Image Processing Pipeline using Snowflake Cortex

This notebooks demonstrates the implementation of an image processing pipeline using Streams, Tasks and SNOWFLAKE.CORTEX.COMPLETE multimodal capability. (Currently in Public Preview.)

Step 1: Create Snowflake managed stage to store sample images.

Step 2: Download two sample images provided below and upload them on stage GENAI_IMAGES. Learn how

Sample images:

• https://sfquickstarts.s3.us-west-1.amazonaws.com/misc/images/other/sample-img-1.png
• https://sfquickstarts.s3.us-west-1.amazonaws.com/misc/images/other/sample-img-2.jpg

Note: Sample images provided courtesy of Dash.

Step 3: Create Stream images_stream on stage GENAI_IMAGES to detect changes.

Step 4: Create target table image_analysis to store image analysis.

Step 5: Preview image analysis produced on the sample images

Step 6: Create Task image_analysis_task to process new images uploaded on stage GENAI_IMAGES using SNOWFLAKE.CORTEX.COMPLETE() multimodal capability.

Step 7: Confirm Task status

Step 8: Download new sample image provided below and upload it on stage GENAI_IMAGES. Learn how

Sample image:

• https://sfquickstarts.s3.us-west-1.amazonaws.com/misc/images/other/sample-img-3.jpg

Note: Sample image provided courtesy of Dash.

Step 9: Preview image analysis produced on the new sample image

Step 10: Suspend task