Importing sagemaker library in airflow, makes airflow fail to upload logs to s3.

**Describe the bug**
Importing the SageMaker library at the top of the Airflow plugin or hook declaration file causes issues with uploading logs to S3.

**To reproduce**

Setup a sample dag with the plugin as mentioned below. main problem is around importing sagemaker library.

### Sample dag

```python
from datetime import datetime
from airflow import DAG
from airflow.operators.python import PythonOperator
import logging

LOGGER = logging.getLogger(__name__)

def test_function(**_):
LOGGER.info("Success_test_dag")

with DAG(
dag_id="test_dag",
description=__doc__,
schedule_interval=None, # Every month on 6th at 6:00 PM IST
default_args={
"depends_on_past": False,
"owner": "Data Platform",
"start_date": datetime(2025, 4, 29),
"retries": 1,
},
catchup=False,
max_active_runs=1,
) as dag:
PythonOperator(
task_id="test_task",
python_callable=test_function,
provide_context=True,
)
```

### sample plugin
plugins/sample_hook.py
```python
from airflow.hooks.base import BaseHook
from airflow.plugins_manager import AirflowPlugin

import sagemaker

class SampleHook(BaseHook):
...

class SamplePlugin(AirflowPlugin):
name = "sample_hook"
hooks = [SampleHook]
```

Env variables:
AIRFLOW__LOGGING__REMOTE_BASE_LOG_FOLDER=s3://airflow/logs
AIRFLOW__LOGGING__REMOTE_LOGGING=True
AIRFLOW__LOGGING__REMOTE_LOG_CONN_ID=s3_airflow_logging
AIRFLOW__LOGGING__REMOTE_LOGGING=True

**Expected behavior**

When you run the DAG, it shows as successful, but Airflow fails to retrieve the logs from S3, even though the s3_airflow_logging connection is configured correctly. However, if you remove the line that imports the SageMaker library, the logs are successfully stored and retrieved from S3 as expected.

**Screenshots or logs**

When sagemaker is not imported
```logs
da08261f9df2
▼ Log message source details
*** Found logs in s3:
*** * s3://airflow/logs/dag_id=test_dag/run_id=manual__2025-06-16T10:10:39.397088+00:00/task_id=test_task/attempt=1.log
▲▲▲ Log group end
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{local_task_job_runner.py:123}} ▼ Pre task execution logs
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{taskinstance.py:2613}} INFO - Dependencies all met for dep_context=non-requeueable deps ti=
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{taskinstance.py:2613}} INFO - Dependencies all met for dep_context=requeueable deps ti=
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{taskinstance.py:2866}} INFO - Starting attempt 1 of 2
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{taskinstance.py:2889}} INFO - Executing on 2025-06-16 10:10:39.397088+00:00
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{standard_task_runner.py:72}} INFO - Started process 29 to run task
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{standard_task_runner.py:104}} INFO - Running: ['***', 'tasks', 'run', 'test_dag', 'test_task', 'manual__2025-06-16T10:10:39.397088+00:00', '--job-id', '65', '--raw', '--subdir', 'DAGS_FOLDER/test.py', '--cfg-path', '/tmp/tmpmn1u32bm']
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{standard_task_runner.py:105}} INFO - Job 65: Subtask test_task
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{task_command.py:467}} INFO - Running on host da08261f9df2
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{taskinstance.py:3132}} INFO - Exporting env vars: AIRFLOW_CTX_DAG_OWNER='Data Platform' AIRFLOW_CTX_DAG_ID='test_dag' AIRFLOW_CTX_TASK_ID='test_task' AIRFLOW_CTX_EXECUTION_DATE='2025-06-16T10:10:39.397088+00:00' AIRFLOW_CTX_TRY_NUMBER='1' AIRFLOW_CTX_DAG_RUN_ID='manual__2025-06-16T10:10:39.397088+00:00'
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{taskinstance.py:731}} ▲▲▲ Log group end
[2025-06-16, 15:40:42 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{test.py:10}} INFO - Success_test_dag
[2025-06-16, 15:40:43 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{python.py:240}} INFO - Done. Returned value was: None
[2025-06-16, 15:40:43 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{taskinstance.py:340}} ▼ Post task execution logs
[2025-06-16, 15:40:43 IST] {{process = ForkPoolWorker-3:29, thread = MainThread:256226136576032}} {{taskinstance.py:352}} INFO - Marking task as SUCCESS. dag_id=test_dag, task_id=test_task, run_id=manual__2025-06-16T10:10:39.397088+00:00, execution_date=20250616T101039, start_date=20250616T101042, end_date=20250616T101043
[2025-06-16, 15:40:43 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{local_task_job_runner.py:266}} INFO - Task exited with return code 0
[2025-06-16, 15:40:43 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{taskinstance.py:3895}} INFO - 0 downstream tasks scheduled from follow-on schedule check
[2025-06-16, 15:40:43 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:256226136576032}} {{local_task_job_runner.py:245}} ▲▲▲ Log group end
```

