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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
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try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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20 changes: 8 additions & 12 deletions sagemaker-train/tests/integ/train/test_mtrl_evaluator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -40,14 +40,18 @@ def _get_test_config():
"""Build test configuration lazily (only when tests actually run)."""
boto_session = boto3.Session(region_name=_REGION)
account_id = boto_session.client("sts").get_caller_identity()["Account"]
from sagemaker.core.helper.session_helper import Session
from sagemaker.train.defaults import TrainDefaults
sagemaker_session = Session(boto_session=boto_session)
role_arn = TrainDefaults.get_role(role=None, sagemaker_session=sagemaker_session)
return {
"base_model": "mock-oss-test",
"agent_arn": f"arn:aws:bedrock-agentcore:{_REGION}:{account_id}:runtime/sagemaker_rft_prod_gsm8k_streaming-Yk6O377mUS",
"dataset": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/output-artifacts/",
"mlflow_resource_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": f"arn:aws:sagemaker:{_REGION}:{account_id}:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": f"arn:aws:iam::{account_id}:role/Admin",
"role": role_arn,
"region": _REGION,
"account_id": account_id,
}
Expand DownExpand Up@@ -172,7 +176,6 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-bedrock/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
agent_qualifier="PROD",
Expand All@@ -182,8 +185,7 @@ def test_bedrock_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -208,7 +210,6 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-lambda/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=lambda_arn,
)
Expand All@@ -217,8 +218,7 @@ def test_lambda_agent_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand All@@ -239,7 +239,6 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-fields-mpc/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -248,8 +247,7 @@ def test_model_package_config_fields(self, mtrl_trainer, test_config):
evaluator._resolve_agent_arn()

ctx = evaluator._build_template_context(
aws_context={"region": test_config["region"], "account_id": test_config["account_id"],
"role_arn": test_config["role"]},
aws_context={"region": test_config["region"], "account_id": test_config["account_id"], "role_arn": test_config["role"]},
artifacts={},
model_package_group_arn=test_config["model_package_group"],
)
Expand DownExpand Up@@ -280,7 +278,6 @@ def test_evaluator_construction_with_trainer(self, mtrl_trainer, test_config):
dataset=test_config["dataset"],
s3_output_path=f'{test_config["s3_output_path"]}integ-construct/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
agent_config=test_config["agent_arn"],
)
Expand All@@ -298,7 +295,6 @@ def test_evaluator_construction_with_base_model(self, test_config):
s3_output_path=f'{test_config["s3_output_path"]}integ-base/',
agent_config=test_config["agent_arn"],
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
)

Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -161,10 +161,6 @@ def _get_3p_test_config():
"MTRL_3P_MLFLOW_ARN",
f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
),
"role": os.environ.get(
"MTRL_3P_ROLE",
f"arn:aws:iam::{account_id}:role/Admin",
),
"region": os.environ.get("MTRL_3P_REGION", _REGION),
"account_id": account_id,
}
Expand DownExpand Up@@ -258,7 +254,6 @@ def test_evaluate_with_lambda_agent_wait_for_completion(self, lambda_agent_arn,
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}lambda-e2e/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -304,7 +299,6 @@ def test_evaluate_base_model_with_agent_lambda_object(self, lambda_agent_arn, te
agent_config=agent,
s3_output_path=f'{test_config["s3_output_path"]}lambda-object/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand DownExpand Up@@ -332,7 +326,6 @@ def test_evaluate_with_attached_trainer(self, lambda_agent_arn, test_config):
agent_config=lambda_agent_arn,
s3_output_path=f'{test_config["s3_output_path"]}attached-trainer/',
mlflow_resource_arn=test_config["mlflow_resource_arn"],
role=test_config["role"],
region=test_config["region"],
accept_eula=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -44,6 +44,7 @@ def _get_account_id():
boto_session = boto3.Session(region_name=_REGION)
return boto_session.client("sts").get_caller_identity()["Account"]


