← BigML + HTTP / Webhook integrations

Send PUT Request with HTTP / Webhook API on New Model Created from BigML API

Pipedream makes it easy to connect APIs for HTTP / Webhook, BigML and 2,000+ other apps remarkably fast.

Trigger workflow on
New Model Created from the BigML API
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Send PUT Request with the HTTP / Webhook API
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Getting Started

This integration creates a workflow with a BigML trigger and HTTP / Webhook 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 Model Created trigger
    1. Connect your BigML account
    2. Configure timer
  3. Configure the Send PUT Request action
    1. Connect your HTTP / Webhook account
    2. Configure HTTP Request Configuration
    3. Optional- Configure Include Response Headers
  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 every created model. [See docs here.](https://bigml.com/api/models?id=listing-models)
Version:0.0.1
Key:bigml-new-model-created

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.

Trigger Code

import base from "../common/base.mjs";

export default {
  ...base,
  key: "bigml-new-model-created",
  name: "New Model Created",
  description: "Emit new event for every created model. [See docs here.](https://bigml.com/api/models?id=listing-models)",
  version: "0.0.1",
  type: "source",
  dedupe: "unique",
  methods: {
    ...base.methods,
    listingFunction() {
      return this.bigml.listModels;
    },
    emitEvent(model) {
      this.$emit(model, {
        id: model.resource,
        summary: `New model created: ${model.name}`,
        ts: model.created,
      });
    },
  },
};

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
BigMLbigmlappThis component uses the BigML app.
N/Adb$.service.dbThis component uses $.service.db to maintain state between executions.
timer$.interface.timer

Trigger 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.

Action

Description:Send an HTTP PUT request to any URL. Optionally configure query string parameters, headers and basic auth.
Version:1.1.1
Key:http-put-request

HTTP / Webhook Overview

Build, test, and send HTTP requests without code using your Pipedream workflows. The HTTP / Webhook action is a tool to build HTTP requests with a Postman-like graphical interface.

An interface for configuring an HTTP request within Pipedream's workflow system. The current selection is a GET request with fields for the request URL, authorization type (set to 'None' with a note explaining "This request does not use authorization"), parameters, headers (with a count of 1, though the detail is not visible), and body. Below the main configuration area is an option to "Include Response Headers," and a button labeled "Configure to test." The overall layout suggests a user-friendly, no-code approach to setting up custom HTTP requests.

Point and click HTTP requests

Define the target URL, HTTP verb, headers, query parameters, and payload body without writing custom code.

A screenshot of Pipedream's HTTP Request Configuration interface with a GET request type selected. The request URL is set to 'https://api.openai.com/v1/models'. The 'Auth' tab is highlighted, indicating that authentication is required for this request. In the headers section, there are two headers configured: 'User-Agent' is set to 'pipedream/1', and 'Authorization' is set to 'Bearer {{openai_api_key}}', showing how the OpenAI account's API key is dynamically inserted into the headers to handle authentication automatically.

Here's an example workflow that uses the HTTP / Webhook action to send an authenticated API request to OpenAI.

Focus on integrating, not authenticating

This action can also use your connected accounts with third-party APIs. Selecting an integrated app will automatically update the request’s headers to authenticate with the app properly, and even inject your token dynamically.

This GIF depicts the process of selecting an application within Pipedream's HTTP Request Builder. A user hovers the cursor over the 'Auth' tab and clicks on a dropdown menu labeled 'Authorization Type', then scrolls through a list of applications to choose from for authorization purposes. The interface provides a streamlined and intuitive method for users to authenticate their HTTP requests by selecting the relevant app in the configuration settings.

Pipedream integrates with thousands of APIs, but if you can’t find a Pipedream integration simply use Environment Variables in your request headers to authenticate with.

Compatible with no code actions or Node.js and Python

The HTTP/Webhook action exports HTTP response data for use in subsequent workflow steps, enabling easy data transformation, further API calls, database storage, and more.

Response data is available for both coded (Node.js, Python) and no-code steps within your workflow.

An image showing the Pipedream interface where the HTTP Webhook action has returned response data as a step export. The interface highlights a structured view of the returned data with collapsible sections. We can see 'steps.custom_request1' expanded to show 'return_value' which is an object containing a 'list'. Inside the list, an item 'data' is expanded to reveal an element with an 'id' of 'whisper-1', indicating a model created by and owned by 'openai-internal'. Options to 'Copy Path' and 'Copy Value' are available for easy access to the data points.

Action Code

import customRequest from "../custom-request/custom-request.mjs";

export default {
  ...customRequest,
  key: "http-put-request",
  name: "Send PUT Request",
  description: "Send an HTTP PUT request to any URL. Optionally configure query string parameters, headers and basic auth.",
  type: "action",
  version: "1.1.1",
  props: {
    ...customRequest.props,
    /* eslint-disable-next-line pipedream/props-label,pipedream/props-description */
    httpRequest: {
      ...customRequest.props.httpRequest,
      default: {
        method: "PUT",
      },
    },
  },
};

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
HTTP / WebhookhttpappThis component uses the HTTP / Webhook app.
HTTP Request ConfigurationhttpRequesthttp_request
Include Response HeadersincludeHeadersboolean

Optionally export the full response headers

Action Authentication

The HTTP / Webhook API does not require authentication.

About HTTP / Webhook

Get a unique URL where you can send HTTP or webhook requests

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