File: test_preload.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 (408 lines) | stat: -rw-r--r-- 10,660 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
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
from __future__ import annotations

import os
import re
import shutil
import sys
import tempfile
from textwrap import dedent
from unittest import mock

import pytest

import dask

from distributed import Client, Nanny, Scheduler, Worker
from distributed.preloading import Preload
from distributed.utils import open_port
from distributed.utils_test import captured_logger, cluster, gen_cluster, gen_test

PRELOAD_TEXT = """
_worker_info = {}

def dask_setup(worker):
    _worker_info['address'] = worker.address

def get_worker_address():
    return _worker_info['address']
"""


def test_worker_preload_file(loop):
    def check_worker():
        import worker_info

        return worker_info.get_worker_address()

    tmpdir = tempfile.mkdtemp()
    try:
        path = os.path.join(tmpdir, "worker_info.py")
        with open(path, "w") as f:
            f.write(PRELOAD_TEXT)

        with (
            cluster(worker_kwargs={"preload": [path]}) as (s, workers),
            Client(s["address"], loop=loop) as c,
        ):
            assert c.run(check_worker) == {
                worker["address"]: worker["address"] for worker in workers
            }
    finally:
        shutil.rmtree(tmpdir)


@gen_test()
async def test_worker_preload_text():
    text = """
def dask_setup(worker):
    worker.foo = 'setup'
"""
    async with Scheduler(dashboard_address=":0", preload=text) as s:
        assert s.foo == "setup"
        async with Worker(s.address, preload=[text]) as w:
            assert w.foo == "setup"


@gen_test()
async def test_preload_manager_sequence():
    text = """
def dask_setup(worker):
    worker.foo = 'setup'
"""
    async with Scheduler(dashboard_address=":0", preload=text) as s:
        assert len(s.preloads) == 1
        assert isinstance(s.preloads[0], Preload)
        # Make sure list comprehensions return the correct # of items
        assert len([x for x in s.preloads]) == len(s.preloads)


@gen_cluster(nthreads=[])
async def test_worker_preload_config(s):
    text = """
def dask_setup(worker):
    worker.foo = 'setup'

def dask_teardown(worker):
    worker.foo = 'teardown'
"""
    with dask.config.set(
        {"distributed.worker.preload": [text], "distributed.nanny.preload": [text]}
    ):
        async with Nanny(s.address) as w:
            assert w.foo == "setup"
            async with Client(s.address, asynchronous=True) as c:
                d = await c.run(lambda dask_worker: dask_worker.foo)
                assert d == {w.worker_address: "setup"}
        assert w.foo == "teardown"


def test_worker_preload_module(loop):
    def check_worker():
        import worker_info

        return worker_info.get_worker_address()

    tmpdir = tempfile.mkdtemp()
    sys.path.insert(0, tmpdir)
    try:
        path = os.path.join(tmpdir, "worker_info.py")
        with open(path, "w") as f:
            f.write(PRELOAD_TEXT)

        with (
            cluster(worker_kwargs={"preload": ["worker_info"]}) as (
                s,
                workers,
            ),
            Client(s["address"], loop=loop) as c,
        ):
            assert c.run(check_worker) == {
                worker["address"]: worker["address"] for worker in workers
            }
    finally:
        sys.path.remove(tmpdir)
        shutil.rmtree(tmpdir)


@gen_cluster(nthreads=[])
async def test_worker_preload_click(s):
    text = """
import click

@click.command()
def dask_setup(worker):
    worker.foo = 'setup'
"""

    async with Worker(s.address, preload=text) as w:
        assert w.foo == "setup"


@gen_cluster(nthreads=[])
async def test_worker_preload_click_async(s, tmp_path):
    # Ensure we allow for click commands wrapping coroutines
    # https://github.com/dask/distributed/issues/4169
    text = """
import click

@click.command()
async def dask_setup(worker):
    worker.foo = 'setup'
"""
    async with Worker(s.address, preload=text) as w:
        assert w.foo == "setup"


@gen_test()
async def test_preload_import_time():
    text = """
from distributed.comm.registry import backends
from distributed.comm.tcp import TCPBackend

backends["foo"] = TCPBackend()
""".strip()
    try:
        async with Scheduler(dashboard_address=":0", preload=text, protocol="foo") as s:
            async with Nanny(s.address, preload=text, protocol="foo") as n:
                async with Client(s.address, asynchronous=True) as c:
                    await c.wait_for_workers(1)
    finally:
        from distributed.comm.registry import backends

        del backends["foo"]


@gen_test()
async def test_web_preload():
    with (
        mock.patch(
            "urllib3.PoolManager.request",
            **{
                "return_value.data": b"def dask_setup(dask_server):"
                b"\n    dask_server.foo = 1"
                b"\n"
            },
        ) as request,
        captured_logger("distributed.preloading") as log,
    ):
        async with Scheduler(
            host="localhost",
            preload=["http://example.com/preload"],
            dashboard_address=":0",
        ) as s:
            assert s.foo == 1
        assert (
            re.match(
                r"(?s).*Downloading preload at http://example.com/preload\n"
                r".*Run preload setup: http://example.com/preload\n"
                r".*",
                log.getvalue(),
            )
            is not None
        )
    assert request.mock_calls == [
        mock.call(method="GET", url="http://example.com/preload", retries=mock.ANY)
    ]


