Azure AI services - Use an Azure AI Services Container

 Azure AI services - Use an Azure AI Services Container:

Source : https://github.com/MicrosoftLearning/mslearn-ai-services

Create these two services in Azure.
1. Azure AI services multi-service account
2. Azure Container Instances

2. Azure Container Instances:
az container create --resource-group <your-resource-Group> --name whizcontaineryourname --image mcr.microsoft.com/azure-cognitive-services/textanalytics/sentiment:latest --os-type Linux --cpu 1 --memory 8 --dns-name-label whizdnnsyourname --ports 5000 --location eastus --restart-policy OnFailure --secure-environment-variables ApiKey=<your-Api-key> Billing=<endpoint> --environment-variables Eula=accept --ip-address Public

az container create --resource-group rg1 --name sreecontainer1 --image mcr.microsoft.com/azure-cognitive-services/textanalytics/sentiment:latest --os-type Linux --cpu 1 --memory 8 --dns-name-label sreednns1 --ports 5000 --location eastus --restart-policy OnFailure --secure-environment-variables ApiKey=AjShjnYv3s56NZNIAkHBni7RCPQCOGAIif Billing=https://sreemultiserviceaccount1.cognitiveservices.azure.com/ --environment-variables Eula=accept --ip-address Public

For Docker:
docker run --rm -it -p 5000:5000 --memory 8g --cpus 1 mcr.microsoft.com/azure-cognitive-services/textanalytics/sentiment:latest Eula=accept Billing=<yourEndpoint> ApiKey=<yourKey>

 
Testing:

curl -X POST "http://<your_ACI_IP_address_or_FQDN>:5000/text/analytics/v3.1/sentiment" -H "Content-Type: application/json" --data-ascii "{'documents':[{'id':1,'text':'The performance was amazing! The sound could have been clearer.'},{'id':2,'text':'The food and service were unacceptable. While the host was nice, the waiter was rude and food was cold.'}]}"

curl -X POST "http://sreednns1.eastus.azurecontainer.io:5000/text/analytics/v3.1/sentiment" -H "Content-Type: application/json" --data-ascii "{'documents':[{'id':1,'text':'The performance was amazing! The sound could have been clearer.'},{'id':2,'text':'The food and service were unacceptable. While the host was nice, the waiter was rude and food was cold.'}]}"

OutPut:

{  

  "documents": [  

    {  

      "id": "1",  

      "sentiment": "positive",  

      "confidenceScores": {  

        "positive": 0.99,  

        "neutral": 0.0,  

        "negative": 0.0  

      },  

      "sentences": [  

        {  

          "sentiment": "positive",  

          "confidenceScores": {  

            "positive": 0.99,  

            "neutral": 0.0,  

            "negative": 0.0  

          },  

          "offset": 0,  

          "length": 29,  

          "text": "The performance was amazing! "  

        },  

        {  

          "sentiment": "neutral",  

          "confidenceScores": {  

            "positive": 0.19,  

            "neutral": 0.47,  

            "negative": 0.34  

          },  

          "offset": 29,  

          "length": 34,  

          "text": "The sound could have been clearer."  

        }  

      ],  

      "warnings": []  

    },  

    {  

      "id": "2",  

      "sentiment": "negative",  

      "confidenceScores": {  

        "positive": 0.0,  

        "neutral": 0.01,  

        "negative": 0.98  

      },  

      "sentences": [  

        {  

          "sentiment": "negative",  

          "confidenceScores": {  

            "positive": 0.0,  

            "neutral": 0.01,  

            "negative": 0.99  

          },  

          "offset": 0,  

          "length": 40,  

          "text": "The food and service were unacceptable. "  

        },  

        {  

          "sentiment": "negative",  

          "confidenceScores": {  

            "positive": 0.0,  

            "neutral": 0.02,  

            "negative": 0.98  

          },  

          "offset": 40,  

          "length": 63,  

          "text": "While the host was nice, the waiter was rude and food was cold."  

        }  

      ],  

      "warnings": []  

    }  

  ],  

  "errors": []  

}