Generating Titles and Descriptions for Images
Improve the discoverability of images in your SearchBlox Enterprise Search by using this feature. This feature uses AI (Large Language Models) to analyze images and automatically create accurate titles and descriptions.
Prerequisites:
- Download and install SearchBlox Service and set-up the configurations by creating a collection and indexing documents.
- Access to a Google Colaboratory (Colab) account with GPU runtime enabled. To download Colab Notebook click on the following link:
SearchAI_Image
Steps to Use the Google Colab Notebook
-
To connect to a runtime, click on the
connect
button on the upper-right corner as shown in the following: -
Choose the GPU accelerated runtime by clicking
Runtime>Change runtime
type.
NOTE: The code can only run on an GPU accelerated runtime. -
Run the first code block under the
install the required libraries
section, by clicking theplay button
marked in red to execute the code block, as shown in the following screenshot: -
Execute the
import the libraries
code block similar to the above. -
Under
user credentials
code block, input yourhost address
,port number
andusername
andpassword
inside theauth()
variable. Enter the desiredcollection id
for theindex_name
variable as shown in the following example: -
Execute the
checking cluster health
code block. -
Execute the
retrieving and cleaning the data
code block. -
Execute the
loading the model
code block. -
Execute the
prompts for the desired outputs
code block. -
Execute the
Generating the relevant output and pushing it onto the metadata
code block.
Steps to View the Results
-
After completing the execution of previous section , navigate to the
SearchBlox Console > Manage Collection
, look for the Collection which was used with images and click on thesearch icon
on that collection as shown in the following example. -
To activate the debug mode, follow the following steps:
-
Click on the
search icon
on the collection. -
Log in to the search interface.
-
Append
&debug=TRUE
at the end of the URL.
-
-
To Review AI-Generated Metadata, search for the term
ml_image_
. You should see the two entities with the AI-generated metadata.
Updated 5 months ago