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telco-data-ai-2024's Introduction

telco-data-ai-2024

Work in Progress

TODO

Tools to install:

  • Opensearch
  • Kubeflow + MLflow
  • MongoDB
  • COS
  • Superset
  • PostgreSQL
  • Kafka
  • Spark History Server

Example notebooks/programs:

  • Access OpenSearch
  • Access PostgreSQL
  • Access MongoDB
  • Spark example with Minio access
  • Produce + Consume Kafka
  • Superset dashboard from MongoDB, PostgreSQL, Opensearch
  • Spark example with push metrics

Other:

  • Add list of URLs or way to get URL + user + password for each tool

Installation

Create a VM with minimum 8 vCPU, 64GB RAM and 150GB disk.

Go to the folder "env" and run commands in the script files:

  1. setup-vm.sh
  2. deploy-cos.sh
  3. deploy-apps.sh

Enable Spark in Kubeflow user namespace

Log into the Kubeflow Dashboard using credentails: admin / admin

Run enable spark service account in the admin namespace - enable-spark-ckf.sh

Add PodDefaults for Notebook creation using script: spark-pod-default.sh

Enable PostgreSQL in Kubeflow user namespace

Log into the Kubeflow Dashboard using credentails: admin / admin

Add PodDefaults for Notebook creation using script: postgres-pod-default.sh

Access

Connect to the VM using sshuttle and expose networks

sshuttle -r [email protected] 10.0.0.0/8

Access to Spark enabled notebook

  1. Go to Kubeflow Dashboard
  2. Select Notebook tab
  3. Create new notebook
    1. Custom notebook -> Custom image: docker.io/edeusebio85/charmed-spark-jupyter@sha256:722d027ce6a371d063c8945c808274351ffc49f5368cdf6697394078f46fc29d
    2. Advanced options -> Configurations: select all from drop-down
  4. Go to notebook and create new notebook in Jupyter UI.
    1. Run example spark notebook

Access to PostgreSQL enabled notebook

  1. Go to Kubeflow Dashboard
  2. Select Notebook tab
  3. Create new notebook
    1. Use default scipy notebook image
    2. Advanced options -> Configurations: Allow access to PostgreSQL
  4. Go to notebook and create new notebook in Jupyter UI.
    1. Run example postgresql notebook

telco-data-ai-2024's People

Contributors

barteus avatar marowid avatar

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