Indexes API¶
C-SPANN index configuration.
langchain_cockroachdb.indexes.CSPANNIndex
¶
CockroachDB C-SPANN vector index configuration.
C-SPANN (CockroachDB SPANN) is CockroachDB's vector indexing algorithm for real-time indexing of billions of vectors in distributed systems. Based on Microsoft's SPANN (Space Partition with Approximate Nearest Neighbor).
__init__(distance_strategy=DistanceStrategy.COSINE, min_partition_size=None, max_partition_size=None, name=None)
¶
Initialize C-SPANN index configuration.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
distance_strategy
|
DistanceStrategy
|
Distance metric to use |
COSINE
|
min_partition_size
|
int | None
|
Minimum partition size for C-SPANN |
None
|
max_partition_size
|
int | None
|
Maximum partition size for C-SPANN |
None
|
name
|
str | None
|
Optional custom index name |
None
|
get_create_index_sql(table_name, column_name, *, schema='public', prefix_columns=None)
¶
Generate CREATE VECTOR INDEX SQL.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
table_name
|
str
|
Target table name |
required |
column_name
|
str
|
Vector column name |
required |
schema
|
str
|
Database schema |
'public'
|
prefix_columns
|
list[str] | None
|
Optional prefix columns for multi-tenant indexes |
None
|
Returns:
| Type | Description |
|---|---|
str
|
SQL statement to create the index |
get_drop_index_sql(table_name, column_name, *, schema='public')
¶
Generate DROP INDEX SQL.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
table_name
|
str
|
Target table name |
required |
column_name
|
str
|
Vector column name |
required |
schema
|
str
|
Database schema |
'public'
|
Returns:
| Type | Description |
|---|---|
str
|
SQL statement to drop the index |
langchain_cockroachdb.indexes.DistanceStrategy
¶
Distance Strategies¶
| Strategy | Operator | Best For |
|---|---|---|
COSINE |
<=> |
Normalized vectors (most embeddings) |
EUCLIDEAN |
<-> |
Spatial data, L2 distance |
INNER_PRODUCT |
<#> |
Pre-normalized vectors |
Examples¶
See Vector Indexes Guide for complete examples.