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docs: state what a computed column promises
The declaration API shipped without a runnable example, and none of the three binding docs said when values appear, what happens to them when an input changes, which schema operations a declaration blocks, or that the feature is local-only. Those are the questions a caller has to answer before using it. Adds Rust doctests on both entry points and the same semantics to the Python and TypeScript parameter docs, plus a worked Python example. Also adds the abstract refresh_column that both concrete Python tables already implemented, so the surface is declared in one place and the cross-references resolve.
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@@ -69,6 +69,19 @@ abstract addColumns(newColumnTransforms): Promise<AddColumnsResult>
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Add new columns with defined values.
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The `{ computed }` form stores the expression rather than evaluating it
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now: the column is committed with no values, and rows get them from
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[Table#refreshColumn](Table.md#refreshcolumn). Declaring one therefore costs the same on a
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large table as on an empty one.
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A refresh does not revisit rows it has already filled, so mutating an
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input leaves the value computed at fill time; recomputing means dropping
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the column and declaring it again. While a declaration reads a column,
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that column cannot be renamed, retyped or dropped.
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Computed columns are local-only: LanceDB Cloud and Enterprise reject a
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declaration.
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#### Parameters
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* **newColumnTransforms**:
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@@ -82,6 +95,7 @@ Add new columns with defined values.
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- A single Arrow Field defining one column with its data type (column will be initialized with null values)
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- An array of Arrow Fields defining columns with their data types (columns will be initialized with null values)
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- An Arrow Schema defining columns with their data types (columns will be initialized with null values)
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- `{ computed }`, declaring columns defined by a SQL expression whose type and inputs are derived from it
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#### Returns
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@@ -90,6 +104,13 @@ Add new columns with defined values.
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A promise that resolves to an object
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containing the new version number of the table after adding the columns.
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#### Example
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```ts
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await table.addColumns({ computed: [{ name: "doubled", valueSql: "x * 2" }] });
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const { rowsFilled } = await table.refreshColumn("doubled");
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```
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***
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### alterColumns()
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@@ -729,7 +750,11 @@ for await (const batch of table.query()) {
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abstract refreshColumn(column): Promise<RefreshColumnResult>
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```
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Compute and store values for a computed column's unfilled rows.
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Fill the rows of a computed column that hold no value yet.
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Rows appended since the last refresh are filled by the next one; rows
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already filled are left as they are, so the call is idempotent and does
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not observe a mutated input. Local tables only.
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#### Parameters
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+24
-1
@@ -526,13 +526,32 @@ export abstract class Table {
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abstract vectorSearch(vector: IntoVector | MultiVector): VectorQuery;
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/**
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* Add new columns with defined values.
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*
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* The `{ computed }` form stores the expression rather than evaluating it
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* now: the column is committed with no values, and rows get them from
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* {@link Table#refreshColumn}. Declaring one therefore costs the same on a
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* large table as on an empty one.
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*
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* A refresh does not revisit rows it has already filled, so mutating an
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* input leaves the value computed at fill time; recomputing means dropping
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* the column and declaring it again. While a declaration reads a column,
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* that column cannot be renamed, retyped or dropped.
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*
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* Computed columns are local-only: LanceDB Cloud and Enterprise reject a
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* declaration.
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* @param {AddColumnsSql[] | Field | Field[] | Schema} newColumnTransforms Either:
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* - An array of objects with column names and SQL expressions to calculate values
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* - A single Arrow Field defining one column with its data type (column will be initialized with null values)
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* - An array of Arrow Fields defining columns with their data types (columns will be initialized with null values)
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* - An Arrow Schema defining columns with their data types (columns will be initialized with null values)
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* - `{ computed }`, declaring columns defined by a SQL expression whose type and inputs are derived from it
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* @returns {Promise<AddColumnsResult>} A promise that resolves to an object
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* containing the new version number of the table after adding the columns.
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* @example
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* ```ts
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* await table.addColumns({ computed: [{ name: "doubled", valueSql: "x * 2" }] });
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* const { rowsFilled } = await table.refreshColumn("doubled");
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* ```
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*/
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abstract addColumns(
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newColumnTransforms:
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@@ -544,7 +563,11 @@ export abstract class Table {
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): Promise<AddColumnsResult>;
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/**
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* Compute and store values for a computed column's unfilled rows.
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* Fill the rows of a computed column that hold no value yet.
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*
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* Rows appended since the last refresh are filled by the next one; rows
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* already filled are left as they are, so the call is idempotent and does
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* not observe a mutated input. Local tables only.
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* @param {string} column The name of the computed column to fill.
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* @returns {Promise<RefreshColumnResult>} A promise that resolves to the
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* number of rows filled and the new version number of the table.
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@@ -1938,11 +1938,68 @@ class Table(ABC):
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Alternatively, a pyarrow Field or Schema can be provided to add
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new columns with the specified data types. The new columns will
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be initialized with null values.
