models web classification

web-classification

Overview

The "Web Classification" is a model demonstrating multi-class classification with LLM. Given an url, it will classify the url into one web category with just a few shots, simple summarization and classification prompts.

Inference samples

Inference type	Python sample (Notebook)	CLI with YAML
Real time	deploy-promptflow-model-python-example	deploy-promptflow-model-cli-example
Batch	N/A	N/A

Sample inputs and outputs (for real-time inference)

Sample input

{
    "inputs": {
        "url": "https://www.microsoft.com/en-us/store/collections/xboxseriessconsoles?icid=CNav_Xbox_Series_S"
    }
}

Sample output

{
    "outputs": {
        "category": "App",
        "evidence": "Both"
    }
}

Version: 2

View in Studio: https://ml.azure.com/registries/azureml/models/web-classification/version/2

Properties

is-promptflow: True

azureml.promptflow.section: gallery

azureml.promptflow.type: standard

azureml.promptflow.name: Web Classification

azureml.promptflow.description: Create flows that use large language models to classify URLs into multiple categories.

inference-min-sku-spec: 2|0|14|28

inference-recommended-sku: Standard_DS3_v2