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integrationGoogle Vertex AI node
HTTP Request
integrationRoboflow node
HTTP Request

Google Vertex AI and Roboflow integration

Save yourself the work of writing custom integrations for Google Vertex AI and Roboflow and use n8n instead. Build adaptable and scalable AI workflows that work with your technology stack. All within a building experience you will love.

How to connect Google Vertex AI and Roboflow

  • Step 1: Create a new workflow
  • Step 2: Add and configure nodes
  • Step 3: Connect
  • Step 4: Customize and extend your integration
  • Step 5: Test and activate your workflow

Step 1: Create a new workflow and add the first step

In n8n, click the "Add workflow" button in the Workflows tab to create a new workflow. Add the starting point – a trigger on when your workflow should run: an app event, a schedule, a webhook call, another workflow, an AI chat, or a manual trigger. Sometimes, the HTTP Request node might already serve as your starting point.

Google Vertex AI and Roboflow integration: Create a new workflow and add the first step

Step 2: Add and configure Google Vertex AI and Roboflow nodes using the HTTP Request nodes

Add the HTTP Request nodes onto your workflow canvas. Set credentials for Google Vertex AI and Roboflow as appropriate using generic authentication methods. The HTTP Request nodes make custom API calls to Google Vertex AI and Roboflow to query the data you need. Configure nodes one by one: input data on the left, parameters in the middle, and output data on the right.

Google Vertex AI and Roboflow integration: Add and configure Google Vertex AI and Roboflow nodes

Step 3: Connect Google Vertex AI and Roboflow

A connection establishes a link between Google Vertex AI and Roboflow (or vice versa) to route data through the workflow. Data flows from the output of one node to the input of another. You can have single or multiple connections for each node.

Google Vertex AI and Roboflow integration: Connect Google Vertex AI and Roboflow

Step 4: Customize and extend your Google Vertex AI and Roboflow integration

Use n8n's core nodes such as If, Split Out, Merge, and others to transform and manipulate data. Write custom JavaScript or Python in the Code node and run it as a step in your workflow. Connect Google Vertex AI and Roboflow with any of n8n’s 1000+ integrations, and incorporate advanced AI logic into your workflows.

Google Vertex AI and Roboflow integration: Customize and extend your Google Vertex AI and Roboflow integration

Step 5: Test and activate your Google Vertex AI and Roboflow workflow

Save and run the workflow to see if everything works as expected. Based on your configuration, data should flow from Google Vertex AI and Roboflow or vice versa. Easily debug your workflow: you can check past executions to isolate and fix the mistake. Once you've tested everything, make sure to save your workflow and activate it.

Google Vertex AI and Roboflow integration: Test and activate your Google Vertex AI and Roboflow workflow

Build your own Google Vertex AI and Roboflow integration

Create custom Google Vertex AI and Roboflow workflows by choosing triggers and actions. Nodes come with global operations and settings, as well as app-specific parameters that can be configured. You can also use the HTTP Request node to query data from any app or service with a REST API.

Supported API Endpoints for Google Vertex AI

To set up Google Vertex AI integration, add the HTTP Request node to your workflow canvas and authenticate it using a generic authentication method. The HTTP Request node makes custom API calls to Google Vertex AI to query the data you need using the API endpoint URLs you provide.

Generate content
This endpoint generates content based on the input provided.
POST
/vertex-ai/generative-ai/docs/model-reference/inference

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Call function
This endpoint allows for calling functions as part of the generative tasks.
POST
/vertex-ai/generative-ai/docs/model-reference/function-calling

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Ground content
This endpoint grounds the content to ensure relevance and context.
POST
/vertex-ai/generative-ai/docs/model-reference/grounding

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

List API errors
This endpoint retrieves potential API errors that can occur during requests.
GET
/vertex-ai/generative-ai/docs/model-reference/api-errors

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Generate text embeddings
This endpoint generates embeddings for given text inputs.
POST
/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Generate multimodal embeddings
This endpoint generates embeddings that leverage multiple modalities.
POST
/vertex-ai/generative-ai/docs/model-reference/multimodal-embeddings-api

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Generate and edit images
This endpoint is used for generating and editing images based on input specifications.
POST
/vertex-ai/generative-ai/docs/model-reference/imagen-api

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Use code completions
API for generating code completion suggestions.
GET
/vertex-ai/generative-ai/docs/model-reference/code-completion

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Perform batch predictions
API for executing batch predictions on data.
GET
/vertex-ai/generative-ai/docs/model-reference/batch-prediction-api
Batch prediction
API for performing batch prediction.
POST
/vertex-ai/generative-ai/docs/model-reference/batch-prediction-api

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Tune models
API for tuning machine learning models.
GET
/vertex-ai/generative-ai/docs/model-reference/tuning
Tuning model parameters
API for tuning model parameters.
POST
/vertex-ai/generative-ai/docs/model-reference/tuning

