Upscale Image with DreamStudio (Stable Diffusion) API on New Fine Tuning Job Created from OpenAI (ChatGPT) API

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Trigger workflow on

New Fine Tuning Job Created from the OpenAI (ChatGPT) API

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Upscale Image with the DreamStudio (Stable Diffusion) API

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Getting Started#

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

Select this integration
Configure the New Fine Tuning Job Created trigger
1. Connect your OpenAI (ChatGPT) account
2. Configure timer
Configure the Upscale Image action
1. Connect your DreamStudio (Stable Diffusion) account
2. Select a Organization Id
3. Select a Engine Id
4. Configure Image Path Or Url
5. Optional- Configure Height
6. Optional- Configure Width
7. Optional- Configure syncDir
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 Fine Tuning Job Created on OpenAI (ChatGPT)

Description:Emit new event when a new fine-tuning job is created in OpenAI. [See the documentation](https://platform.openai.com/docs/api-reference/fine-tuning/list)

Version:0.0.14

Key:openai-new-fine-tuning-job-created

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:

Trigger Code#

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

export default {
  ...common,
  key: "openai-new-fine-tuning-job-created",
  name: "New Fine Tuning Job Created",
  description: "Emit new event when a new fine-tuning job is created in OpenAI. [See the documentation](https://platform.openai.com/docs/api-reference/fine-tuning/list)",
  version: "0.0.14",
  type: "source",
  dedupe: "unique",
  methods: {
    ...common.methods,
    getData() {
      return this.openai.listFineTuningJobs();
    },
    getMeta(item) {
      return {
        id: item.id,
        summary: `New Fine Tuning Job: ${item.id}`,
        ts: item.created_at * 1000,
      };
    },
  },
  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
OpenAI (ChatGPT)	`openai`	`app`	This component uses the OpenAI (ChatGPT) app.
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
	`timer`	`$.interface.timer`

Trigger 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.

Action#

Upscale Image on DreamStudio (Stable Diffusion)

Description:Create a higher resolution version of an input image. [See the documentation](https://platform.stability.ai/docs/api-reference#tag/v1generation/operation/upscaleImage)

Version:1.0.1

Key:dreamstudio-upscale-image

View on GitHub

DreamStudio (Stable Diffusion) Overview#

The DreamStudio (Stable Diffusion) API taps into the power of AI to generate creative visual content from textual descriptions. With Pipedream, you can automate the process of creating images, integrate with various apps, and build complex workflows without servers. You can trigger image generation on demand, process user inputs, or schedule image creation - All seamlessly within Pipedream's ecosystem.

Action Code#

import FormData from "form-data";
import { getFileStreamAndMetadata } from "@pipedream/platform";
import { writeImg } from "../../common/utils.mjs";
import common from "../common/images.mjs";

export default {
  ...common,
  key: "dreamstudio-upscale-image",
  name: "Upscale Image",
  version: "1.0.1",
  description: "Create a higher resolution version of an input image. [See the documentation](https://platform.stability.ai/docs/api-reference#tag/v1generation/operation/upscaleImage)",
  type: "action",
  props: {
    ...common.props,
    image: {
      type: "string",
      label: "Image Path Or Url",
      description: "Provide either a file URL or a path to a file in the `/tmp` directory (for example, `/tmp/example.png`)",
    },
    height: {
      propDefinition: [
        common.props.dreamstudio,
        "height",
      ],
      optional: true,
    },
    width: {
      propDefinition: [
        common.props.dreamstudio,
        "width",
      ],
      optional: true,
    },
    syncDir: {
      type: "dir",
      accessMode: "read",
      sync: true,
      optional: true,
    },
  },
  async run({ $ }) {
    const {
      dreamstudio,
      organizationId,
      engineId,
      image,
      ...appendData
    } = this;

    const formData = new FormData();

    const {
      stream,
      metadata,
    } = await getFileStreamAndMetadata(image);
    formData.append("image", stream, {
      contentType: metadata.contentType,
      knownLength: metadata.size,
      filename: metadata.name,
    });
    for (const [
      label,
      value,
    ] of Object.entries(appendData)) {
      formData.append(label, value.toString());
    }

    const response = await dreamstudio.upscaleImage({
      $,
      engineId,
      headers: {
        organization: organizationId,
        ...formData.getHeaders(),
      },
      data: formData,
    });

    const paths = await writeImg(response.artifacts);

    $.export("$summary", `The image was successfully upscaled and sent to ${paths.toString()}!`);
    return {
      ...response,
      tmpPaths: paths,
    };
  },
};

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
DreamStudio (Stable Diffusion)	`dreamstudio`	`app`	This component uses the DreamStudio (Stable Diffusion) app.
Organization Id	`organizationId`	`string`	Select a value from the drop down menu.
Engine Id	`engineId`	`string`	Select a value from the drop down menu.
Image Path Or Url	`image`	`string`	Provide either a file URL or a path to a file in the `/tmp` directory (for example, `/tmp/example.png`)
Height	`height`	`integer`	Height of the image in pixels. Must be in increments of 64 and pass the following validation: For 512 engines: 262,144 ≤ `height * width` ≤ 1,048,576. For 768 engines: 589,824 ≤ `height * width` ≤ 1,048,576. For SDXL Beta: can be as low as 128 and as high as 896 as long as `width` is not greater than 512. If `width` is greater than 512 then this can be at most 512. For SDXL v0.9: valid dimensions are 1024x1024, 1152x896, 1216x832, 1344x768, 1536x640, 640x1536, 768x1344, 832x1216, or 896x1152. For SDXL v1.0: valid dimensions are the same as SDXL v0.9
Width	`width`	`integer`	Width of the image in pixels. Must be in increments of 64 and pass the following validation: For 512 engines: 262,144 ≤ `height * width` ≤ 1,048,576. For 768 engines: 589,824 ≤ `height * width` ≤ 1,048,576. For SDXL Beta: can be as low as 128 and as high as 896 as long as `height` is not greater than 512. If `height` is greater than 512 then this can be at most 512. For SDXL v0.9: valid dimensions are 1024x1024, 1152x896, 1216x832, 1344x768, 1536x640, 640x1536, 768x1344, 832x1216, or 896x1152. For SDXL v1.0: valid dimensions are the same as SDXL v0.9
syncDir	`syncDir`	`dir`

Action Authentication#

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

Visit https://beta.dreamstudio.ai/account to find your API key and enter it below.