https://github.com/garybake/anomalydetectplatform

Platform for anomaly detection and monitoring
https://github.com/garybake/anomalydetectplatform

Last synced: 3 months ago
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Platform for anomaly detection and monitoring

• Host: GitHub
• URL: https://github.com/garybake/anomalydetectplatform
• Owner: garybake
• License: mit
• Created: 2021-06-29T07:05:12.000Z (about 5 years ago)
• Default Branch: main
• Last Pushed: 2024-08-29T18:27:26.000Z (almost 2 years ago)
• Last Synced: 2024-12-06T20:38:06.383Z (over 1 year ago)
• Language: Jupyter Notebook
• Size: 1.45 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Anomaly Detection Platform

Platform for anomaly detection and monitoring  

![Alt text](docs/AnomalyDetectionDashboard2.png?raw=true "dashboard")

### Start Jupyter

    make jupyter_build

    make jupyter_run

### Start Web Service

    make service_run

    make service_run_local

http://127.0.0.1:8000/docs

Predict vector

    curl -X 'POST' \

        'http://localhost:8000/prediction' \

        -H 'accept: application/json' \

        -H 'Content-Type: application/json' \

        -d '{

        "feature_vector": [

            1.2, 3.4

        ],

        "score": false

    }'

Predict vector with scoring

    curl -X 'POST' \

        'http://localhost:8000/prediction' \

        -H 'accept: application/json' \

        -H 'Content-Type: application/json' \

        -d '{

        "feature_vector": [

            31.2, 32.4

        ],

        "score": true

    }'

Get model parameters

    curl -X 'GET' \

        'http://localhost:8000/model_information' \

        -H 'accept: application/json'

### Monitoring Service

    cd monitoring

    docker-compose up -d

Prometheus - Monitoring system  

http://127.0.0.1:9090/graph

Grafana - Analytics dashboard  

http://127.0.0.1:3000/login

Caddy - Reverse proxy for basic auth