@gen_cluster(nthreads=[])
async def test_scheduler_startup(s):
    text = f"""
import dask
dask.config.set(scheduler_address="{s.address}")
"""
    async with Worker(preload=text) as w:
        assert w.scheduler.address == s.address


@gen_cluster(nthreads=[])
async def test_scheduler_startup_nanny(s):
    text = f"""
import dask
dask.config.set(scheduler_address="{s.address}")
"""
    async with Nanny(preload_nanny=text) as w:
        assert w.scheduler.address == s.address


@gen_test()
async def test_web_preload_worker():
    port = open_port()
    data = dedent(
        f"""\
        import dask
        dask.config.set(scheduler_address="tcp://127.0.0.1:{port}")
        """
    ).encode()
    with mock.patch(
        "urllib3.PoolManager.request",
        **{"return_value.data": data},
    ) as request:
        async with Scheduler(port=port, host="localhost", dashboard_address=":0") as s:
            async with Nanny(preload_nanny=["http://example.com/preload"]) as nanny:
                assert nanny.scheduler_addr == s.address
    assert request.mock_calls == [
        mock.call(method="GET", url="http://example.com/preload", retries=mock.ANY)
    ]


# This test is blocked on https://github.com/dask/distributed/issues/5819
@pytest.mark.xfail(
    reason="The preload argument to the client isn't supported yet", strict=True
)
@gen_cluster(nthreads=[])
async def test_client_preload_text(s):
    text = dedent(
        """\
        def dask_setup(client):
            client.foo = "setup"


        def dask_teardown(client):
            client.foo = "teardown"
        """
    )
    async with Client(address=s.address, asynchronous=True, preload=text) as c:
        assert c.foo == "setup"
    assert c.foo == "teardown"


@gen_cluster(nthreads=[])
async def test_client_preload_config(s):
    text = dedent(
        """\
        def dask_setup(client):
            client.foo = "setup"


        def dask_teardown(client):
            client.foo = "teardown"
        """
    )
    with dask.config.set({"distributed.client.preload": [text]}):
        async with Client(address=s.address, asynchronous=True) as c:
            assert c.foo == "setup"
        assert c.foo == "teardown"


# This test is blocked on https://github.com/dask/distributed/issues/5819
@pytest.mark.xfail(
    reason="The preload argument to the client isn't supported yet", strict=True
)
@gen_cluster(nthreads=[])
async def test_client_preload_click(s):
    text = dedent(
        """\
        import click

        @click.command()
        @click.argument("value")
        def dask_setup(client, value):
            client.foo = value
        """
    )
    value = "setup"
    async with Client(
        address=s.address, asynchronous=True, preload=text, preload_argv=[[value]]
    ) as c:
        assert c.foo == value


@gen_test()
async def test_failure_doesnt_crash_scheduler():
    text = """
def dask_setup(worker):
    raise Exception(123)

def dask_teardown(worker):
    raise Exception(456)
"""

    with captured_logger("distributed.preloading") as logger:
        async with Scheduler(dashboard_address=":0", preload=text):
            pass

    logs = logger.getvalue()
    assert "123" in logs
    assert "456" in logs


@gen_cluster(client=False, nthreads=[])
async def test_failure_doesnt_crash_worker(s):
    text = """
def dask_setup(worker):
    raise Exception(123)

def dask_teardown(worker):
    raise Exception(456)
"""

    with captured_logger("distributed.preloading") as logger:
        async with Worker(s.address, preload=[text]):
            pass

    logs = logger.getvalue()
    assert "123" in logs
    assert "456" in logs


@gen_cluster(client=False, nthreads=[])
async def test_failure_doesnt_crash_nanny(s):
    text = """
def dask_setup(worker):
    raise Exception(123)

def dask_teardown(worker):
    raise Exception(456)
"""

    with captured_logger("distributed.preloading") as logger:
        async with Nanny(s.address, preload_nanny=[text]):
            pass

    logs = logger.getvalue()
    assert "123" in logs
    assert "456" in logs


@gen_cluster(client=False)
async def test_failure_doesnt_crash_client(s, a, b):
    text = """
def dask_setup(worker):
    raise Exception(123)

def dask_teardown(worker):
    raise Exception(456)
"""

    with dask.config.set({"distributed.client.preload": [text]}):
        with captured_logger("distributed.preloading") as logger:
            async with Client(s.address, asynchronous=True):
                pass

    logs = logger.getvalue()
    assert "123" in logs
    assert "456" in logs


@gen_cluster(nthreads=[])
async def test_client_preload_config_click(s):
    text = dedent(
        """\
        import click

        @click.command()
        @click.argument("value")
        def dask_setup(client, value):
            client.foo = value
        """
    )
    value = "setup"
    with dask.config.set(
        {
            "distributed.client.preload": [text],
            "distributed.client.preload-argv": [[value]],
        }
    ):
        async with Client(address=s.address, asynchronous=True) as c:
            assert c.foo == value