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lancedb/nodejs/lancedb/sanitize.ts
Will Jones 15f8f4d627 ci: check license headers (#2076)
Based on the same workflow in Lance.
2025-01-29 08:27:07 -08:00

584 lines
17 KiB
TypeScript

// SPDX-License-Identifier: Apache-2.0
// SPDX-FileCopyrightText: Copyright The LanceDB Authors
// The utilities in this file help sanitize data from the user's arrow
// library into the types expected by vectordb's arrow library. Node
// generally allows for mulitple versions of the same library (and sometimes
// even multiple copies of the same version) to be installed at the same
// time. However, arrow-js uses instanceof which expected that the input
// comes from the exact same library instance. This is not always the case
// and so we must sanitize the input to ensure that it is compatible.
import { BufferType, Data } from "apache-arrow";
import type { IntBitWidth, TKeys, TimeBitWidth } from "apache-arrow/type";
import {
Binary,
Bool,
DataLike,
DataType,
DateDay,
DateMillisecond,
type DateUnit,
Date_,
Decimal,
DenseUnion,
Dictionary,
Duration,
DurationMicrosecond,
DurationMillisecond,
DurationNanosecond,
DurationSecond,
Field,
FixedSizeBinary,
FixedSizeList,
Float,
Float16,
Float32,
Float64,
Int,
Int8,
Int16,
Int32,
Int64,
Interval,
IntervalDayTime,
IntervalYearMonth,
List,
Map_,
Null,
type Precision,
RecordBatch,
RecordBatchLike,
Schema,
SchemaLike,
SparseUnion,
Struct,
Table,
TableLike,
Time,
TimeMicrosecond,
TimeMillisecond,
TimeNanosecond,
TimeSecond,
Timestamp,
TimestampMicrosecond,
TimestampMillisecond,
TimestampNanosecond,
TimestampSecond,
Type,
Uint8,
Uint16,
Uint32,
Uint64,
Union,
Utf8,
} from "./arrow";
export function sanitizeMetadata(
metadataLike?: unknown,
): Map<string, string> | undefined {
if (metadataLike === undefined || metadataLike === null) {
return undefined;
}
if (!(metadataLike instanceof Map)) {
throw Error("Expected metadata, if present, to be a Map<string, string>");
}
for (const item of metadataLike) {
if (!(typeof item[0] === "string" || !(typeof item[1] === "string"))) {
throw Error(
"Expected metadata, if present, to be a Map<string, string> but it had non-string keys or values",
);
}
}
return metadataLike as Map<string, string>;
}
export function sanitizeInt(typeLike: object) {
if (
!("bitWidth" in typeLike) ||
typeof typeLike.bitWidth !== "number" ||
!("isSigned" in typeLike) ||
typeof typeLike.isSigned !== "boolean"
) {
throw Error(
"Expected an Int Type to have a `bitWidth` and `isSigned` property",
);
}
return new Int(typeLike.isSigned, typeLike.bitWidth as IntBitWidth);
}
export function sanitizeFloat(typeLike: object) {
if (!("precision" in typeLike) || typeof typeLike.precision !== "number") {
throw Error("Expected a Float Type to have a `precision` property");
}
return new Float(typeLike.precision as Precision);
}
export function sanitizeDecimal(typeLike: object) {
if (
!("scale" in typeLike) ||
typeof typeLike.scale !== "number" ||
!("precision" in typeLike) ||
typeof typeLike.precision !== "number" ||
!("bitWidth" in typeLike) ||
typeof typeLike.bitWidth !== "number"
) {
throw Error(
"Expected a Decimal Type to have `scale`, `precision`, and `bitWidth` properties",
);
}
return new Decimal(typeLike.scale, typeLike.precision, typeLike.bitWidth);
}
export function sanitizeDate(typeLike: object) {
if (!("unit" in typeLike) || typeof typeLike.unit !== "number") {
throw Error("Expected a Date type to have a `unit` property");
}
return new Date_(typeLike.unit as DateUnit);
}
export function sanitizeTime(typeLike: object) {
if (
!("unit" in typeLike) ||
typeof typeLike.unit !== "number" ||
!("bitWidth" in typeLike) ||
typeof typeLike.bitWidth !== "number"
) {
throw Error(
"Expected a Time type to have `unit` and `bitWidth` properties",
);
}
return new Time(typeLike.unit, typeLike.bitWidth as TimeBitWidth);
}
export function sanitizeTimestamp(typeLike: object) {
if (!("unit" in typeLike) || typeof typeLike.unit !== "number") {
