-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathcontainer_builder_test.py
More file actions
374 lines (325 loc) · 12 KB
/
container_builder_test.py
File metadata and controls
374 lines (325 loc) · 12 KB
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
"""Tests for keras_remote.infra.container_builder — hashing, Dockerfile gen, caching."""
import os
import tempfile
from unittest import mock
from unittest.mock import MagicMock
from absl.testing import absltest, parameterized
from google.api_core import exceptions as google_exceptions
from keras_remote.infra.container_builder import (
_filter_jax_requirements,
_generate_dockerfile,
_hash_requirements,
_image_exists,
_parse_pyproject_dependencies,
get_or_build_container,
)
class TestFilterJaxRequirements(parameterized.TestCase):
@parameterized.named_parameters(
dict(testcase_name="bare_jax", line="jax\n"),
dict(testcase_name="jax_with_tpu_extras", line="jax[tpu]>=0.4.6\n"),
dict(testcase_name="jax_cuda", line="jax[cuda12]==0.4.30\n"),
dict(testcase_name="jax_cpu", line="jax[cpu]\n"),
dict(testcase_name="jaxlib", line="jaxlib>=0.4.6\n"),
dict(testcase_name="libtpu", line="libtpu\n"),
dict(testcase_name="libtpu_nightly_hyphen", line="libtpu-nightly\n"),
dict(testcase_name="libtpu_nightly_underscore", line="libtpu_nightly\n"),
dict(testcase_name="jax_uppercase", line="JAX\n"),
dict(testcase_name="jax_mixed_case", line="Jax[tpu]\n"),
)
def test_filters_jax_packages(self, line):
self.assertEqual(_filter_jax_requirements(line), "")
@parameterized.named_parameters(
dict(testcase_name="numpy", line="numpy==1.26\n"),
dict(testcase_name="keras", line="keras\n"),
dict(testcase_name="scipy", line="scipy>=1.12\n"),
dict(testcase_name="comment", line="# jax should be here\n"),
dict(testcase_name="blank", line="\n"),
dict(testcase_name="pip_flag", line="-e git+https://foo\n"),
dict(testcase_name="index_url", line="--index-url https://pypi.org\n"),
)
def test_preserves_non_jax_packages(self, line):
self.assertEqual(_filter_jax_requirements(line), line)
@parameterized.named_parameters(
dict(testcase_name="jax_keep", line="jax==0.4.30 # kr:keep\n"),
dict(testcase_name="jaxlib_keep", line="jaxlib # kr:keep\n"),
dict(testcase_name="libtpu_keep", line="libtpu-nightly # kr:keep\n"),
)
def test_kr_keep_overrides_filter(self, line):
self.assertEqual(_filter_jax_requirements(line), line)
def test_mixed_requirements(self):
content = (
"numpy==1.26\njax[tpu]>=0.4.6\nscipy\n"
"jaxlib\nkeras\njax==0.4.30 # kr:keep\n"
)
result = _filter_jax_requirements(content)
self.assertEqual(
result, "numpy==1.26\nscipy\nkeras\njax==0.4.30 # kr:keep\n"
)
def test_empty_string(self):
self.assertEqual(_filter_jax_requirements(""), "")
def test_only_jax_packages(self):
self.assertEqual(_filter_jax_requirements("jax\njaxlib\nlibtpu\n"), "")
def test_preserves_comments_and_blanks(self):
content = "# ML deps\nnumpy\n\njax\n# end\n"
result = _filter_jax_requirements(content)
self.assertEqual(result, "# ML deps\nnumpy\n\n# end\n")
class TestParsePyprojectDependencies(absltest.TestCase):
def _write_toml(self, content):
"""Write content to a temp pyproject.toml and return its path."""
