← DreamStudio (Stable Diffusion)

Modify Image with DreamStudio (Stable Diffusion) API

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Modify Image with the DreamStudio (Stable Diffusion) API
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Getting Started

Create a workflow to Modify Image with the DreamStudio (Stable Diffusion) API. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

  1. Configure the Modify Image action
    1. Connect your DreamStudio (Stable Diffusion) account
    2. Select a Organization Id
    3. Select a Engine Id
    4. Configure Text Prompts
    5. Configure Init Image
    6. Optional- Configure Cfg Scale
    7. Optional- Select a Clip Guidance Preset
    8. Optional- Select a Sampler
    9. Optional- Configure Samples
    10. Optional- Configure Seed
    11. Optional- Configure Steps
    12. Optional- Select a Style Preset
    13. Optional- Configure Extras
    14. Optional- Select a Init Image Mode
  2. Select a trigger to run your workflow on HTTP requests, schedules or app events
  3. Deploy the workflow
  4. Send a test event to validate your setup
  5. Turn on the trigger

Integrations

Modify Image with DreamStudio (Stable Diffusion) API on New Requests (Payload Only) from HTTP / Webhook API
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Modify Image with DreamStudio (Stable Diffusion) API on Custom Events from Zoom API
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Modify Image with DreamStudio (Stable Diffusion) API on New Submission (Instant) from Jotform API
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Modify Image with DreamStudio (Stable Diffusion) API on New Scheduled Tasks from Pipedream API
Pipedream + DreamStudio (Stable Diffusion)
 
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Details

This is a pre-built, source-available component from Pipedream's GitHub repo. The component is 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.

Modify Image on DreamStudio (Stable Diffusion)
Description:Modify an image based on a text prompt. [See the documentation](https://platform.stability.ai/docs/api-reference#tag/v1generation/operation/imageToImage)
Version:0.0.2
Key:dreamstudio-modify-image

Code

import FormData from "form-data";
import fs from "node:fs";
import {
  getImagePath, parsePrompts, writeImg,
} from "../../common/utils.mjs";
import common from "../common/images.mjs";

export default {
  ...common,
  key: "dreamstudio-modify-image",
  name: "Modify Image",
  version: "0.0.2",
  description: "Modify an image based on a text prompt. [See the documentation](https://platform.stability.ai/docs/api-reference#tag/v1generation/operation/imageToImage)",
  type: "action",
  props: {
    ...common.props,
    textPrompts: {
      propDefinition: [
        common.props.dreamstudio,
        "textPrompts",
      ],
    },
    initImage: {
      type: "string",
      label: "Init Image",
      description: "Image used to initialize the diffusion process, in lieu of random noise. It can be an URL to the image or a path to the image file saved to the `/tmp` directory (e.g. `/tmp/image.png`). [see docs here](https://pipedream.com/docs/workflows/steps/code/nodejs/working-with-files/#the-tmp-directory).",
    },
    cfgScale: {
      propDefinition: [
        common.props.dreamstudio,
        "cfgScale",
      ],
      optional: true,
    },
    clipGuidancePreset: {
      propDefinition: [
        common.props.dreamstudio,
        "clipGuidancePreset",
      ],
      optional: true,
    },
    sampler: {
      propDefinition: [
        common.props.dreamstudio,
        "sampler",
      ],
      optional: true,
    },
    samples: {
      propDefinition: [
        common.props.dreamstudio,
        "samples",
      ],
      optional: true,
    },
    seed: {
      propDefinition: [
        common.props.dreamstudio,
        "seed",
      ],
      optional: true,
    },
    steps: {
      propDefinition: [
        common.props.dreamstudio,
        "steps",
      ],
      optional: true,
    },
    stylePreset: {
      propDefinition: [
        common.props.dreamstudio,
        "stylePreset",
      ],
      optional: true,
    },
    extras: {
      propDefinition: [
        common.props.dreamstudio,
        "extras",
      ],
      optional: true,
    },
    initImageMode: {
      type: "string",
      label: "Init Image Mode",
      description: "Used to control how much influence the `init image` has on the result.",
      options: [
        "IMAGE_STRENGTH",
        "STEP_SCHEDULE",
      ],
      reloadProps: true,
      optional: true,
    },
  },
  async additionalProps() {
    const props = {};
    if (this.initImageMode === "STEP_SCHEDULE") {
      props.stepScheduleStart = {
        type: "string",
        label: "Step Schedule Start",
        description: "Skips a proportion of the start of the diffusion steps, allowing the init_image to influence the final generated image. Lower values will result in more influence from the init_image, while higher values will result in more influence from the diffusion steps. (e.g. a value of `0` would simply return you the init_image, where a value of `1` would return you a completely different image).",
        optional: true,
      };
      props.stepScheduleEnd = {
        type: "string",
        label: "Step Schedule End",
        description: "Skips a proportion of the end of the diffusion steps, allowing the init_image to influence the final generated image. Lower values will result in more influence from the init_image, while higher values will result in more influence from the diffusion steps.",
        optional: true,
      };
    }
    return props;
  },
  async run({ $ }) {
    const {
      dreamstudio,
      organizationId,
      engineId,
      textPrompts,
      initImage,
      initImageMode,
      cfgScale,
      clipGuidancePreset,
      stylePreset,
      stepScheduleStart,
      stepScheduleEnd,
      ...appendData
    } = this;
    const formData = new FormData();

