Pinecone Upsert

Overview

You can use this Snap to process the vector from the input document and store these vectors and their corresponding metadata in the specified index name (and namespace) connected with the Pinecone Account. You can use this Snap in an RAG-based LLM (Large Language Model) pipeline where the input vectors are from the output of an Embedder Snap.


Pinecone Upsert Overview

  • Write-type Snap
  • Works in Ultra Tasks when the Batch size is set to 1.

Prerequisites

None.

Snap views

View Description Examples of upstream and downstream Snaps
Input This Snap has at the most one document input view. The input vector must have the same dimension as the connected database. Mapper
Output This Snap has at the most one document output view. Writes the vector data and the associated metadata in the specified index name (and namespace) connected with the Pinecone Account. Mapper
Error

Error handling is a generic way to handle errors without losing data or failing the Snap execution. You can handle the errors that the Snap might encounter when running the pipeline by choosing one of the following options from the When errors occur list under the Views tab. The available options are:

  • Stop Pipeline Execution Stops the current pipeline execution when an error occurs.
  • Discard Error Data and Continue Ignores the error, discards that record, and continues with the remaining records.
  • Route Error Data to Error View Routes the error data to an error view without stopping the Snap execution.

Learn more about Error handling in Pipelines.

Snap settings

Legend:
  • Suggestion icon (): Indicates a list that is dynamically populated based on the configuration.
  • Expression icon (): Indicates whether the value is an expression (if enabled) or a static value (if disabled). Learn more about Using Expressions in SnapLogic.
  • Add icon (Plus Icon): Indicates that you can add fields in the field set.
  • Remove icon (Minus Icon): Indicates that you can remove fields from the field set.
Field / field set Type Description
Label String

Required. Specify a unique name for the Snap. Modify this to be more appropriate, especially if more than one of the same Snaps is in the pipeline.

Default value: Pinecone Upsert

Example: ProductSimilarityRecommendation
Index name String/Expression/Suggestion

Required. Specify the name of the index into which to upsert records.

Default value: N/A

Example: product_embeddings
Namespace String/Expression/Suggestion

Specify the namespace to upsert records into for the provided index. The default namespace is used if left blank or null.

Default value: N/A

Example: product_embeddings
Batch size String/Expression

Specify the number of documents the Snap will batch before processing a request.

Note: Set the Batch size to 1 if your pipelines run in Ultra mode.

Maximum value: 100

Default value: N/A

Example: 10
Snap execution Dropdown list
Select one of the three modes in which the Snap executes. Available options are:
  • Validate & Execute: Performs limited execution of the Snap and generates a data preview during pipeline validation. Subsequently, performs full execution of the Snap (unlimited records) during pipeline runtime.
  • Execute only: Performs full execution of the Snap during pipeline execution without generating preview data.
  • Disabled: Disables the Snap and all Snaps that are downstream from it.

Default value: Validate & Execute

Example: Execute only

Examples