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Merged
merged 29 commits into from
Aug 6, 2024
Merged

New Folder Structure Implementation #4726

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2283df7
Update SMP v2 notebooks to use latest PyTorch 2.3.1, TSM 2.4.0 releas…
viclzhu Jun 24, 2024
b997b4d
Parsash2 patch 1 (#4690)
parsash2 Jun 27, 2024
9278731
MLflow setup (#4689)
bobbywlindsey Jul 2, 2024
e5635da
feat: Model monitor json support for Explainability and Bias (#4696)
zicanl-amazon Jul 5, 2024
be54c95
initial commit of Blog content: "using step decorator for bedrock fin…
ashrawat Jul 8, 2024
970d88e
New folder structure (#4694)
zhaoqizqwang Jul 9, 2024
4f6b1f6
Revert "New folder structure (#4694)" (#4701)
zhaoqizqwang Jul 9, 2024
6bfdd6a
adding notebook for forecast to canvas workshop (#4704)
pro-biswa Jul 17, 2024
0f2ada1
Adds notebook for deploying and monitoring llm on sagemaker usin fmev…
brentfriedman725 Jul 18, 2024
0a6cd56
Update athena_ml_workflow_end_to_end.ipynb (#4702)
parsash2 Jul 23, 2024
ffec3d5
SageMaker FasterAutoscaling Llama3-8B TGI, real-time endpoints (#4712)
pchamart Jul 23, 2024
404b792
Removed bug where automatic permission attachment errors (#4714)
brentfriedman725 Jul 25, 2024
0cb7a5c
new file structure: re-added pull request template and files needed f…
jsmul Jul 30, 2024
0abd974
SageMaker pipeline step decorator blog (#4715)
ashrawat Jul 31, 2024
c7d3657
new file structure: re-added RTD files, finished archiving/organizing…
jsmul Jul 31, 2024
87e2b91
new file structure: updated index.rst with new file structure / archi…
jsmul Aug 1, 2024
29845d4
new file structure: updated contributing.md
jsmul Aug 1, 2024
e642782
LLM Monitoring Multiple Evals (#4718)
brentfriedman725 Aug 2, 2024
0d98d0d
new file structure: updated badging path for end-to-end examples
jsmul Aug 2, 2024
7c2bda4
new file structure: updated badging path for prepare data notebooks
jsmul Aug 2, 2024
1074245
new file structure: updated badging path for build and train models f…
jsmul Aug 2, 2024
17af503
new file structure: updated badging path for deploy and monitor folder
jsmul Aug 2, 2024
679183a
new file structure: updated badging path for generative ai folder
jsmul Aug 3, 2024
393272c
new file structure: updated badging path for ml ops folder
jsmul Aug 3, 2024
afcf88d
new file structure: updated badging path for responsible ai folder
jsmul Aug 3, 2024
f607e47
new file structure: added upstream commits
jsmul Aug 5, 2024
1c791a7
new file structure: updated folder READMEs, and added several noteboo…
jsmul Aug 5, 2024
b96aa51
new folder structure: updated pull request template
jsmul Aug 6, 2024
662359f
new file structure: updated readme with announcement, added new noteb…
jsmul Aug 6, 2024
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9 changes: 9 additions & 0 deletions end_to_end_ml_lifecycle/README.md
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# Amazon SageMaker Examples

### End To End ML Lifecycle

These examples are a diverse collection of end-to-end notebooks that demonstrate how to build, train, and deploy machine learning models using Amazon SageMaker. These notebooks cover a wide range of machine learning tasks and use cases, providing you with a comprehensive understanding of the SageMaker workflow.

- [Customer Churn Prediction with Amazon SageMaker Autopilot](sm-autopilot_customer_churn.ipynb)
- [Housing Price Prediction with Amazon SageMaker Autopilot](sm-autopilot_linear_regression_california_housing.ipynb)
- [Time-Series Forecasting with Amazon SageMaker Autopilot](sm-sm-autopilot_time_series_forecasting.ipynb)
34 changes: 16 additions & 18 deletions end_to_end_ml_lifecycle/sm-autopilot_customer_churn.ipynb
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]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"This notebook's CI test result for us-west-2 is as follows. CI test results in other regions can be found at the end of the notebook. \n",
"\n",
"![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/autopilot|autopilot_customer_churn.ipynb)\n",
"![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"---"
]
Expand Down Expand Up @@ -1256,43 +1255,42 @@
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Notebook CI Test Results\n",
"\n",
"This notebook was tested in multiple regions. The test results are as follows, except for us-west-2 which is shown at the top of the notebook.\n",
"\n",
"![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/autopilot|autopilot_customer_churn.ipynb)\n",
"![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/autopilot|autopilot_customer_churn.ipynb)\n",
"![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/autopilot|autopilot_customer_churn.ipynb)\n",
"![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/autopilot|autopilot_customer_churn.ipynb)\n",
"![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/autopilot|autopilot_customer_churn.ipynb)\n",
"![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/autopilot|autopilot_customer_churn.ipynb)\n",
"![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n",
"\n",
"![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/autopilot|autopilot_customer_churn.ipynb)\n"
"![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/end_to_end_ml_lifecycle|sm-autopilot_customer_churn.ipynb)\n"
]
}
],
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32 changes: 16 additions & 16 deletions end_to_end_ml_lifecycle/sm-autopilot_linear_regression_california_housing.ipynb
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Expand Up @@ -17,7 +17,7 @@
"\n",
"This notebook's CI test result for us-west-2 is as follows. CI test results in other regions can be found at the end of the notebook. \n",
"\n",
"![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/autopilot|autopilot_california_housing.ipynb)\n",
"![This us-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"---"
]
Expand Down Expand Up @@ -947,35 +947,35 @@
"\n",
"This notebook was tested in multiple regions. The test results are as follows, except for us-west-2 which is shown at the top of the notebook.\n",
"\n",
"![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This us-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/autopilot|autopilot_california_housing.ipynb)\n",
"![This us-east-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-east-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This us-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/us-west-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This ca-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ca-central-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This sa-east-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/sa-east-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This eu-west-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/autopilot|autopilot_california_housing.ipynb)\n",
"![This eu-west-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/autopilot|autopilot_california_housing.ipynb)\n",
"![This eu-west-3 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-west-3/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This eu-central-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-central-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This eu-north-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/eu-north-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This ap-southeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/autopilot|autopilot_california_housing.ipynb)\n",
"![This ap-southeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-southeast-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/autopilot|autopilot_california_housing.ipynb)\n",
"![This ap-northeast-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/autopilot|autopilot_california_housing.ipynb)\n",
"![This ap-northeast-2 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-northeast-2/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n",
"\n",
"![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/autopilot|autopilot_california_housing.ipynb)\n"
"![This ap-south-1 badge failed to load. Check your device's internet connectivity, otherwise the service is currently unavailable](https://prod.us-west-2.tcx-beacon.docs.aws.dev/sagemaker-nb/ap-south-1/end_to_end_ml_lifecycle|sm-autopilot_linear_regression_california_housing.ipynb)\n"
]
}
],
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