td = tempfile.TemporaryDirectory()
self.addCleanup(td.cleanup)
path = os.path.join(td.name, "pyproject.toml")
with open(path, "w") as f:
f.write(content)
return path
def test_extracts_dependencies(self):
path = self._write_toml(
'[project]\ndependencies = ["numpy>=1.20", "pandas"]\n'
)
result = _parse_pyproject_dependencies(path)
self.assertEqual(result, "numpy>=1.20\npandas\n")
def test_returns_empty_when_no_dependencies(self):
path = self._write_toml("[project]\nname = 'foo'\n")
self.assertEqual(_parse_pyproject_dependencies(path), "")
def test_returns_empty_when_no_project_table(self):
path = self._write_toml("[tool.ruff]\nline-length = 88\n")
self.assertEqual(_parse_pyproject_dependencies(path), "")
def test_returns_empty_for_empty_dependencies(self):
path = self._write_toml("[project]\ndependencies = []\n")
self.assertEqual(_parse_pyproject_dependencies(path), "")
def test_ignores_optional_dependencies(self):
path = self._write_toml(
'[project]\ndependencies = ["numpy"]\n\n'
'[project.optional-dependencies]\ndev = ["pytest"]\n'
)
result = _parse_pyproject_dependencies(path)
self.assertEqual(result, "numpy\n")
class TestHashRequirements(parameterized.TestCase):
def test_deterministic(self):
h1 = _hash_requirements("numpy==1.26\n", "gpu", "python:3.12-slim")
h2 = _hash_requirements("numpy==1.26\n", "gpu", "python:3.12-slim")
self.assertEqual(h1, h2)
def test_different_requirements_different_hash(self):
h1 = _hash_requirements("numpy==1.26\n", "gpu", "python:3.12-slim")
h2 = _hash_requirements("scipy==1.12\n", "gpu", "python:3.12-slim")
self.assertNotEqual(h1, h2)
def test_different_category_different_hash(self):
h1 = _hash_requirements("numpy\n", "gpu", "python:3.12-slim")
h2 = _hash_requirements("numpy\n", "tpu", "python:3.12-slim")
self.assertNotEqual(h1, h2)
def test_different_base_image_different_hash(self):
h1 = _hash_requirements("numpy\n", "gpu", "python:3.12-slim")
h2 = _hash_requirements("numpy\n", "gpu", "python:3.11-slim")
self.assertNotEqual(h1, h2)
def test_missing_requirements_valid(self):
h = _hash_requirements(None, "cpu", "python:3.12-slim")
self.assertIsInstance(h, str)
self.assertLen(h, 64)
def test_returns_hex_string(self):
h = _hash_requirements("keras\n", "gpu", "python:3.12-slim")
self.assertRegex(h, r"^[0-9a-f]{64}$")
def test_jax_in_requirements_does_not_affect_hash(self):
filtered_without_jax = _filter_jax_requirements("numpy==1.26\n")
filtered_with_jax = _filter_jax_requirements(
"numpy==1.26\njax[tpu]>=0.4.6\n"
)
h1 = _hash_requirements(filtered_without_jax, "tpu", "python:3.12-slim")
h2 = _hash_requirements(filtered_with_jax, "tpu", "python:3.12-slim")
self.assertEqual(h1, h2)
class TestGenerateDockerfile(parameterized.TestCase):
@parameterized.named_parameters(
dict(
testcase_name="cpu",
category="cpu",
expected=["pip install jax"],
not_expected=["cuda", "tpu"],
),
dict(
testcase_name="gpu",
category="gpu",
expected=["jax[cuda12]"],
not_expected=[],
),
dict(
testcase_name="tpu",
category="tpu",
expected=["jax[tpu]", "libtpu_releases"],
not_expected=[],
),
)
def test_jax_install(self, category, expected, not_expected):
content = _generate_dockerfile(
base_image="python:3.12-slim",
has_requirements=False,
category=category,
)
for s in expected:
self.assertIn(s, content)
for s in not_expected:
self.assertNotIn(s, content)
def test_with_requirements(self):
content = _generate_dockerfile(
base_image="python:3.12-slim",
has_requirements=True,
category="cpu",
)
self.assertIn("COPY requirements.txt", content)
self.assertIn("pip install -r", content)
def test_without_requirements(self):
content = _generate_dockerfile(
base_image="python:3.12-slim",
has_requirements=False,
category="cpu",
)
self.assertNotIn("COPY requirements.txt", content)
@parameterized.named_parameters(
dict(
testcase_name="remote_runner_copy",
expected_substring="COPY remote_runner.py /app/remote_runner.py",
),
dict(
testcase_name="keras_backend_env",
expected_substring="ENV KERAS_BACKEND=jax",
