feat: add merge_insert to the node and rust APIs (#915)

This commit is contained in:
Weston Pace
2024-02-02 13:16:51 -08:00
parent 2e75b16403
commit 18f7bad3dd
11 changed files with 565 additions and 18 deletions

View File

@@ -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.
*