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Rapid evaluation
API for quickly evaluating model performance.
GET
/vertex-ai/generative-ai/docs/model-reference/evaluation
Evaluate model performance
API for rapid evaluation of models.
POST
/vertex-ai/generative-ai/docs/model-reference/evaluation

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Use LlamaIndex
API for accessing the LlamaIndex for retrieval-augmented generations.
GET
/vertex-ai/generative-ai/docs/model-reference/rag-api

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Manage extensions
API for managing custom extensions.
GET
/vertex-ai/generative-ai/docs/model-reference/extension
Manage extensions
API for handling extensions.
POST
/vertex-ai/generative-ai/docs/model-reference/extension

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Count tokens
API for counting tokens in text inputs.
GET
/vertex-ai/generative-ai/docs/model-reference/count-tokens

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Use reasoning engine
API for performing reasoning tasks.
GET
/vertex-ai/generative-ai/docs/model-reference/reasoning-engine
Utilize reasoning engine
API for using the reasoning engine capabilities.
POST
/vertex-ai/generative-ai/docs/model-reference/reasoning-engine

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Use MedLM API
API for accessing medical language models.
GET
/vertex-ai/generative-ai/docs/model-reference/medlm
Access MedLM
API for accessing MedLM functionality.
POST
/vertex-ai/generative-ai/docs/model-reference/medlm

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Generate and edit images
API for generating and editing images.
POST
/vertex-ai/generative-ai/docs/model-reference/code-completion

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Access LlamaIndex
API for accessing LlamaIndex functionality.
POST
/vertex-ai/generative-ai/docs/model-reference/rag-api

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Count tokens
API for counting tokens in text.
POST
/vertex-ai/generative-ai/docs/model-reference/count-tokens

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Google Vertex AI official documentation to get a full list of all API endpoints and verify the scraped ones!

Supported API Endpoints for Roboflow

To set up Roboflow integration, add the HTTP Request node to your workflow canvas and authenticate it using a generic authentication method. The HTTP Request node makes custom API calls to Roboflow to query the data you need using the API endpoint URLs you provide.

Create a dataset
Create a new dataset in the system.
POST
/datasets/create-a-dataset-version
Delete a project
Remove a project from the system.
DELETE
/datasets/delete-a-project
Upload data
Upload data to an existing dataset.
POST
/datasets/adding-data
Search a dataset
Search for datasets using specific criteria.
GET
/datasets/dataset-search
Manage batches
Manage various batches of data within a dataset.
GET
/datasets/manage-batches
Create project
Creates a new project in the datasets.
POST
/datasets/create-a-project
Delete image
Deletes a specific image from the dataset.
DELETE
/datasets/delete-an-image
Delete version
Deletes a specific version of a dataset.
DELETE
/datasets/delete-a-version

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Roboflow official documentation to get a full list of all API endpoints and verify the scraped ones!

Initialize project
Initializes a new project in the workspace.
POST
/api-reference/projects/initialize
Create project
Creates a new project in the workspace.
POST
/api-reference/projects/create

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Roboflow official documentation to get a full list of all API endpoints and verify the scraped ones!

Upload one Image
Uploads a single image to the workspace.
POST
/api-reference/images/upload-api
Upload Dataset
Uploads a dataset of images to the workspace.
POST
/api-reference/images/upload-dataset
Upload an Annotation
Uploads an annotation for an image in the workspace.
POST
/api-reference/images/upload-an-annotation
Generate Images
Generates images based on the provided specifications.
POST
/api-reference/images/generate-images
Search images
This endpoint supports searching for images based on various criteria specified in the request.
POST
/{WORKSPACE}/search/v1

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Roboflow official documentation to get a full list of all API endpoints and verify the scraped ones!

Create a Project Version
Creates a new version of a project.
POST
/api-reference/versions/create-a-project-version

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Roboflow official documentation to get a full list of all API endpoints and verify the scraped ones!

Create workspace
Creates a new workspace.
POST
/workspaces/roboflow-workspaces
Retrieve information about workspace
This endpoint retrieves information about a workspace and its projects.
GET
/api/workspace

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Roboflow official documentation to get a full list of all API endpoints and verify the scraped ones!

Create workflow
Creates a new workflow.
POST
/workflows/create-a-workflow

These API endpoints were generated using n8n

n8n AI workflow transforms web scraping into an intelligent, AI-powered knowledge extraction system that uses vector embeddings to semantically analyze, chunk, store, and retrieve the most relevant API documentation from web pages. Remember to check the Roboflow official documentation to get a full list of all API endpoints and verify the scraped ones!

Google Vertex AI and Roboflow integration details

integrationGoogle Vertex AI node
HTTP Request
Google Vertex AI

Google Vertex AI is a unified machine learning platform that enables developers to build, deploy, and manage models efficiently. It provides a wide range of tools and services, such as AutoML and datasets, to accelerate the deployment of AI solutions.

FAQs

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