-
Notifications
You must be signed in to change notification settings - Fork 1.2k
Expand file tree
/
Copy pathtest_model_builder_servers_coverage.py
More file actions
633 lines (510 loc) · 24.3 KB
/
test_model_builder_servers_coverage.py
File metadata and controls
633 lines (510 loc) · 24.3 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
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
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
"""
Comprehensive tests for model_builder_servers.py to boost coverage.
Tests the _ModelBuilderServers mixin methods.
"""
import unittest
from unittest.mock import Mock, patch, MagicMock
import tempfile
import os
from sagemaker.serve.model_builder import ModelBuilder
from sagemaker.serve.utils.types import ModelServer
from sagemaker.serve.mode.function_pointers import Mode
from sagemaker.core.resources import Model
from .test_fixtures import (
mock_sagemaker_session,
mock_model_object,
MOCK_ROLE_ARN,
MOCK_IMAGE_URI,
MOCK_S3_URI
)
class TestBuildForModelServer(unittest.TestCase):
"""Test _build_for_model_server routing logic."""
def setUp(self):
"""Set up test fixtures."""
self.mock_session = mock_sagemaker_session()
def test_build_for_model_server_unsupported_raises(self):
"""Test that unsupported model server raises error."""
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = "UNSUPPORTED_SERVER"
with self.assertRaises(ValueError) as context:
builder._build_for_model_server()
self.assertIn("is not supported yet", str(context.exception))
def test_build_for_model_server_without_model_raises(self):
"""Test that missing model/inference_spec raises error."""
builder = ModelBuilder(
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model = None
builder.inference_spec = None
builder.model_metadata = None
builder.model_server = ModelServer.TORCHSERVE
with self.assertRaises(ValueError) as context:
builder._build_for_model_server()
self.assertIn("Missing required parameter", str(context.exception))
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_torchserve')
def test_build_for_model_server_routes_to_torchserve(self, mock_build):
"""Test routing to TorchServe builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TORCHSERVE
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_djl')
def test_build_for_model_server_routes_to_djl(self, mock_build):
"""Test routing to DJL builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.DJL_SERVING
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_tgi')
def test_build_for_model_server_routes_to_tgi(self, mock_build):
"""Test routing to TGI builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model="gpt2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TGI
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_tei')
def test_build_for_model_server_routes_to_tei(self, mock_build):
"""Test routing to TEI builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model="sentence-transformers/all-MiniLM-L6-v2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TEI
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_triton')
def test_build_for_model_server_routes_to_triton(self, mock_build):
"""Test routing to Triton builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TRITON
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_tensorflow_serving')
def test_build_for_model_server_routes_to_tensorflow(self, mock_build):
"""Test routing to TensorFlow Serving builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TENSORFLOW_SERVING
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_transformers')
def test_build_for_model_server_routes_to_mms(self, mock_build):
"""Test routing to MMS/Transformers builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.MMS
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_smd')
def test_build_for_model_server_routes_to_smd(self, mock_build):
"""Test routing to SMD builder."""
mock_model = Mock(spec=Model)
mock_build.return_value = mock_model
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.SMD
result = builder._build_for_model_server()
self.assertEqual(result, mock_model)
mock_build.assert_called_once()
class TestBuildForTorchServe(unittest.TestCase):
"""Test _build_for_torchserve method."""
def setUp(self):
"""Set up test fixtures."""
self.mock_session = mock_sagemaker_session()
self.temp_dir = tempfile.mkdtemp()
def tearDown(self):
"""Clean up temp directory."""
import shutil
if os.path.exists(self.temp_dir):
shutil.rmtree(self.temp_dir)
@patch('sagemaker.serve.model_builder.save_pkl')
@patch('sagemaker.serve.model_builder.ModelBuilder._create_model')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
@patch('sagemaker.serve.model_builder._detect_framework_and_version')
@patch('sagemaker.serve.model_builder._get_model_base')
def test_build_for_torchserve_with_model_object(self, mock_get_base, mock_detect_fw, mock_prepare, mock_create, mock_save_pkl):
"""Test TorchServe build with model object."""
