Summarize Text with OpenAI (ChatGPT) API on New or Updated Row from Microsoft Azure SQL Database API

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Trigger workflow on

New or Updated Row from the Microsoft Azure SQL Database API

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Summarize Text with the OpenAI (ChatGPT) API

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Getting Started#

This integration creates a workflow with a Microsoft Azure SQL Database trigger and OpenAI (ChatGPT) action. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

Select this integration
Configure the New or Updated Row trigger
1. Connect your Microsoft Azure SQL Database account
2. Configure timer
3. Select a Table
4. Select a Column
5. Select a Timestamp Column
Configure the Summarize Text action
1. Connect your OpenAI (ChatGPT) account
2. Select a Model
3. Optional- Configure Max Tokens
4. Optional- Configure Temperature
5. Optional- Configure Top P
6. Optional- Configure N
7. Optional- Configure Stop
8. Optional- Configure Presence Penalty
9. Optional- Configure Frequency Penalty
10. Optional- Configure User
11. Configure Text
12. Optional- Select a Summary Length
Deploy the workflow
Send a test event to validate your setup
Turn on the trigger

Details#

This integration uses pre-built, source-available components from Pipedream's GitHub repo. These components are developed by Pipedream and the community, and verified and maintained by Pipedream.

To contribute an update to an existing component or create a new component, create a PR on GitHub. If you're new to Pipedream component development, you can start with quickstarts for trigger span and action development, and then review the component API reference.

Trigger#

New or Updated Row on Microsoft Azure SQL Database

Description:Triggers when a new row is added or an existing row is updated.

Version:0.0.6

Key:azure_sql-new-or-updated-row

View on GitHub

Microsoft Azure SQL Database Overview#

The Microsoft Azure SQL Database API allows you to manage and interact with your SQL databases hosted on Azure directly from Pipedream. It provides a serverless way to run SQL queries, manage tables, and handle database management tasks. You can create, read, update, and delete database records, execute stored procedures, and perform a variety of other SQL operations. Leveraging this API on Pipedream enables you to automate workflows, respond to database events in real-time, and integrate with countless other apps and services.

Trigger Code#

import { v4 as uuidv4 } from "uuid";
import common from "../common/common.mjs";

export default {
  ...common,
  key: "azure_sql-new-or-updated-row",
  name: "New or Updated Row",
  description: "Triggers when a new row is added or an existing row is updated.",
  type: "source",
  version: "0.0.6",
  dedupe: "unique",
  props: {
    ...common.props,
    table: {
      propDefinition: [
        common.props.app,
        "table",
      ],
    },
    column: {
      description: "The column is used to create a raw number for pagination.",
      propDefinition: [
        common.props.app,
        "column",
        ({ table }) => ({
          table,
        }),
      ],
    },
    timestampColumn: {
      propDefinition: [
        common.props.app,
        "column",
        ({ table }) => ({
          table,
        }),
      ],
      label: "Timestamp Column",
      description: "A datetime column, such as 'date_updated' or 'last_modified' that is set to the current datetime when a row is updated.",
    },
  },
  methods: {
    ...common.methods,
    getResourceName() {
      return "recordset";
    },
    getResourceFn() {
      return this.app.listResources;
    },
    getResourceFnArgs() {
      const {
        table,
        column,
      } = this;
      return {
        table,
        column,
      };
    },
    generateMeta() {
      return {
        id: uuidv4(),
        summary: "New Row Added/Updated",
        ts: Date.now(),
      };
    },
    processResources(resources) {
      const lastTs = this.getLastTs();
      let maxTs = lastTs;

      for (const resource of resources) {
        delete resource.pdId;
        const ts = Date.parse(resource[this.timestampColumn]);
        if (ts > lastTs) {
          this.$emit(resource, this.generateMeta(resource));
          if (ts > maxTs) {
            maxTs = ts;
          }
        }
      }

      this.setLastTs(maxTs);
    },
  },
};

Trigger Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI and CLI.

Label	Prop	Type	Description
Microsoft Azure SQL Database	`app`	`app`	This component uses the Microsoft Azure SQL Database app.
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
	`timer`	`$.interface.timer`
Table	`table`	`string`	Select a value from the drop down menu.
Column	`column`	`string`	Select a value from the drop down menu.
Timestamp Column	`timestampColumn`	`string`	Select a value from the drop down menu.

Trigger Authentication#

Microsoft Azure SQL Database uses API keys for authentication. When you connect your Microsoft Azure SQL Database account, Pipedream securely stores the keys so you can easily authenticate to Microsoft Azure SQL Database APIs in both code and no-code steps.