),
)
def test_contains_expected_content(self, expected_substring):
content = _generate_dockerfile(
base_image="python:3.12-slim",
has_requirements=False,
category="cpu",
)
self.assertIn(expected_substring, content)
def test_uses_base_image(self):
content = _generate_dockerfile(
base_image="python:3.11-bullseye",
has_requirements=False,
category="cpu",
)
self.assertIn("FROM python:3.11-bullseye", content)
class TestImageExists(parameterized.TestCase):
def test_returns_true_when_tag_found(self):
mock_client = MagicMock()
with mock.patch(
"keras_remote.infra.container_builder.artifactregistry_v1.ArtifactRegistryClient",
return_value=mock_client,
):
result = _image_exists(
"us-docker.pkg.dev/my-proj/keras-remote/base:gpu-abc123",
"my-proj",
)
self.assertTrue(result)
mock_client.get_tag.assert_called_once()
@parameterized.named_parameters(
dict(
testcase_name="not_found",
side_effect=google_exceptions.NotFound("nope"),
),
dict(
testcase_name="other_error",
side_effect=RuntimeError("unexpected"),
),
)
def test_returns_false_on_error(self, side_effect):
mock_client = MagicMock()
mock_client.get_tag.side_effect = side_effect
with mock.patch(
"keras_remote.infra.container_builder.artifactregistry_v1.ArtifactRegistryClient",
return_value=mock_client,
):
result = _image_exists(
"us-docker.pkg.dev/my-proj/keras-remote/base:gpu-abc123",
"my-proj",
)
self.assertFalse(result)
def test_correct_resource_name(self):
mock_client = MagicMock()
with mock.patch(
"keras_remote.infra.container_builder.artifactregistry_v1.ArtifactRegistryClient",
return_value=mock_client,
):
_image_exists(
"us-docker.pkg.dev/my-proj/keras-remote/base:tpu-abc123def456",
"my-proj",
)
call_args = mock_client.get_tag.call_args
request = call_args.kwargs["request"]
self.assertEqual(
request.name,
"projects/my-proj/locations/us"
"/repositories/keras-remote"
"/packages/base/tags/tpu-abc123def456",
)
class TestGetOrBuildContainer(absltest.TestCase):
def test_returns_cached_when_image_exists(self):
with (
mock.patch(
"keras_remote.infra.container_builder._image_exists",
return_value=True,
),
mock.patch(
"keras_remote.infra.container_builder._build_and_push",
) as mock_build,
):
result = get_or_build_container(
base_image="python:3.12-slim",
requirements_path=None,
accelerator_type="l4",
project="test-proj",
zone="us-central1-a",
cluster_name="my-cluster",
)
mock_build.assert_not_called()
self.assertIn("us-docker.pkg.dev/test-proj/kr-my-cluster/base:", result)
def test_builds_when_image_missing(self):
with (
mock.patch(
"keras_remote.infra.container_builder._image_exists",
return_value=False,
),
mock.patch(
"keras_remote.infra.container_builder._build_and_push",
return_value="us-docker.pkg.dev/proj/kr-my-cluster/base:gpu-bbbbbbbbbbbb",
) as mock_build,
):
result = get_or_build_container(
base_image="python:3.12-slim",
requirements_path=None,
accelerator_type="l4",
project="proj",
zone="us-central1-a",
cluster_name="my-cluster",
)
mock_build.assert_called_once()
self.assertEqual(
result,
"us-docker.pkg.dev/proj/kr-my-cluster/base:gpu-bbbbbbbbbbbb",
)
def _get_image_uri(self, accelerator_type, project, zone):
with mock.patch(
"keras_remote.infra.container_builder._image_exists",
return_value=True,
):
return get_or_build_container(
base_image="python:3.12-slim",
requirements_path=None,
accelerator_type=accelerator_type,
project=project,
zone=zone,
cluster_name="my-cluster",
)
def test_image_uri_format_tpu_europe(self):
result = self._get_image_uri("v3-4", "my-proj", "europe-west4-b")
self.assertTrue(
result.startswith("europe-docker.pkg.dev/my-proj/kr-my-cluster/base:")
)
tag = result.split(":")[-1]
self.assertRegex(tag, r"^tpu-[0-9a-f]{12}$")
def test_image_uri_format_gpu_us(self):
result = self._get_image_uri("a100-80gb", "proj", "us-central1-a")
self.assertTrue(
result.startswith("us-docker.pkg.dev/proj/kr-my-cluster/base:")
)
tag = result.split(":")[-1]
self.assertRegex(tag, r"^gpu-[0-9a-f]{12}$")
if __name__ == "__main__":
absltest.main()