← Discord + BigML integrations

Create Batch Prediction with BigML API on New Command Received (Instant) from Discord API

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New Command Received (Instant) from the Discord API
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Create Batch Prediction with the BigML API
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Getting Started

This integration creates a workflow with a Discord trigger and BigML action. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

  1. Select this integration
  2. Configure the New Command Received (Instant) trigger
    1. Connect your Discord account
    2. Configure Channels
    3. Configure discordApphook
    4. Configure Commands
  3. Configure the Create Batch Prediction action
    1. Connect your BigML account
    2. Optional- Select a Model ID
    3. Optional- Select a Dataset ID
    4. Optional- Configure Description
    5. Optional- Configure Other Arguments
  4. Deploy the workflow
  5. Send a test event to validate your setup
  6. 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

Description:Emit new event for each command posted to one or more channels in a Discord server
Version:0.0.3
Key:discord-new-command-received

Discord Overview

The Discord API interacts seamlessly with Pipedream, empowering you to craft customized automations and workflows for your Discord server. With this powerful integration, you can automate tasks like message posting, user management, and notifications, based on a myriad of triggers and actions from different apps. These automations can enhance the Discord experience for community moderators and members, by synchronizing with external tools, organizing community engagement, and streamlining notifications.

Trigger Code

import discord from "../../discord.app.mjs";
import sampleEmit from "./test-event.mjs";

export default {
  type: "source",
  key: "discord-new-command-received",
  name: "New Command Received (Instant)",
  description: "Emit new event for each command posted to one or more channels in a Discord server",
  version: "0.0.3",
  dedupe: "unique",
  props: {
    discord,
    channels: {
      type: "$.discord.channel[]",
      appProp: "discord",
      label: "Channels",
      description: "Select the channel(s) you'd like to be notified for",
    },
    // eslint-disable-next-line pipedream/props-label,pipedream/props-description
    discordApphook: {
      type: "$.interface.apphook",
      appProp: "discord",
      async eventNames() {
        return this.channels || [];
      },
    },
    commands: {
      label: "Commands",
      description: "List of commands to listen. E.g. `[\"/hi\", \"/hello\"]`",
      type: "string[]",
    },
  },
  async run(event) {
    if (event.guildID != this.discord.$auth.guild_id) {
      return;
    }

    const command = event.content.split(" ")[0];

    if (typeof this.commands === "string") {
      this.commands = JSON.parse(this.commands);
    }

    if (!this.commands.includes(command)) {
      return;
    }

    this.$emit(event, {
      id: event.id,
      summary: `New command posted with ID ${event.id}`,
      ts: Date.parse(event.createdTimestamp),
    });
  },
  sampleEmit,
};

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.
LabelPropTypeDescription
DiscorddiscordappThis component uses the Discord app.
Channelschannels$.discord.channel[]

Select the channel(s) you'd like to be notified for

discordApphook$.interface.apphook
Commandscommandsstring[]

List of commands to listen. E.g. ["/hi", "/hello"]

Trigger Authentication

Discord uses OAuth authentication. When you connect your Discord account, Pipedream will open a popup window where you can sign into Discord and grant Pipedream permission to connect to your account. Pipedream securely stores and automatically refreshes the OAuth tokens so you can easily authenticate any Discord API.

Pipedream requests the following authorization scopes when you connect your account:

botemailidentifyguilds

About Discord

Use this app to create a Discord source that emits messages from your guild to a Pipedream workflow.

Action

Description:Create a batch prediction given a Supervised Model ID and a Dataset ID. [See the docs.](https://bigml.com/api/batchpredictions?id=creating-a-batch-prediction)
Version:0.0.1
Key:bigml-create-batch-prediction

BigML Overview

The BigML API offers a suite of machine learning tools that enable the creation and management of datasets, models, predictions, and more. It's a powerful resource for developers looking to incorporate machine learning into their applications. Within Pipedream, you can leverage the BigML API to automate workflows, process data, and apply predictive analytics. By connecting BigML to other apps in Pipedream, you can orchestrate sophisticated data pipelines that react to events, perform analyses, and take action based on machine learning insights.

Action Code

import bigml from "../../bigml.app.mjs";
import { parseJSON } from "../../common/utils.mjs";

export default {
  key: "bigml-create-batch-prediction",
  name: "Create Batch Prediction",
  description: "Create a batch prediction given a Supervised Model ID and a Dataset ID. [See the docs.](https://bigml.com/api/batchpredictions?id=creating-a-batch-prediction)",
  version: "0.0.1",
  type: "action",
  props: {
    bigml,
    modelId: {
      propDefinition: [
        bigml,
        "modelId",
      ],
      optional: true,
    },
    datasetId: {
      propDefinition: [
        bigml,
        "datasetId",
      ],
      optional: true,
    },
    description: {
      type: "string",
      label: "Description",
      description: "A description of the batch prediction",
      optional: true,
    },
    args: {
      type: "object",
      label: "Other Arguments",
      description: "Other arguments for the batch prediction. [See the docs](https://bigml.com/api/batchpredictions?id=batch-prediction-arguments) for more information",
      optional: true,
    },
  },
  async run({ $ }) {
    const response = await this.bigml.createBatchPrediction({
      $,
      data: {
        ...parseJSON(this.args),
        model: this.modelId,
        dataset: this.datasetId,
        description: this.description,
      },
    });
    $.export("$summary", "Succesfully created batch prediction");
    return response;
  },
};

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.

LabelPropTypeDescription
BigMLbigmlappThis component uses the BigML app.
Model IDmodelIdstringSelect a value from the drop down menu.
Dataset IDdatasetIdstringSelect a value from the drop down menu.
Descriptiondescriptionstring

A description of the batch prediction

Other Argumentsargsobject

Other arguments for the batch prediction. See the docs for more information

Action Authentication

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

Sign in and copy your Username visible from the BigML Dashboard.

To retrieve your API key,

  • Navigate to your BigML account and sign in
  • Click on the Account menu on the top right
  • Go to “API key”

About BigML

Machine Learning made beautifully simple. A company-wide platform that runs in any cloud or on-premises to operationalize Machine Learning in your organization.

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