throw Error("Expected a Timestamp type to have a `unit` property");
}
let timezone = null;
if ("timezone" in typeLike && typeof typeLike.timezone === "string") {
timezone = typeLike.timezone;
}
return new Timestamp(typeLike.unit, timezone);
}
export function sanitizeTypedTimestamp(
typeLike: object,
// eslint-disable-next-line @typescript-eslint/naming-convention
Datatype:
| typeof TimestampNanosecond
| typeof TimestampMicrosecond
| typeof TimestampMillisecond
| typeof TimestampSecond,
) {
let timezone = null;
if ("timezone" in typeLike && typeof typeLike.timezone === "string") {
timezone = typeLike.timezone;
}
return new Datatype(timezone);
}
export function sanitizeInterval(typeLike: object) {
if (!("unit" in typeLike) || typeof typeLike.unit !== "number") {
throw Error("Expected an Interval type to have a `unit` property");
}
return new Interval(typeLike.unit);
}
export function sanitizeList(typeLike: object) {
if (!("children" in typeLike) || !Array.isArray(typeLike.children)) {
throw Error(
"Expected a List type to have an array-like `children` property",
);
}
if (typeLike.children.length !== 1) {
throw Error("Expected a List type to have exactly one child");
}
return new List(sanitizeField(typeLike.children[0]));
}
export function sanitizeStruct(typeLike: object) {
if (!("children" in typeLike) || !Array.isArray(typeLike.children)) {
throw Error(
"Expected a Struct type to have an array-like `children` property",
);
}
return new Struct(typeLike.children.map((child) => sanitizeField(child)));
}
export function sanitizeUnion(typeLike: object) {
if (
!("typeIds" in typeLike) ||
!("mode" in typeLike) ||
typeof typeLike.mode !== "number"
) {
throw Error(
"Expected a Union type to have `typeIds` and `mode` properties",
);
}
if (!("children" in typeLike) || !Array.isArray(typeLike.children)) {
throw Error(
"Expected a Union type to have an array-like `children` property",
);
}
return new Union(
typeLike.mode,
// biome-ignore lint/suspicious/noExplicitAny: skip
typeLike.typeIds as any,
typeLike.children.map((child) => sanitizeField(child)),
);
}
export function sanitizeTypedUnion(
typeLike: object,
// eslint-disable-next-line @typescript-eslint/naming-convention
UnionType: typeof DenseUnion | typeof SparseUnion,
) {
if (!("typeIds" in typeLike)) {
throw Error(
"Expected a DenseUnion/SparseUnion type to have a `typeIds` property",
);
}
if (!("children" in typeLike) || !Array.isArray(typeLike.children)) {
throw Error(
"Expected a DenseUnion/SparseUnion type to have an array-like `children` property",
);
}
return new UnionType(
typeLike.typeIds as Int32Array | number[],
typeLike.children.map((child) => sanitizeField(child)),
);
}
export function sanitizeFixedSizeBinary(typeLike: object) {
if (!("byteWidth" in typeLike) || typeof typeLike.byteWidth !== "number") {
throw Error(
"Expected a FixedSizeBinary type to have a `byteWidth` property",
);
}
return new FixedSizeBinary(typeLike.byteWidth);
}
export function sanitizeFixedSizeList(typeLike: object) {
if (!("listSize" in typeLike) || typeof typeLike.listSize !== "number") {
throw Error("Expected a FixedSizeList type to have a `listSize` property");
}
if (!("children" in typeLike) || !Array.isArray(typeLike.children)) {
throw Error(
"Expected a FixedSizeList type to have an array-like `children` property",
);
}
if (typeLike.children.length !== 1) {
throw Error("Expected a FixedSizeList type to have exactly one child");
}
return new FixedSizeList(
typeLike.listSize,
sanitizeField(typeLike.children[0]),
);
}
export function sanitizeMap(typeLike: object) {
if (!("children" in typeLike) || !Array.isArray(typeLike.children)) {
throw Error(
"Expected a Map type to have an array-like `children` property",
);
}
if (!("keysSorted" in typeLike) || typeof typeLike.keysSorted !== "boolean") {
throw Error("Expected a Map type to have a `keysSorted` property");
}
return new Map_(
// biome-ignore lint/suspicious/noExplicitAny: skip