mock_model = Mock(spec=Model)
mock_create.return_value = mock_model
mock_get_base.return_value = mock_model_object()
mock_detect_fw.return_value = ("pytorch", "1.13.0")
builder = ModelBuilder(
model=mock_model_object(),
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
model_path=self.temp_dir,
mode=Mode.IN_PROCESS, # Use IN_PROCESS to skip prepare_for_torchserve
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TORCHSERVE
result = builder._build_for_torchserve()
self.assertEqual(result, mock_model)
mock_save_pkl.assert_called()
mock_create.assert_called_once()
@patch('sagemaker.serve.model_builder.save_pkl')
@patch('sagemaker.serve.model_builder.ModelBuilder._create_model')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
@patch('sagemaker.serve.model_builder.ModelBuilder._is_jumpstart_model_id')
def test_build_for_torchserve_with_hf_model_id(self, mock_is_js, mock_prepare, mock_create, mock_save_pkl):
"""Test TorchServe build with HuggingFace model ID."""
mock_is_js.return_value = False
mock_model = Mock(spec=Model)
mock_create.return_value = mock_model
builder = ModelBuilder(
model="gpt2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
model_path=self.temp_dir,
mode=Mode.IN_PROCESS # Use IN_PROCESS to skip prepare_for_torchserve
)
builder.model_server = ModelServer.TORCHSERVE
builder.env_vars = {}
builder.image_uri = MOCK_IMAGE_URI
result = builder._build_for_torchserve()
self.assertEqual(result, mock_model)
self.assertEqual(builder.env_vars["HF_MODEL_ID"], "gpt2")
self.assertIsNone(builder.s3_upload_path)
@patch('sagemaker.serve.model_builder.ModelBuilder._create_model')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
@patch('sagemaker.serve.model_builder.ModelBuilder._save_model_inference_spec')
@patch('sagemaker.serve.model_builder.ModelBuilder._is_jumpstart_model_id')
def test_build_for_torchserve_with_hf_token(self, mock_is_js, mock_save, mock_prepare, mock_create):
"""Test TorchServe build with HuggingFace token."""
mock_is_js.return_value = False
mock_model = Mock(spec=Model)
mock_create.return_value = mock_model
builder = ModelBuilder(
model="gpt2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
model_path=self.temp_dir,
mode=Mode.IN_PROCESS
)
builder.model_server = ModelServer.TORCHSERVE
builder.env_vars = {"HUGGING_FACE_HUB_TOKEN": "hf_token_123"}
result = builder._build_for_torchserve()
self.assertEqual(result, mock_model)
self.assertEqual(builder.env_vars["HF_TOKEN"], "hf_token_123")
class TestBuildForJumpStart(unittest.TestCase):
"""Test _build_for_jumpstart method."""
def setUp(self):
"""Set up test fixtures."""
