Create Fine Tuning Job with OpenAI (ChatGPT) API on New Submission (Instant) from FormPress API

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New Submission (Instant) from the FormPress API

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Create Fine Tuning Job with the OpenAI (ChatGPT) API

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Getting Started#

This integration creates a workflow with a FormPress 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 Submission (Instant) trigger
1. Connect your FormPress account
2. Select a Form ID
Configure the Create Fine Tuning Job action
1. Connect your OpenAI (ChatGPT) account
2. Select a Fine Tuning Model
3. Select a Training File
4. Optional- Configure Hyperparameters
5. Optional- Configure Suffix
6. Optional- Select a Validation File
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 Submission (Instant) on FormPress

Description:Emit new event when there is a new submission. [See the documentation](https://formpress.org/blog-details/030-how-to-use-api-key-with-formpress)

Version:0.0.1

Key:formpress-new-submission-instant

View on GitHub

FormPress Overview#

The FormPress API allows you to create and manage forms dynamically, without needing a backend to process submissions. You can integrate FormPress with Pipedream to automate processes such as capturing form submissions, organizing data, triggering notifications, and connecting responses to various apps or services. Pipedream's serverless platform makes it simple to handle FormPress events and incorporate them into workflows, saving time and eliminating the need to manage infrastructure.

Trigger Code#

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

export default {
  key: "formpress-new-submission-instant",
  name: "New Submission (Instant)",
  description: "Emit new event when there is a new submission. [See the documentation](https://formpress.org/blog-details/030-how-to-use-api-key-with-formpress)",
  version: "0.0.1",
  type: "source",
  dedupe: "unique",
  props: {
    formpress,
    db: "$.service.db",
    http: "$.interface.http",
    formId: {
      propDefinition: [
        formpress,
        "formId",
      ],
    },
  },
  hooks: {
    async activate() {
      const { webhookId } = await this.formpress.createWebhook({
        formId: this.formId,
        data: {
          webhookUrl: this.http.endpoint,
        },
      });
      this._setHookId(webhookId);
    },
    async deactivate() {
      const hookId = this._getHookId();
      if (hookId) {
        await this.formpress.deleteWebhook({
          formId: this.formId,
          data: {
            webhookId: hookId,
          },
        });
      }
    },
  },
  methods: {
    _getHookId() {
      return this.db.get("hookId");
    },
    _setHookId(hookId) {
      this.db.set("hookId", hookId);
    },
  },
  async run({ body }) {
    const { metadata } = body;
    this.$emit(body, {
      id: metadata.submissionId,
      summary: `New submission: ${metadata.submissionId}`,
      ts: Date.parse(metadata.submissionDate),
    });
  },
  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.

Label	Prop	Type	Description
FormPress	`formpress`	`app`	This component uses the FormPress app.
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
N/A	`http`	`$.interface.http`	This component uses `$.interface.http` to generate a unique URL when the component is first instantiated. Each request to the URL will trigger the `run()` method of the component.
Form ID	`formId`	`string`	Select a value from the drop down menu.

Trigger Authentication#

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

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

About FormPress#

Lightning-fast forms with diverse integrations, smart conditionals, and exceptional support.

Action#

Create Fine Tuning Job on OpenAI (ChatGPT)

Description:Creates a job that fine-tunes a specified model from a given dataset. [See the documentation](https://platform.openai.com/docs/api-reference/fine-tuning/create)

Version:0.0.16

Key:openai-create-fine-tuning-job

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 openai from "../../openai.app.mjs";

export default {
  key: "openai-create-fine-tuning-job",
  name: "Create Fine Tuning Job",
  description: "Creates a job that fine-tunes a specified model from a given dataset. [See the documentation](https://platform.openai.com/docs/api-reference/fine-tuning/create)",
  version: "0.0.16",
  annotations: {
    destructiveHint: false,
    openWorldHint: true,
    readOnlyHint: false,
  },
  type: "action",
  props: {
    openai,
    model: {
      propDefinition: [
        openai,
        "fineTuningModel",
      ],
    },
    trainingFile: {
      propDefinition: [
        openai,
        "fileId",
        () => ({
          purpose: "fine-tune",
        }),
      ],
      label: "Training File",
      description: "The ID of an uploaded file that contains training data. You can use the **Upload File** action and reference the returned ID here.",
    },
    hyperParameters: {
      type: "object",
      label: "Hyperparameters",
      description: "The hyperparameters used for the fine-tuning job. [See details in the documentation](https://platform.openai.com/docs/api-reference/fine-tuning/create#fine-tuning-create-hyperparameters).",
      optional: true,
    },
    suffix: {
      type: "string",
      label: "Suffix",
      description: "A string of up to 18 characters that will be added to your fine-tuned model name.",
      optional: true,
    },
    validationFile: {
      propDefinition: [
        openai,
        "fileId",
        () => ({
          purpose: "fine-tune",
        }),
      ],
      label: "Validation File",
      description: "The ID of an uploaded file that contains validation data. [See details in the documentation](https://platform.openai.com/docs/api-reference/fine-tuning/create#fine-tuning-create-validation_file).",
      optional: true,
    },
  },
  async run({ $ }) {
    const response = await this.openai.createFineTuningJob({
      $,
      data: {
        model: this.model,
        training_file: this.trainingFile,
        hyperparameters: this.hyperParameters,
        suffix: this.suffix,
        validation_file: this.validationFile,
      },
    });

    $.export("$summary", `Successfully created fine-tuning job with model ${this.model}`);
    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.

Label	Prop	Type	Description
OpenAI (ChatGPT)	`openai`	`app`	This component uses the OpenAI (ChatGPT) app.
Fine Tuning Model	`model`	`string`	Select a value from the drop down menu:`{ "label": "gpt-3.5-turbo-1106 (recommended)", "value": "gpt-3.5-turbo-1106" }{ "label": "gpt-3.5-turbo-0613", "value": "gpt-3.5-turbo-0613" }{ "label": "babbage-002", "value": "babbage-002" }{ "label": "davinci-002", "value": "davinci-002" }{ "label": "gpt-4-0613 (experimental — eligible users will be presented with an option to request access in the fine-tuning UI)", "value": "gpt-4-0613" }{ "label": "gpt-4.1-mini-2025-04-14", "value": "gpt-4.1-mini-2025-04-14" }{ "label": "gpt-4.1-2025-04-14", "value": "gpt-4.1-2025-04-14" }`
Training File	`trainingFile`	`string`	Select a value from the drop down menu.
Hyperparameters	`hyperParameters`	`object`	The hyperparameters used for the fine-tuning job. See details in the documentation
Suffix	`suffix`	`string`	A string of up to 18 characters that will be added to your fine-tuned model name.
Validation File	`validationFile`	`string`	Select a value from the drop down menu.

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) + FormPress#

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Pipedream makes it easy to connect APIs for OpenAI (ChatGPT), FormPress and 2,900+ other apps remarkably fast.

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

Developers ♥ Pipedream

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