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Fix: Estimator Training details on register (aws#4789)
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4 files changed

+79
-3
lines changed

4 files changed

+79
-3
lines changed

src/sagemaker/estimator.py

Lines changed: 11 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -68,6 +68,7 @@
6868
from sagemaker.interactive_apps import SupportedInteractiveAppTypes
6969
from sagemaker.interactive_apps.tensorboard import TensorBoardApp
7070
from sagemaker.instance_group import InstanceGroup
71+
from sagemaker.model_card.model_card import ModelCard, TrainingDetails
7172
from sagemaker.utils import instance_supports_kms
7273
from sagemaker.job import _Job
7374
from sagemaker.jumpstart.utils import (
@@ -1797,8 +1798,17 @@ def register(
17971798
else:
17981799
if "model_kms_key" not in kwargs:
17991800
kwargs["model_kms_key"] = self.output_kms_key
1800-
model = self.create_model(image_uri=image_uri, **kwargs)
1801+
model = self.create_model(image_uri=image_uri, name=model_name, **kwargs)
18011802
model.name = model_name
1803+
if self.model_data is not None and model_card is None:
1804+
training_details = TrainingDetails.from_model_s3_artifacts(
1805+
model_artifacts=[self.model_data], sagemaker_session=self.sagemaker_session
1806+
)
1807+
model_card = ModelCard(
1808+
name="estimator_card",
1809+
training_details=training_details,
1810+
sagemaker_session=self.sagemaker_session,
1811+
)
18021812
return model.register(
18031813
content_types,
18041814
response_types,

src/sagemaker/model.py

Lines changed: 4 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -549,7 +549,10 @@ def register(
549549
model_package_group_name = utils.base_name_from_image(
550550
self.image_uri, default_base_name=ModelPackage.__name__
551551
)
552-
if model_package_group_name is not None:
552+
if (
553+
model_package_group_name is not None
554+
and model_type is not JumpStartModelType.PROPRIETARY
555+
):
553556
container_def = self.prepare_container_def(accept_eula=accept_eula)
554557
container_def = update_container_with_inference_params(
555558
framework=framework,

tests/integ/test_byo_estimator.py

Lines changed: 60 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -12,14 +12,20 @@
1212
# language governing permissions and limitations under the License.
1313
from __future__ import absolute_import
1414

15+
import io
1516
import json
1617
import os
1718

19+
import numpy as np
20+
1821
import pytest
22+
import sagemaker.amazon.common as smac
23+
1924

2025
import sagemaker
2126
from sagemaker import image_uris
2227
from sagemaker.estimator import Estimator
28+
from sagemaker.s3 import S3Uploader
2329
from sagemaker.serializers import SimpleBaseSerializer
2430
from sagemaker.utils import unique_name_from_base
2531
from tests.integ import DATA_DIR, TRAINING_DEFAULT_TIMEOUT_MINUTES, datasets
@@ -102,6 +108,60 @@ def test_byo_estimator(sagemaker_session, region, cpu_instance_type, training_se
102108
assert prediction["score"] is not None
103109

104110

111+
@pytest.mark.release
112+
def test_estimator_register_publish_training_details(sagemaker_session, region):
113+
114+
bucket = sagemaker_session.default_bucket()
115+
prefix = "model-card-sample-notebook"
116+
117+
raw_data = (
118+
(0.5, 0),
119+
(0.75, 0),
120+
(1.0, 0),
121+
(1.25, 0),
122+
(1.50, 0),
123+
(1.75, 0),
124+
(2.0, 0),
125+
(2.25, 1),
126+
(2.5, 0),
127+
(2.75, 1),
128+
(3.0, 0),
129+
(3.25, 1),
130+
(3.5, 0),
131+
(4.0, 1),
132+
(4.25, 1),
133+
(4.5, 1),
134+
(4.75, 1),
135+
(5.0, 1),
136+
(5.5, 1),
137+
)
138+
training_data = np.array(raw_data).astype("float32")
139+
labels = training_data[:, 1]
140+
141+
# upload data to S3 bucket
142+
buf = io.BytesIO()
143+
smac.write_numpy_to_dense_tensor(buf, training_data, labels)
144+
buf.seek(0)
145+
s3_train_data = f"s3://{bucket}/{prefix}/train"
146+
S3Uploader.upload_bytes(b=buf, s3_uri=s3_train_data, sagemaker_session=sagemaker_session)
147+
output_location = f"s3://{bucket}/{prefix}/output"
148+
container = image_uris.retrieve("linear-learner", region)
149+
estimator = Estimator(
150+
container,
151+
role="SageMakerRole",
152+
instance_count=1,
153+
instance_type="ml.m4.xlarge",
154+
output_path=output_location,
155+
sagemaker_session=sagemaker_session,
156+
)
157+
estimator.set_hyperparameters(
158+
feature_dim=2, mini_batch_size=10, predictor_type="binary_classifier"
159+
)
160+
estimator.fit({"train": s3_train_data})
161+
print(f"Training job name: {estimator.latest_training_job.name}")
162+
estimator.register()
163+
164+
105165
def test_async_byo_estimator(sagemaker_session, region, cpu_instance_type, training_set):
106166
image_uri = image_uris.retrieve("factorization-machines", region)
107167
endpoint_name = unique_name_from_base("byo")

tests/unit/test_estimator.py

Lines changed: 4 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -4402,7 +4402,7 @@ def test_register_default_image_without_instance_type_args(sagemaker_session):
44024402
framework = "TENSORFLOW"
44034403
framework_version = "2.9"
44044404
nearest_model_name = "resnet50"
4405-
4405+
model_card = {"ModelCardStatus": ModelCardStatusEnum.DRAFT, "ModelCardContent": "{}"}
44064406
estimator.register(
44074407
content_types=content_types,
44084408
response_types=response_types,
@@ -4425,6 +4425,7 @@ def test_register_default_image_without_instance_type_args(sagemaker_session):
44254425
"marketplace_cert": False,
44264426
"sample_payload_url": sample_payload_url,
44274427
"task": task,
4428+
"model_card": model_card,
44284429
}
44294430
sagemaker_session.create_model_package_from_containers.assert_called_with(
44304431
**expected_create_model_package_request
@@ -4454,6 +4455,7 @@ def test_register_inference_image(sagemaker_session):
44544455
framework = "TENSORFLOW"
44554456
framework_version = "2.9"
44564457
nearest_model_name = "resnet50"
4458+
model_card = {"ModelCardStatus": ModelCardStatusEnum.DRAFT, "ModelCardContent": "{}"}
44574459

44584460
estimator.register(
44594461
content_types=content_types,
@@ -4480,6 +4482,7 @@ def test_register_inference_image(sagemaker_session):
44804482
"marketplace_cert": False,
44814483
"sample_payload_url": sample_payload_url,
44824484
"task": task,
4485+
"model_card": model_card,
44834486
}
44844487
sagemaker_session.create_model_package_from_containers.assert_called_with(
44854488
**expected_create_model_package_request

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