When sagemaker is imported
```logs
da08261f9df2
▼ Log message source details
*** No logs found on s3 for ti=
*** Found local files:
*** * /opt/airflow/logs/dag_id=test_dag/run_id=manual__2025-06-16T10:18:26.179356+00:00/task_id=test_task/attempt=1.log
▲▲▲ Log group end
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{local_task_job_runner.py:123}} ▼ Pre task execution logs
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{taskinstance.py:2613}} INFO - Dependencies all met for dep_context=non-requeueable deps ti=
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{taskinstance.py:2613}} INFO - Dependencies all met for dep_context=requeueable deps ti=
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{taskinstance.py:2866}} INFO - Starting attempt 1 of 2
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{taskinstance.py:2889}} INFO - Executing on 2025-06-16 10:18:26.179356+00:00
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{standard_task_runner.py:72}} INFO - Started process 38 to run task
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{standard_task_runner.py:104}} INFO - Running: ['***', 'tasks', 'run', 'test_dag', 'test_task', 'manual__2025-06-16T10:18:26.179356+00:00', '--job-id', '71', '--raw', '--subdir', 'DAGS_FOLDER/test.py', '--cfg-path', '/tmp/tmpegkx_0gj']
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{standard_task_runner.py:105}} INFO - Job 71: Subtask test_task
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{task_command.py:467}} INFO - Running on host da08261f9df2
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{taskinstance.py:3132}} INFO - Exporting env vars: AIRFLOW_CTX_DAG_OWNER='Data Platform' AIRFLOW_CTX_DAG_ID='test_dag' AIRFLOW_CTX_TASK_ID='test_task' AIRFLOW_CTX_EXECUTION_DATE='2025-06-16T10:18:26.179356+00:00' AIRFLOW_CTX_TRY_NUMBER='1' AIRFLOW_CTX_DAG_RUN_ID='manual__2025-06-16T10:18:26.179356+00:00'
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{taskinstance.py:731}} ▲▲▲ Log group end
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{test.py:10}} INFO - Success_test_dag
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{python.py:240}} INFO - Done. Returned value was: None
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{taskinstance.py:340}} ▼ Post task execution logs
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:38, thread = MainThread:248620777738272}} {{taskinstance.py:352}} INFO - Marking task as SUCCESS. dag_id=test_dag, task_id=test_task, run_id=manual__2025-06-16T10:18:26.179356+00:00, execution_date=20250616T101826, start_date=20250616T101829, end_date=20250616T101829
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{local_task_job_runner.py:266}} INFO - Task exited with return code 0
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{taskinstance.py:3895}} INFO - 0 downstream tasks scheduled from follow-on schedule check
[2025-06-16, 15:48:29 IST] {{process = ForkPoolWorker-3:26, thread = MainThread:248620777738272}} {{local_task_job_runner.py:245}} ▲▲▲ Log group end
```

**System information**
Version:
- airflow: 2.10.4
- python: 3.9
- sagemaker: 2.233.0

Tái hiện vấn đề với plugins/sample_hook.py và sample DAG, so sánh các lần chạy có và không có dòng import sagemaker. Bắt đầu bằng cách kiểm tra ảnh hưởng của lệnh import SageMaker đối với việc ghi log từ xa S3 của Airflow, và coi vấn đề là đã hoàn tất khi log của DAG được lưu trữ và truy xuất từ s3://airflow/logs trong cả hai trường hợp.

Do mô hình lập chỉ mục viết ra từ nội dung của issue.