File: test_compression.py

package info (click to toggle)
dask.distributed 2024.12.1%2Bds-1
  • links: PTS, VCS
  • area: main
  • in suites: forky, sid, trixie
  • size: 12,588 kB
  • sloc: python: 96,954; javascript: 1,549; sh: 390; makefile: 220
file content (247 lines) | stat: -rw-r--r-- 8,226 bytes parent folder | download
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]