self.mock_session = mock_sagemaker_session()
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_unsupported_image_raises(self, mock_prepare, mock_get_kwargs):
"""Test that unsupported JumpStart image raises error."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "unsupported-image:latest"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
builder = ModelBuilder(
model="some-model-id",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
with self.assertRaises(ValueError) as context:
builder._build_for_jumpstart()
self.assertIn("Unsupported JumpStart image URI", str(context.exception))
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_djl_jumpstart')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_routes_to_djl(self, mock_prepare, mock_build_djl, mock_get_kwargs):
"""Test JumpStart routing to DJL builder."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.21.0-deepspeed0.8.0-cu117"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
mock_model = Mock(spec=Model)
mock_build_djl.return_value = mock_model
builder = ModelBuilder(
model="huggingface-llm-falcon-7b",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
result = builder._build_for_jumpstart()
self.assertEqual(result, mock_model)
self.assertEqual(builder.model_server, ModelServer.DJL_SERVING)
mock_build_djl.assert_called_once()
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_djl_jumpstart')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_passes_config_name(self, mock_prepare, mock_build_djl, mock_get_kwargs):
"""Test that config_name is forwarded to get_init_kwargs."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.21.0-deepspeed0.8.0-cu117"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
mock_model = Mock(spec=Model)
mock_build_djl.return_value = mock_model
builder = ModelBuilder(
model="meta-textgeneration-llama-3-3-70b-instruct",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
builder.config_name = "lmi-optimized"
builder._build_for_jumpstart()
mock_get_kwargs.assert_called_once()
call_kwargs = mock_get_kwargs.call_args
self.assertEqual(call_kwargs.kwargs.get("config_name") or call_kwargs[1].get("config_name"), "lmi-optimized")
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_djl_jumpstart')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_passes_hub_arn(self, mock_prepare, mock_build_djl, mock_get_kwargs):
"""Test that hub_arn is forwarded to get_init_kwargs for private hub models."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.21.0-deepspeed0.8.0-cu117"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
mock_model = Mock(spec=Model)
mock_build_djl.return_value = mock_model
private_hub_arn = "arn:aws:sagemaker:us-west-2:052150106756:hub/MyPrivateHub2"
builder = ModelBuilder(
model="huggingface-vlm-qwen3-5-27b",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
builder.hub_arn = private_hub_arn
builder._build_for_jumpstart()
mock_get_kwargs.assert_called_once()
call_kwargs = mock_get_kwargs.call_args
self.assertEqual(
call_kwargs.kwargs.get("hub_arn") or call_kwargs[1].get("hub_arn"),
private_hub_arn,
)
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_djl_jumpstart')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_hub_arn_none_for_public_hub(self, mock_prepare, mock_build_djl, mock_get_kwargs):
"""Test that hub_arn is None for public hub models (no regression)."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "763104351884.dkr.ecr.us-west-2.amazonaws.com/djl-inference:0.21.0-deepspeed0.8.0-cu117"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
mock_model = Mock(spec=Model)
mock_build_djl.return_value = mock_model
builder = ModelBuilder(
model="meta-textgeneration-llama-3-3-70b-instruct",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
builder._build_for_jumpstart()
mock_get_kwargs.assert_called_once()
call_kwargs = mock_get_kwargs.call_args
self.assertIsNone(
call_kwargs.kwargs.get("hub_arn") or call_kwargs[1].get("hub_arn"),
)
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_tgi_jumpstart')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_routes_to_tgi(self, mock_prepare, mock_build_tgi, mock_get_kwargs):
"""Test JumpStart routing to TGI builder."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-tgi-inference:2.0.1-tgi0.9.3-gpu-py39-cu118-ubuntu20.04"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
mock_model = Mock(spec=Model)
mock_build_tgi.return_value = mock_model
builder = ModelBuilder(
model="huggingface-llm-mistral-7b",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
result = builder._build_for_jumpstart()
self.assertEqual(result, mock_model)
self.assertEqual(builder.model_server, ModelServer.TGI)
mock_build_tgi.assert_called_once()
@patch('sagemaker.core.jumpstart.factory.utils.get_init_kwargs')
@patch('sagemaker.serve.model_builder.ModelBuilder._build_for_mms_jumpstart')
@patch('sagemaker.serve.model_builder.ModelBuilder._prepare_for_mode')
def test_build_for_jumpstart_routes_to_mms(self, mock_prepare, mock_build_mms, mock_get_kwargs):
"""Test JumpStart routing to MMS builder."""