    const parsedPrompts = parsePrompts(textPrompts);
    let i = 0;
    for (const prompt of parsedPrompts) {
      formData.append(`text_prompts[${i}][text]`, prompt.text);
      formData.append(`text_prompts[${i}][weight]`, prompt.weight);
      i++;
    }

    const imagePath = await getImagePath(initImage);
    formData.append("init_image", fs.readFileSync(imagePath));
    initImageMode && formData.append("init_image_mode", initImageMode);
    cfgScale && formData.append("cfg_scale", cfgScale);
    clipGuidancePreset && formData.append("clip_guidance_preset", clipGuidancePreset);
    stylePreset && formData.append("style_preset", stylePreset);
    stepScheduleStart && formData.append("step_schedule_start", stepScheduleStart);
    stepScheduleEnd && formData.append("step_schedule_end", stepScheduleEnd);

    for (const [
      label,
      value,
    ] of Object.entries(appendData)) {
      formData.append(label, value.toString());
    }

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

    const paths = await writeImg(response.artifacts);

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

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
DreamStudio (Stable Diffusion)dreamstudioappThis component uses the DreamStudio (Stable Diffusion) app.
Organization IdorganizationIdstringSelect a value from the drop down menu.
Engine IdengineIdstringSelect a value from the drop down menu.
Text PromptstextPromptsstring[]

An array of valid JSON objects to use for generation. The JSON object must have the text and the weight. e.g.{"text": "A lighthouse on a cliff", "weight": 0.5}

Init ImageinitImagestring

Image used to initialize the diffusion process, in lieu of random noise. It can be an URL to the image or a path to the image file saved to the /tmp directory (e.g. /tmp/image.png). see docs here.

Cfg ScalecfgScaleinteger

How strictly the diffusion process adheres to the prompt text (higher values keep your image closer to your prompt).

Clip Guidance PresetclipGuidancePresetstringSelect a value from the drop down menu:FAST_BLUEFAST_GREENNONESIMPLESLOWSLOWERSLOWEST
SamplersamplerstringSelect a value from the drop down menu:DDIMDDPMK_DPMPP_2MK_DPMPP_2S_ANCESTRALK_DPM_2K_DPM_2_ANCESTRALK_EULERK_EULER_ANCESTRALK_HEUNK_LMS
Samplessamplesinteger

Number of images to generate

Seedseedinteger

Random noise seed (omit this option or use 0 for a random seed).

Stepsstepsinteger

Number od diffusion steps to run.

Style PresetstylePresetstringSelect a value from the drop down menu:3d-modelanalog-filmanimecinematiccomic-bookdigital-artenhancefantasy-artisometricline-artlow-polymodeling-compoundneon-punkorigamiphotographicpixel-arttile-texture
Extrasextrasobject

Extra parameters passed to the engine. These parameters are used for in-development or experimental features and may charge without werning, so please use with caution.

Init Image ModeinitImageModestringSelect a value from the drop down menu:IMAGE_STRENGTHSTEP_SCHEDULE

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.

About DreamStudio (Stable Diffusion)

DreamStudio is an easy-to-use interface for creating images using the latest version of the Stable Diffusion image generation model

More Ways to Use DreamStudio (Stable Diffusion)

Actions

Generate Image with the DreamStudio (Stable Diffusion) API

Generate a new image from a text prompt. See the documentation

 
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Upscale Image with the DreamStudio (Stable Diffusion) API

Create a higher resolution version of an input image. See the documentation

 
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