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The panorama image processor using the new detection algoritm developed by CTO

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Amsterdam/panorama-image-processor

Panorama Image Processor

The new panorama image processor container using the algoritm developed by CTO.

Tools

Tools are available in the virtualenv with the queue command. These tools are dedicated to Azure for now. Intention for the queue tools is to: *. prepare missions to a message file *. fill the processing queue with a message file *. Calc the processing speed for the current queued messages *. Get the status for a processed compared to a message file *. Flush (clear) a complete queue *. Peek for a couple of messages in the queue

Getting started

Credentials

Credentials to work with the queue can be retrieved from the azure dashboard. Visit: Azure portal Go to storage accounts -> panodpanoz3mww6rxd6bjk -> access keys

Copy connection string

Note: Do not rotate keys, or colleagues will be locked out.

Set environment

export AZURE_STORAGE_CONNECTION_STRING=DefaultEndpointsProtocol={MORE KEY GIBBERISH HERE}

Run queue tool

queue --help

Prepare

Run prepare to make MSGFILE. Source for this message file is a container (a storage folder) on azure.

queue prepare msgfile.msg 2018 

Store the message file and the missing files on azure in the "queued" container.

Fill queue

Process images. This runs on a Kubernetes cluster.

queue fill msgfile.msg

Use queue status to monitor the status of the queue. Messages which get stuck because they cannot be processed can be removed by queue flush.

Transfer results to CloudVPS

The results are stored per year in the Azure storage processed container. We need to copy this container to the CloudVPS panorama objectstore. This is done through an Azure virtual machine.

Authorization

You need to be authorized to connect to the vm. This can be done through the portal or by adding your public key in the vm. To connect:

ssh azureuser@<public ic vm>

rclone

Copying is done by rclone (docs). The config file is located at ~/.config/rclone/rclone.conf and contains the credentials for CloudVPS / Azure file stores. To run a rclone job:

nohup rclone copy -P --transfers 40 --checkers 40 azure:processed/<jaar> cloudvps:processed/<jaar>

This allows for 40 parallel transfers and checkers. Flag -P shows progress during transfer.

Kubernetes infrastructure

The kubernetes cluster used to run the containers in is: ont-blue-aks.

When code for the panorama container is changed, a new container has to be build and deployed manually. Kubernetes does not automatically pick up the new container.

CLI

Prepare kubectl and install credentials. Make sure you are on the CCC-data-ont-01 subscription.

az account set --subscription CCC-data-ont-01
az aks get-credentials --resource-group ont-rg --name ont-blue-aks

Show logs for a pod:

kubectl logs <podname> --namespace panorama-image-processor

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