From 3b87b8c920161ba7d0dc290b0134d425f17d2946 Mon Sep 17 00:00:00 2001 From: D-K-P <8297864+D-K-P@users.noreply.github.com> Date: Tue, 15 Apr 2025 17:16:20 +0100 Subject: [PATCH] Added meme generator example --- docs/docs.json | 1 + .../meme-generator-human-in-the-loop.mdx | 59 ++++++++++++++++++ docs/images/slack-meme-approval.png | Bin 0 -> 92415 bytes 3 files changed, 60 insertions(+) create mode 100644 docs/guides/example-projects/meme-generator-human-in-the-loop.mdx create mode 100644 docs/images/slack-meme-approval.png diff --git a/docs/docs.json b/docs/docs.json index d4ce73664c..2b2d9b5a9a 100644 --- a/docs/docs.json +++ b/docs/docs.json @@ -321,6 +321,7 @@ "guides/example-projects/batch-llm-evaluator", "guides/example-projects/claude-thinking-chatbot", "guides/example-projects/human-in-the-loop-workflow", + "guides/example-projects/meme-generator-human-in-the-loop", "guides/example-projects/realtime-csv-importer", "guides/example-projects/realtime-fal-ai", "guides/example-projects/turborepo-monorepo-prisma", diff --git a/docs/guides/example-projects/meme-generator-human-in-the-loop.mdx b/docs/guides/example-projects/meme-generator-human-in-the-loop.mdx new file mode 100644 index 0000000000..76b5e336f0 --- /dev/null +++ b/docs/guides/example-projects/meme-generator-human-in-the-loop.mdx @@ -0,0 +1,59 @@ +--- +title: "Meme generator with human-in-the-loop approval" +sidebarTitle: "AI meme generator" +description: "This example project creates memes using OpenAI's DALL-E 3 with a human-in-the-loop approval workflow built using Trigger.dev waitpoint tokens." +--- + +import UpgradeToV4Note from "/snippets/upgrade-to-v4-note.mdx"; + + + +## Overview + +This demo is a full stack example that uses the following: + +- A [Next.js](https://nextjs.org/) app, with an [endpoint](https://github.com/triggerdotdev/examples/blob/main/meme-generator-human-in-the-loop/src/app/endpoints/[slug]/page.tsx) for approving the generated memes +- [Trigger.dev](https://trigger.dev) tasks to generate the images and orchestrate the waitpoint workflow +- [OpenAI DALL-E 3](https://platform.openai.com/docs/guides/images) for generating the images +- A [Slack app](https://api.slack.com/quickstart) for the human-in-the-loop step, with the approval buttons linked to the endpoint + +## GitHub repo + + + Click here to view the full code for this project in our examples repository on GitHub. You can + fork it and use it as a starting point for your own project. + + +## Post to Slack + +![Meme Generator with Human-in-the-Loop Approval](/images/slack-meme-approval.png) + +## Relevant code + +- **Meme generator task**: + + - The [memegenerator.ts](https://github.com/triggerdotdev/examples/blob/main/meme-generator-human-in-the-loop/src/trigger/memegenerator.ts) task: + - Generates two meme variants using DALL-E 3 + - Uses [batchTriggerAndWait](/triggering#yourtask-batchtriggerandwait) to generate multiple meme variants simultaneously (this is because you can only generate 1 image at a time with DALL-E 3) + - Creates a [waitpoint token](/wait-for-token) + - Sends the generated images with approval buttons to Slack for review + - Handles the approval workflow + +- **Approval Endpoint**: + - The waitpoint approval handling is in [page.tsx](https://github.com/triggerdotdev/examples/blob/main/meme-generator-human-in-the-loop/src/app/endpoints/[slug]/page.tsx), which processes: + - User selections from Slack buttons + - Waitpoint completion with the chosen meme variant + - Success/failure feedback to the approver + +## Learn more + +To learn more, take a look at the following resources: + +- [Waitpoint tokens](/wait-for-token) - learn about waitpoint tokens in Trigger.dev and human-in-the-loop flows +- [OpenAI DALL-E API](https://platform.openai.com/docs/guides/images) - learn about the DALL-E image generation API +- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API +- [Slack Incoming Webhooks](https://api.slack.com/messaging/webhooks) - learn about integrating with Slack diff --git a/docs/images/slack-meme-approval.png b/docs/images/slack-meme-approval.png new file mode 100644 index 0000000000000000000000000000000000000000..411407c9798048859c6e8e90b3216b4e25230acc GIT binary patch literal 92415 zcmZs?18^o!^eFm$@y5;<+t$XmZQHh!-Pq2?+1R#i+s?+;#&>`J_g=kQx9-%`^i*T! 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