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Adds notebook for deploying and monitoring llm on sagemaker #4705

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Merged
merged 1 commit into from
Jul 18, 2024
Merged

Adds notebook for deploying and monitoring llm on sagemaker #4705

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11 changes: 10 additions & 1 deletion sagemaker_model_monitor/index.rst
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Expand Up @@ -49,4 +49,13 @@ Model Bias and Model Explainability
/sagemaker_model_monitor/fairness_and_explainability_json/SageMaker-Monitoring-Bias-Drift-for-Endpoint
/sagemaker_model_monitor/fairness_and_explainability_json/SageMaker-Monitoring-Feature-Attribution-Drift-for-Endpoint
/sagemaker_model_monitor/fairness_and_explainability_json/SageMaker-Monitoring-Bias-Drift-for-Batch-Transform
/sagemaker_model_monitor/fairness_and_explainability_json/SageMaker-Monitoring-Feature-Attribution-Drift-for-Batch-Transform
/sagemaker_model_monitor/fairness_and_explainability_json/SageMaker-Monitoring-Feature-Attribution-Drift-for-Batch-Transform

LLM Monitoring
==============================

.. toctree::
:maxdepth: 1

llm_monitor_byoc/byoc_llm_monitor

17 changes: 17 additions & 0 deletions sagemaker_model_monitor/llm_monitor_byoc/Dockerfile
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@@ -0,0 +1,17 @@
FROM --platform=linux/amd64 python:3.10-slim-buster as build

# Copy requirements.txt and install dependencies
COPY requirements.txt /opt/program/requirements.txt
RUN pip3 install -r /opt/program/requirements.txt

# Set working directory and copy application files
WORKDIR /opt/program
COPY src /opt/program

ENV DOCKER_CONTAINER=1 EVAL_RESULTS_PATH=/opt/ml/processing/output/

# Set execute permission for main.py
RUN chmod +x /opt/program/main.py

# Set entrypoint to main.py
ENTRYPOINT ["python3", "/opt/program/main.py"]
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