Developer & DevOps

[1/3 - Anomaly detection] [1/2 - Classification algorithm classification] Upload the dataset to Qdrant (set...

25 nodes 212 109 Automatic trigger
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Workflow Description

Automation pipeline for anomaly detection and data classification that retrieves datasets from Google Cloud Storage, applies classification algorithms, filters results with conditional logic, and persists processed data to Qdrant for advanced querying and storage.

How it works

  1. 1.Trigger the workflow manually or automatically when new data arrives in Google Cloud Storage
  2. 2.Load the dataset from Google Cloud Storage and configure processing parameters
  3. 3.Execute classification algorithm and anomaly detection on the loaded dataset
  4. 4.Apply conditional filters to refine results according to predefined criteria
  5. 5.Send processed data to Qdrant for indexing and persistent storage

Use cases

  • Automatically identify unusual patterns or outliers within large datasets
  • Categorize records into predefined classifications without manual intervention

Requirements

  • Active Google Cloud Storage account with appropriate file access permissions
  • Qdrant instance connectivity and valid API credentials for authentication

Service Value

Ready-made workflow template for automation delivery and service execution.

Apps Used

Google Cloud Storage

Details

Trigger Automatic trigger
Nodes 25
Apps 1
Views 212
Downloads 109

How to Use

  1. 1.Click "Download Template"
  2. 2.Open your n8n dashboard
  3. 3.Go to Workflows > Import from File
  4. 4.Select downloaded file and configure credentials

Nodes Used (25)

/

When clicking ‘Test workflow’

Manual Trigger

#1

Google Cloud Storage

Google Cloud Storage

#2

Get fields for Qdrant

Set

#3

Qdrant cluster variables

Set

#4

Embed crop image

HTTP Request

#5

Create Qdrant Collection

HTTP Request

#6

Check Qdrant Collection Existence

HTTP Request

#7

Batches in the API's format

Set

#8

Batch Upload to Qdrant

HTTP Request

#9

Split in batches, generate uuids for Qdrant points

Code

#10

If collection exists

If

#11

Sticky Note

Sticky Note

#12

Payload index on crop_name

HTTP Request

#13

Sticky Note1

Sticky Note

#14

Sticky Note2

Sticky Note

#15

Sticky Note3

Sticky Note

#16

Sticky Note4

Sticky Note

#17

Sticky Note5

Sticky Note

#18

Sticky Note6

Sticky Note

#19

Sticky Note7

Sticky Note

#20

Sticky Note9

Sticky Note

#21

Sticky Note11

Sticky Note

#22

Filtering out tomato to test anomalies

Filter

#23

Sticky Note8

Sticky Note

#24

Sticky Note10

Sticky Note

#25

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