# ============================================================
# Per-account resource configuration
# ============================================================
Expand All@@ -60,7 +61,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-729646638167/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:729646638167:mlflow-app/app-TTAUWUNMUHH6",
"model_package_group": "arn:aws:sagemaker:us-west-2:729646638167:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::729646638167:role/Admin",
},
# PREPROD — Staging account (391266019386)
"391266019386": {
Expand All@@ -72,7 +72,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-391266019386/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:391266019386:mlflow-app/app-P3FRQFRQTNGI",
"model_package_group": "arn:aws:sagemaker:us-west-2:391266019386:model-package-group/mtrl-integ-gpt-oss-agentcore",
"role": "arn:aws:iam::391266019386:role/Admin",
},
# BETA — Dev/test account (742774200982)
"742774200982": {
Expand All@@ -84,7 +83,6 @@ def _get_account_id():
"s3_output_path": "s3://sagemaker-us-west-2-742774200982/mtrl-integ/eval-output/",
"mlflow_resource_arn": "arn:aws:sagemaker:us-west-2:742774200982:mlflow-app/app-6ZU5TXXH2GUX",
"model_package_group": "arn:aws:sagemaker:us-west-2:742774200982:model-package-group/openai-reasoning-gpt-oss-20b-mtrl-mpg",
"role": "arn:aws:iam::742774200982:role/Admin",
},
}

Expand DownExpand Up@@ -133,7 +131,6 @@ def attached_trainer(config):
output_model_package_group=config["model_package_group"],
mlflow_app_arn=config["mlflow_resource_arn"],
s3_output_path=config["s3_output_path"],
role=config["role"],
accept_eula=True,
)
trainer._latest_job = job
Expand DownExpand Up@@ -165,7 +162,6 @@ def test_evaluate_finetuned_model(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}finetuned/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -195,7 +191,6 @@ def test_evaluate_base_model(self, config):
agent_config=config["agent_core_arn"],
s3_output_path=f'{config["s3_output_path"]}basemodel/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
)

Expand DownExpand Up@@ -225,7 +220,6 @@ def test_evaluate_comparison(self, attached_trainer, config):
dataset=config["dataset"],
s3_output_path=f'{config["s3_output_path"]}comparison/',
mlflow_resource_arn=config["mlflow_resource_arn"],
role=config["role"],
region=_REGION,
evaluate_base_model=True,
)
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,7 +56,6 @@ def test_resources():
"""Resolve account-specific resource ARNs lazily."""
account_id = _get_account_id()
return {
"role_arn": f"arn:aws:iam::{account_id}:role/Admin",
"mlflow_arn": f"arn:aws:sagemaker:{_REGION}:{account_id}:mlflow-app/app-TTAUWUNMUHH6",
"s3_input_path": f"s3://sagemaker-rft-{account_id}/prompts/gsm8k_small/prompts.parquet",
"s3_output_path": f"s3://sagemaker-{_REGION}-{account_id}/model-evaluation/mtrl-trainer-integ/",
Expand All@@ -77,7 +76,6 @@ def test_train_and_wait(self, sagemaker_session, test_resources):
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand All@@ -101,7 +99,6 @@ def test_train_and_stop(self, sagemaker_session, test_resources):
agent_env=AGENT_RUNTIME_ID,
training_dataset=test_resources["s3_input_path"],
mlflow_app_arn=test_resources["mlflow_arn"],
role=test_resources["role_arn"],
accept_eula=True,
sagemaker_session=sagemaker_session,
)
Expand DownExpand Up@@ -132,7 +129,6 @@ def test_train_with_lambda_arn(self, sagemaker_session, test_resources):
mlflow_app_arn=test_resources["mlflow_arn"],
s3_output_path=test_resources["s3_output_path"],
accept_eula=True,
role=test_resources["role_arn"],
sagemaker_session=sagemaker_session,
)
trainer.hyperparameters.global_batch_size = 32
Expand Down
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