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computed: Dict[str, str], optional
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A map of column name to a SQL expression defining the column. The
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column's type and inputs are derived from the expression, so no
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data type is supplied.
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Unlike ``transforms``, the expression is stored rather than
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evaluated now: the column is committed with no values, and rows get
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them from [`refresh_column`][lancedb.table.Table.refresh_column].
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Declaring one therefore costs the same on a large table as on an
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empty one.
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A refresh does not revisit rows it has already filled, so mutating
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an input leaves the value computed at fill time; recomputing means
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dropping the column and declaring it again. While a declaration
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reads a column, that column cannot be renamed, retyped or dropped.
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Local tables only; LanceDB Cloud and Enterprise raise
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``NotImplementedError``. Cannot be combined with ``transforms``.
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Returns
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-------
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AddColumnsResult
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version: the new version number of the table after adding columns.
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Examples
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--------
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>>> import lancedb
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>>> db = lancedb.connect("./.lancedb")
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>>> table = db.create_table("computed_demo", [{"x": 1}, {"x": 2}])
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>>> table.add_columns(computed={"doubled": "x * 2"})
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AddColumnsResult(version=2)
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>>> table.refresh_column("doubled")
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RefreshColumnResult(rows_filled=2, version=3)
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>>> table.to_arrow().sort_by("x").to_pandas()
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x doubled
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0 1 2
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1 2 4
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"""
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@abstractmethod
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def refresh_column(self, column: str) -> "RefreshColumnResult":
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"""
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Fill the rows of a computed column that hold no value yet.
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Declared with ``add_columns(computed=...)``, a column starts empty and
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gets its values here. Rows appended since the last refresh are filled
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by the next one; rows already filled are left as they are, so the call
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is idempotent and does not observe a mutated input.
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Local tables only; LanceDB Cloud and Enterprise raise
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``NotImplementedError``.
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Parameters
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----------
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column: str
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The name of the computed column to fill.
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Returns
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-------
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RefreshColumnResult
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rows_filled: the number of rows given a value.
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version: the new version number of the table.
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"""
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@abstractmethod
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@@ -5896,6 +5953,21 @@ class AsyncTable:
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each row in the table, and can reference existing columns.
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Alternatively, you can pass a pyarrow field or schema to add
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new columns with NULLs.
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computed: Dict[str, str], optional
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A map of column name to a SQL expression defining the column. The
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column's type and inputs are derived from the expression.
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Unlike ``transforms``, the expression is stored rather than
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evaluated now: the column is committed with no values, and rows get
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them from
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[`refresh_column`][lancedb.table.AsyncTable.refresh_column].
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A refresh does not revisit rows it has already filled, so mutating
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an input leaves the value computed at fill time. While a
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declaration reads a column, that column cannot be renamed, retyped
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or dropped.
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Local tables only. Cannot be combined with ``transforms``.
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Returns
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-------
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@@ -5924,7 +5996,15 @@ class AsyncTable:
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async def refresh_column(self, column: str) -> RefreshColumnResult:
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"""
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Compute and store values for a computed column's unfilled rows.
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Fill the rows of a computed column that hold no value yet.
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Declared with ``add_columns(computed=...)``, a column starts empty and
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gets its values here. Rows appended since the last refresh are filled
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by the next one; rows already filled are left as they are, so the call
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is idempotent and does not observe a mutated input.
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Local tables only; LanceDB Cloud and Enterprise raise
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``NotImplementedError``.
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Parameters
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----------
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@@ -50,6 +50,34 @@ impl AddColumnsBuilder {
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/// Add a column defined by `expression`, evaluated by a later refresh
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/// rather than by this commit. Its type and inputs are derived from the
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/// expression.
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///
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/// The column is committed with no values, so declaring one costs the same
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/// on an empty table as on a large one. Rows get values from
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/// [`Table::refresh_column`](super::Table::refresh_column), which fills
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/// every fragment that has none -- including fragments appended since the
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/// last refresh.
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///
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/// Refresh does not revisit a fragment it has filled, so mutating an input
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/// leaves the value computed at fill time; recomputing means dropping the
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/// column and declaring it again. An input cannot be renamed, retyped or
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/// dropped while a declaration reads it, since the expression names it.
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///
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/// Local tables only: LanceDB Cloud and Enterprise reject a declaration
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/// with `NotSupported`.
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///
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/// ```
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/// # use lancedb::Table;
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/// # async fn declare(table: &Table) -> Result<(), Box<dyn std::error::Error>> {
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/// table
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/// .add_columns()
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/// .computed("doubled", "x * 2")
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/// .execute()
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/// .await?;
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/// let filled = table.refresh_column("doubled").await?;
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/// println!("filled {} rows", filled.rows_filled);
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/// # Ok(())
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/// # }
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/// ```
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pub fn computed(mut self, name: impl Into<String>, expression: impl Into<String>) -> Self {
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self.computed.push((name.into(), expression.into()));
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self
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