mirror of
https://github.com/lancedb/lancedb.git
synced 2026-05-19 13:00:40 +00:00
feat: add merge_insert to the node and rust APIs (#915)
This commit is contained in:
@@ -37,6 +37,7 @@ const {
|
||||
tableCountRows,
|
||||
tableDelete,
|
||||
tableUpdate,
|
||||
tableMergeInsert,
|
||||
tableCleanupOldVersions,
|
||||
tableCompactFiles,
|
||||
tableListIndices,
|
||||
@@ -440,6 +441,38 @@ export interface Table<T = number[]> {
|
||||
*/
|
||||
update: (args: UpdateArgs | UpdateSqlArgs) => Promise<void>
|
||||
|
||||
/**
|
||||
* Runs a "merge insert" operation on the table
|
||||
*
|
||||
* This operation can add rows, update rows, and remove rows all in a single
|
||||
* transaction. It is a very generic tool that can be used to create
|
||||
* behaviors like "insert if not exists", "update or insert (i.e. upsert)",
|
||||
* or even replace a portion of existing data with new data (e.g. replace
|
||||
* all data where month="january")
|
||||
*
|
||||
* The merge insert operation works by combining new data from a
|
||||
* **source table** with existing data in a **target table** by using a
|
||||
* join. There are three categories of records.
|
||||
*
|
||||
* "Matched" records are records that exist in both the source table and
|
||||
* the target table. "Not matched" records exist only in the source table
|
||||
* (e.g. these are new data) "Not matched by source" records exist only
|
||||
* in the target table (this is old data)
|
||||
*
|
||||
* The MergeInsertArgs can be used to customize what should happen for
|
||||
* each category of data.
|
||||
*
|
||||
* Please note that the data may appear to be reordered as part of this
|
||||
* operation. This is because updated rows will be deleted from the
|
||||
* dataset and then reinserted at the end with the new values.
|
||||
*
|
||||
* @param on a column to join on. This is how records from the source
|
||||
* table and target table are matched.
|
||||
* @param data the new data to insert
|
||||
* @param args parameters controlling how the operation should behave
|
||||
*/
|
||||
mergeInsert: (on: string, data: Array<Record<string, unknown>> | ArrowTable, args: MergeInsertArgs) => Promise<void>
|
||||
|
||||
/**
|
||||
* List the indicies on this table.
|
||||
*/
|
||||
@@ -483,6 +516,36 @@ export interface UpdateSqlArgs {
|
||||
valuesSql: Record<string, string>
|
||||
}
|
||||
|
||||
export interface MergeInsertArgs {
|
||||
/**
|
||||
* If true then rows that exist in both the source table (new data) and
|
||||
* the target table (old data) will be updated, replacing the old row
|
||||
* with the corresponding matching row.
|
||||
*
|
||||
* If there are multiple matches then the behavior is undefined.
|
||||
* Currently this causes multiple copies of the row to be created
|
||||
* but that behavior is subject to change.
|
||||
*/
|
||||
whenMatchedUpdateAll?: boolean
|
||||
/**
|
||||
* If true then rows that exist only in the source table (new data)
|
||||
* will be inserted into the target table.
|
||||
*/
|
||||
whenNotMatchedInsertAll?: boolean
|
||||
/**
|
||||
* If true then rows that exist only in the target table (old data)
|
||||
* will be deleted.
|
||||
*
|
||||
* If this is a string then it will be treated as an SQL filter and
|
||||
* only rows that both do not match any row in the source table and
|
||||
* match the given filter will be deleted.
|
||||
*
|
||||
* This can be used to replace a selection of existing data with
|
||||
* new data.
|
||||
*/
|
||||
whenNotMatchedBySourceDelete?: string | boolean
|
||||
}
|
||||
|
||||
export interface VectorIndex {
|
||||
columns: string[]
|
||||
name: string
|
||||
@@ -821,6 +884,38 @@ export class LocalTable<T = number[]> implements Table<T> {
|
||||
})
|
||||
}
|
||||
|
||||
async mergeInsert (on: string, data: Array<Record<string, unknown>> | ArrowTable, args: MergeInsertArgs): Promise<void> {
|
||||
const whenMatchedUpdateAll = args.whenMatchedUpdateAll ?? false
|
||||
const whenNotMatchedInsertAll = args.whenNotMatchedInsertAll ?? false
|
||||
let whenNotMatchedBySourceDelete = false
|
||||
let whenNotMatchedBySourceDeleteFilt = null
|
||||
if (args.whenNotMatchedBySourceDelete !== undefined && args.whenNotMatchedBySourceDelete !== null) {
|
||||
whenNotMatchedBySourceDelete = true
|
||||
if (args.whenNotMatchedBySourceDelete !== true) {
|
||||
whenNotMatchedBySourceDeleteFilt = args.whenNotMatchedBySourceDelete
|
||||
}
|
||||
}
|
||||
|
||||
const schema = await this.schema
|
||||
let tbl: ArrowTable
|
||||
if (data instanceof ArrowTable) {
|
||||
tbl = data
|
||||
} else {
|
||||
tbl = makeArrowTable(data, { schema })
|
||||
}
|
||||
const buffer = await fromTableToBuffer(tbl, this._embeddings, schema)
|
||||
|
||||
this._tbl = await tableMergeInsert.call(
|
||||
this._tbl,
|
||||
on,
|
||||
whenMatchedUpdateAll,
|
||||
whenNotMatchedInsertAll,
|
||||
whenNotMatchedBySourceDelete,
|
||||
whenNotMatchedBySourceDeleteFilt,
|
||||
buffer
|
||||
)
|
||||
}
|
||||
|
||||
/**
|
||||
* Clean up old versions of the table, freeing disk space.
|
||||
*
|
||||
|
||||
Reference in New Issue
Block a user