Before you connect to your Microsoft Azure SQL database from Pipedream, please make sure your database is either:

Accessible from the public internet (You may need to add a firewall rule on 0.0.0.0/0 on port 1433), or
Accessible from a static IP that you've configured from a VPC in Pipedream, and enabled the workflow to connect through that VPC

About Microsoft Azure SQL Database#

Build apps that scale with managed and intelligent SQL database in the cloud.

Action#

Summarize Text on OpenAI (ChatGPT)

Description:Summarizes text using the Chat API. [See the documentation](https://platform.openai.com/docs/api-reference/chat)

Version:0.1.2

Key:openai-summarize

View on GitHub

OpenAI (ChatGPT) Overview#

OpenAI provides a suite of powerful AI models through its API, enabling developers to integrate advanced natural language processing and generative capabilities into their applications. Here’s an overview of the services offered by OpenAI's API:

Use Python or Node.js code to make fully authenticated API requests with your OpenAI account:

Action Code#

import common from "../common/common-helper.mjs";
import constants from "../../common/constants.mjs";

export default {
  ...common,
  name: "Summarize Text",
  version: "0.1.2",
  key: "openai-summarize",
  description: "Summarizes text using the Chat API. [See the documentation](https://platform.openai.com/docs/api-reference/chat)",
  type: "action",
  props: {
    ...common.props,
    text: {
      label: "Text",
      description: "The text to summarize",
      type: "string",
    },
    length: {
      label: "Summary Length",
      description: "The length of the summary",
      type: "string",
      optional: true,
      options: constants.SUMMARIZE_LENGTH,
    },
  },
  methods: {
    ...common.methods,
    systemInstructions() {
      return "Your goal is to summarize the text the user provides. Please follow the length guidelines presented in the prompt.";
    },
    maxLength() {
      return this.length
        ? ` in one ${this.length}`
        : "";
    },
    userMessage() {
      return `Summarize the following text${this.maxLength()}: ${this.text}`;
    },
    formatOutput({
      messages, response,
    }) {
      if (!messages || !response) {
        throw new Error("Invalid API output, please reach out to https://pipedream.com/support");
      }
      const output = {
        messages,
      };
      if (this.n > 1) {
        output.summaries = response.choices?.map(({ message }) => message.content);
      } else {
        output.summary = response.choices?.[0]?.message?.content;
      }
      return output;
    },
  },
};

Action Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI.

Label	Prop	Type	Description
OpenAI (ChatGPT)	`openai`	`app`	This component uses the OpenAI (ChatGPT) app.
Model	`modelId`	`string`	Select a value from the drop down menu.
Max Tokens	`maxTokens`	`integer`	The maximum number of tokens to generate in the completion.
Temperature	`temperature`	`string`	Optional. What sampling temperature to use. Higher values means the model will take more risks. Try 0.9 for more creative applications, and 0 (argmax sampling) for ones with a well-defined answer.
Top P	`topP`	`string`	An alternative to sampling with temperature, called nucleus sampling, where the model considers the results of the tokens with top_p probability mass. So 0.1 means only the tokens comprising the top 10% probability mass are considered. We generally recommend altering this or `temperature` but not both.
N	`n`	`integer`	How many completions to generate for each prompt
Stop	`stop`	`string[]`	Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence.
Presence Penalty	`presencePenalty`	`string`	Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics.
Frequency Penalty	`frequencyPenalty`	`string`	Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far, decreasing the model's likelihood to repeat the same line verbatim.
User	`user`	`string`	A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse. Learn more here.
Text	`text`	`string`	The text to summarize
Summary Length	`length`	`string`	Select a value from the drop down menu:`wordsentenceparagraphpage`

Action Authentication#

OpenAI (ChatGPT) uses API keys for authentication. When you connect your OpenAI (ChatGPT) account, Pipedream securely stores the keys so you can easily authenticate to OpenAI (ChatGPT) APIs in both code and no-code steps.

About OpenAI (ChatGPT)#

OpenAI is an AI research and deployment company with the mission to ensure that artificial general intelligence benefits all of humanity. They are the makers of popular models like ChatGPT, DALL-E, and Whisper.

More Ways to Connect OpenAI (ChatGPT) + Microsoft Azure SQL Database#

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Summarize Text with OpenAI (ChatGPT) API on New or Updated Row from Microsoft Azure SQL Database API

Pipedream makes it easy to connect APIs for OpenAI (ChatGPT), Microsoft Azure SQL Database and 2,400+ other apps remarkably fast.

Trusted by 1,000,000+ developers from startups to Fortune 500 companies

Developers ♥ Pipedream

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