frames)) < x.nbytes
y = loads(frames)
assert {"x": x.data} == y
def test_compression_without_deserialization():
np = pytest.importorskip("numpy")
x = np.ones(1000000)
frames = dumps({"x": to_serialize(x)}, context={"compression": "zlib"})
assert all(len(frame) < 1000000 for frame in frames)
msg = loads(frames, deserialize=False)
assert all(len(frame) < 1000000 for frame in msg["x"].frames)
def test_lz4_decompression_avoids_deep_copy():
"""Test that lz4 output is a bytearray, not bytes, so that numpy deserialization is
not forced to perform a deep copy to obtain a writeable array.
Note that zlib, zstandard, and snappy don't have this option.
"""
pytest.importorskip("lz4")
a = bytearray(1_000_000)
b = compressions["lz4"].compress(a)
c = compressions["lz4"].decompress(b)
assert isinstance(c, bytearray)
@pytest.mark.parametrize("dtype", [bytes, memoryview])
def test_maybe_compress(compression, dtype):
payload = dtype(b"123")
assert maybe_compress(payload, compression=compression) == (None, payload)
payload = dtype(b"0" * 10000)
rc, rd = maybe_compress(payload, compression=compression)
assert rc == compression
assert compressions[rc].decompress(rd) == payload
def test_maybe_compress_sample(compression):
np = pytest.importorskip("numpy")
payload = np.random.randint(0, 255, size=10000).astype("u1").tobytes()
fmt, compressed = maybe_compress(payload, compression=compression)
assert fmt is None
assert compressed == payload
def test_maybe_compress_memoryviews(compression):
np = pytest.importorskip("numpy")
x = np.arange(1000000, dtype="int64")
actual_compression, payload = maybe_compress(x.data, compression=compression)
assert actual_compression == compression
if compression:
assert len(payload) < x.nbytes * 0.75
def test_maybe_compress_auto():
np = pytest.importorskip("numpy")
x = np.arange(1000000, dtype="int64")
compression, payload = maybe_compress(x.data)
assert compression == compressions["auto"].name
assert len(payload) < x.nbytes * 0.75
@pytest.mark.slow
@pytest.mark.parametrize("dtype", [bytes, memoryview])
def test_compression_thread_safety(compression, dtype):
barrier = threading.Barrier(4)
expect = b"0" * 10000
payload = dtype(expect)
def compress_decompress():
barrier.wait()
for _ in range(2000):
rc, rd = maybe_compress(payload, compression=compression)
assert rc == compression
assert compressions[rc].decompress(rd) == expect
with ThreadPoolExecutor(4) as ex:
futures = [ex.submit(compress_decompress) for _ in range(4)]
for future in futures:
future.result()
@pytest.mark.slow
def test_large_messages(compression):
x = "x" * 200_000_000
msg = {
"x": [to_serialize(x), b"small_bytes"],
"y": {"a": to_serialize(x), "b": b"small_bytes"},
}
b = dumps(msg, context={"compression": compression})
if compression is not None:
assert sum(len(frame) for frame in b) < len(x)
msg2 = loads(b)
assert msg["x"][1] == msg2["x"][1]
assert msg["y"]["b"] == msg2["y"]["b"]
assert msg["x"][0].data == msg2["x"][0]
assert msg["y"]["a"].data == msg2["y"]["a"]
def test_loads_without_deserialization_avoids_compression():
b = b"0" * 100000
msg = {"x": 1, "data": to_serialize(b)}
frames = dumps(msg, context={"compression": "zlib"})
assert sum(map(nbytes, frames)) < 10000
msg2 = loads(frames, deserialize=False)
assert sum(map(nbytes, msg2["data"].frames)) < 10000
msg3 = dumps(msg2, context={"compression": "zlib"})
msg4 = loads(msg3)
assert msg4 == {"x": 1, "data": b"0" * 100000}
@pytest.mark.skipif(not LINUX, reason="Need 127.0.0.2 to mean localhost")
@gen_cluster(client=True, nthreads=[], config={"distributed.comm.compression": "dummy"})
async def test_compress_remote_comms(c, s, compression_counters):
# Note: if you swap the IP addresses, the test will fail saying that compression
# was not used. This is because the auto-generated Comm.local_address for the TCP
# client is unrelated to the listening address of the worker that spawned it.
async with Worker(s.address, host="127.0.0.2") as a:
async with Worker(s.address, host="127.0.0.1") as b:
x = c.submit(lambda: "x" * 11_000, workers=[a.address])
y = c.submit(lambda x: None, x, workers=[b.address])
await wait(y)
assert compression_counters == [2, 1]
@pytest.mark.parametrize("host", [None, "127.0.0.1", "localhost"])
@gen_cluster(client=True, nthreads=[], config={"distributed.comm.compression": "dummy"})
async def test_disable_compression_on_localhost(c, s, compression_counters, host):
async with Worker(s.address, host=host) as a:
async with Worker(s.address, host=host) as b:
x = c.submit(lambda: "x" * 11_000, workers=[a.address])
y = c.submit(lambda x: None, x, workers=[b.address])
await wait(y)
assert compression_counters == [0, 0]
|