mock_init_kwargs = Mock()
mock_init_kwargs.image_uri = "763104351884.dkr.ecr.us-west-2.amazonaws.com/huggingface-pytorch-inference:1.13.1-transformers4.26.0-gpu-py39-cu117-ubuntu20.04"
mock_init_kwargs.env = {}
mock_get_kwargs.return_value = mock_init_kwargs
mock_model = Mock(spec=Model)
mock_build_mms.return_value = mock_model
builder = ModelBuilder(
model="pytorch-ic-mobilenet-v2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
mode=Mode.SAGEMAKER_ENDPOINT
)
builder._optimizing = False
result = builder._build_for_jumpstart()
self.assertEqual(result, mock_model)
self.assertEqual(builder.model_server, ModelServer.MMS)
mock_build_mms.assert_called_once()
class TestDeployWrappers(unittest.TestCase):
"""Test deploy wrapper methods."""
def setUp(self):
"""Set up test fixtures."""
self.mock_session = mock_sagemaker_session()
@patch('sagemaker.serve.model_builder.ModelBuilder._deploy_core_endpoint')
def test_djl_deploy_wrapper_sets_timeout(self, mock_deploy):
"""Test DJL deploy wrapper sets model data download timeout."""
mock_endpoint = Mock()
mock_deploy.return_value = mock_endpoint
builder = ModelBuilder(
model="gpt2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.DJL_SERVING
builder.built_model = Mock(spec=Model)
result = builder._djl_model_builder_deploy_wrapper(
model_data_download_timeout=1800
)
self.assertEqual(result, mock_endpoint)
mock_deploy.assert_called_once()
call_kwargs = mock_deploy.call_args[1]
self.assertEqual(call_kwargs['model_data_download_timeout'], 1800)
@patch('sagemaker.serve.model_builder.ModelBuilder._deploy_core_endpoint')
def test_tgi_deploy_wrapper_calls_core_deploy(self, mock_deploy):
"""Test TGI deploy wrapper calls core deploy."""
mock_endpoint = Mock()
mock_deploy.return_value = mock_endpoint
builder = ModelBuilder(
model="gpt2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TGI
builder.built_model = Mock(spec=Model)
result = builder._tgi_model_builder_deploy_wrapper(
endpoint_name="test-endpoint"
)
self.assertEqual(result, mock_endpoint)
mock_deploy.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._deploy_core_endpoint')
def test_tei_deploy_wrapper_calls_core_deploy(self, mock_deploy):
"""Test TEI deploy wrapper calls core deploy."""
mock_endpoint = Mock()
mock_deploy.return_value = mock_endpoint
builder = ModelBuilder(
model="sentence-transformers/all-MiniLM-L6-v2",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.TEI
builder.built_model = Mock(spec=Model)
result = builder._tei_model_builder_deploy_wrapper(
endpoint_name="test-endpoint"
)
self.assertEqual(result, mock_endpoint)
mock_deploy.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._deploy_core_endpoint')
def test_js_deploy_wrapper_calls_core_deploy(self, mock_deploy):
"""Test JumpStart deploy wrapper calls core deploy."""
mock_endpoint = Mock()
mock_deploy.return_value = mock_endpoint
builder = ModelBuilder(
model="huggingface-llm-falcon-7b",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.built_model = Mock(spec=Model)
result = builder._js_builder_deploy_wrapper(
endpoint_name="test-endpoint"
)
self.assertEqual(result, mock_endpoint)
mock_deploy.assert_called_once()
@patch('sagemaker.serve.model_builder.ModelBuilder._deploy_core_endpoint')
def test_transformers_deploy_wrapper_calls_core_deploy(self, mock_deploy):
"""Test Transformers deploy wrapper calls core deploy."""
mock_endpoint = Mock()
mock_deploy.return_value = mock_endpoint
builder = ModelBuilder(
model="bert-base-uncased",
role_arn=MOCK_ROLE_ARN,
sagemaker_session=self.mock_session,
image_uri=MOCK_IMAGE_URI
)
builder.model_server = ModelServer.MMS
builder.built_model = Mock(spec=Model)
result = builder._transformers_model_builder_deploy_wrapper(
endpoint_name="test-endpoint"
)
self.assertEqual(result, mock_endpoint)
mock_deploy.assert_called_once()
if __name__ == "__main__":
unittest.main()