Create Fine Tuning Job with OpenAI (ChatGPT) API on New Expense from Oyster API

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

Trigger workflow on

New Expense from the Oyster API

Next, do this

Create Fine Tuning Job with the OpenAI (ChatGPT) API

No credit card required

▶

Watch us build a workflow

8 min

Watch now ➜

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

Developers ♥ Pipedream

Getting Started#

This integration creates a workflow with a Oyster 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 Expense trigger
1. Connect your Oyster account
2. Configure timer
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 Expense on Oyster

Description:Emit new event when a new expense is created in Oyster. [See the documentation](https://docs.oysterhr.com/reference/get_v1-expenses)

Version:0.0.1

Key:oyster-new-expense

View on GitHub

Oyster Overview#

The Oyster API allows you to streamline your global employment processes by providing programmatic access to their HR platform. With it, you can automate tasks like managing employee details, handling payroll, and tracking time off. Pipedream, as a serverless integration platform, makes it simple to create workflows that connect the Oyster API with hundreds of other apps. This can help in automating HR operations, syncing employee data across systems, or even sending notifications when certain HR events occur.

Trigger Code#

import common from "../common/base.mjs";
import sampleEmit from "./test-event.mjs";

export default {
  ...common,
  key: "oyster-new-expense",
  name: "New Expense",
  description: "Emit new event when a new expense is created in Oyster. [See the documentation](https://docs.oysterhr.com/reference/get_v1-expenses)",
  version: "0.0.1",
  type: "source",
  dedupe: "unique",
  methods: {
    ...common.methods,
    getTsField() {
      return "submittedAt";
    },
    getResourceFn() {
      return this.oyster.listExpenses;
    },
    generateMeta(expense) {
      return {
        id: expense.expenseId,
        summary: `New Expense ${expense.expenseId}`,
        ts: Date.parse(expense.submittedAt),
      };
    },
  },
  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
Oyster	`oyster`	`app`	This component uses the Oyster app.
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
	`timer`	`$.interface.timer`

Trigger Authentication#

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

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

About Oyster#

Automated Global Employment Platform

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:0.0.10

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: "0.0.10",
  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" }`
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.

Create Fine Tuning Job with OpenAI (ChatGPT) API on New Expense from Oyster API

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

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

Developers ♥ Pipedream

1-24of2,400+apps by most popular

1
-
24
of
2,400+
apps by most popular