typeLike.children.map((field) => sanitizeField(field)) as any,
typeLike.keysSorted,
);
}
export function sanitizeDuration(typeLike: object) {
if (!("unit" in typeLike) || typeof typeLike.unit !== "number") {
throw Error("Expected a Duration type to have a `unit` property");
}
return new Duration(typeLike.unit);
}
export function sanitizeDictionary(typeLike: object) {
if (!("id" in typeLike) || typeof typeLike.id !== "number") {
throw Error("Expected a Dictionary type to have an `id` property");
}
if (!("indices" in typeLike) || typeof typeLike.indices !== "object") {
throw Error("Expected a Dictionary type to have an `indices` property");
}
if (!("dictionary" in typeLike) || typeof typeLike.dictionary !== "object") {
throw Error("Expected a Dictionary type to have an `dictionary` property");
}
if (!("isOrdered" in typeLike) || typeof typeLike.isOrdered !== "boolean") {
throw Error("Expected a Dictionary type to have an `isOrdered` property");
}
return new Dictionary(
sanitizeType(typeLike.dictionary),
sanitizeType(typeLike.indices) as TKeys,
typeLike.id,
typeLike.isOrdered,
);
}
// biome-ignore lint/suspicious/noExplicitAny: skip
export function sanitizeType(typeLike: unknown): DataType<any> {
if (typeof typeLike !== "object" || typeLike === null) {
throw Error("Expected a Type but object was null/undefined");
}
if (
!("typeId" in typeLike) ||
!(
typeof typeLike.typeId !== "function" ||
typeof typeLike.typeId !== "number"
)
) {
throw Error("Expected a Type to have a typeId property");
}
let typeId: Type;
if (typeof typeLike.typeId === "function") {
typeId = (typeLike.typeId as () => unknown)() as Type;
} else if (typeof typeLike.typeId === "number") {
typeId = typeLike.typeId as Type;
} else {
throw Error("Type's typeId property was not a function or number");
}
switch (typeId) {
case Type.NONE:
throw Error("Received a Type with a typeId of NONE");
case Type.Null:
return new Null();
case Type.Int:
return sanitizeInt(typeLike);
case Type.Float:
return sanitizeFloat(typeLike);
case Type.Binary:
return new Binary();
case Type.Utf8:
return new Utf8();
case Type.Bool:
return new Bool();
case Type.Decimal:
return sanitizeDecimal(typeLike);
case Type.Date:
return sanitizeDate(typeLike);
case Type.Time:
return sanitizeTime(typeLike);
case Type.Timestamp:
return sanitizeTimestamp(typeLike);
case Type.Interval:
return sanitizeInterval(typeLike);
case Type.List:
return sanitizeList(typeLike);
case Type.Struct:
return sanitizeStruct(typeLike);
case Type.Union:
return sanitizeUnion(typeLike);
case Type.FixedSizeBinary:
return sanitizeFixedSizeBinary(typeLike);
case Type.FixedSizeList:
return sanitizeFixedSizeList(typeLike);
case Type.Map:
return sanitizeMap(typeLike);
case Type.Duration:
return sanitizeDuration(typeLike);
case Type.Dictionary:
return sanitizeDictionary(typeLike);
case Type.Int8:
return new Int8();
case Type.Int16:
return new Int16();
case Type.Int32:
return new Int32();
case Type.Int64:
return new Int64();
case Type.Uint8:
return new Uint8();
case Type.Uint16:
return new Uint16();
case Type.Uint32:
return new Uint32();
case Type.Uint64:
return new Uint64();
case Type.Float16:
return new Float16();
case Type.Float32:
return new Float32();
case Type.Float64:
return new Float64();
case Type.DateMillisecond:
return new DateMillisecond();
case Type.DateDay:
return new DateDay();
case Type.TimeNanosecond:
return new TimeNanosecond();
case Type.TimeMicrosecond:
return new TimeMicrosecond();
case Type.TimeMillisecond:
return new TimeMillisecond();
case Type.TimeSecond:
return new TimeSecond();
case Type.TimestampNanosecond:
return sanitizeTypedTimestamp(typeLike, TimestampNanosecond);
case Type.TimestampMicrosecond:
return sanitizeTypedTimestamp(typeLike, TimestampMicrosecond);
case Type.TimestampMillisecond:
return sanitizeTypedTimestamp(typeLike, TimestampMillisecond);
case Type.TimestampSecond:
return sanitizeTypedTimestamp(typeLike, TimestampSecond);
case Type.DenseUnion:
return sanitizeTypedUnion(typeLike, DenseUnion);
case Type.SparseUnion:
return sanitizeTypedUnion(typeLike, SparseUnion);
case Type.IntervalDayTime:
return new IntervalDayTime();
case Type.IntervalYearMonth:
return new IntervalYearMonth();
case Type.DurationNanosecond:
return new DurationNanosecond();
case Type.DurationMicrosecond:
return new DurationMicrosecond();
case Type.DurationMillisecond:
return new DurationMillisecond();
case Type.DurationSecond:
return new DurationSecond();
default:
throw new Error("Unrecoginized type id in schema: " + typeId);
}
}
export function sanitizeField(fieldLike: unknown): Field {
if (fieldLike instanceof Field) {
return fieldLike;
}
if (typeof fieldLike !== "object" || fieldLike === null) {
throw Error("Expected a Field but object was null/undefined");
}
if (
!("type" in fieldLike) ||
!("name" in fieldLike) ||
!("nullable" in fieldLike)
) {
throw Error(
"The field passed in is missing a `type`/`name`/`nullable` property",
);
}
const type = sanitizeType(fieldLike.type);
const name = fieldLike.name;
if (!(typeof name === "string")) {
throw Error("The field passed in had a non-string `name` property");
}
const nullable = fieldLike.nullable;
if (!(typeof nullable === "boolean")) {
throw Error("The field passed in had a non-boolean `nullable` property");
}
let metadata;
if ("metadata" in fieldLike) {
metadata = sanitizeMetadata(fieldLike.metadata);
}
return new Field(name, type, nullable, metadata);
}
/**
* Convert something schemaLike into a Schema instance
*
* This method is often needed even when the caller is using a Schema
* instance because they might be using a different instance of apache-arrow
* than lancedb is using.
*/
export function sanitizeSchema(schemaLike: SchemaLike): Schema {
if (schemaLike instanceof Schema) {
return schemaLike;
}
if (typeof schemaLike !== "object" || schemaLike === null) {
throw Error("Expected a Schema but object was null/undefined");
}
if (!("fields" in schemaLike)) {
throw Error(
"The schema passed in does not appear to be a schema (no 'fields' property)",
);
}
let metadata;
if ("metadata" in schemaLike) {
metadata = sanitizeMetadata(schemaLike.metadata);
}
if (!Array.isArray(schemaLike.fields)) {
throw Error(
"The schema passed in had a 'fields' property but it was not an array",
);
}
const sanitizedFields = schemaLike.fields.map((field) =>
sanitizeField(field),
);
return new Schema(sanitizedFields, metadata);
}
export function sanitizeTable(tableLike: TableLike): Table {
if (tableLike instanceof Table) {
return tableLike;
}
if (typeof tableLike !== "object" || tableLike === null) {
throw Error("Expected a Table but object was null/undefined");
}
if (!("schema" in tableLike)) {
throw Error(
"The table passed in does not appear to be a table (no 'schema' property)",
);
}
if (!("batches" in tableLike)) {
throw Error(
"The table passed in does not appear to be a table (no 'columns' property)",
);
}
const schema = sanitizeSchema(tableLike.schema);
const batches = tableLike.batches.map(sanitizeRecordBatch);
return new Table(schema, batches);
}
function sanitizeRecordBatch(batchLike: RecordBatchLike): RecordBatch {
if (batchLike instanceof RecordBatch) {
return batchLike;
}
if (typeof batchLike !== "object" || batchLike === null) {
throw Error("Expected a RecordBatch but object was null/undefined");
}
if (!("schema" in batchLike)) {
throw Error(
"The record batch passed in does not appear to be a record batch (no 'schema' property)",
);
}
if (!("data" in batchLike)) {
throw Error(
"The record batch passed in does not appear to be a record batch (no 'data' property)",
);
}
const schema = sanitizeSchema(batchLike.schema);
const data = sanitizeData(batchLike.data);
return new RecordBatch(schema, data);
}
function sanitizeData(
dataLike: DataLike,
// biome-ignore lint/suspicious/noExplicitAny: <explanation>
): import("apache-arrow").Data<Struct<any>> {
if (dataLike instanceof Data) {
return dataLike;
}
return new Data(
dataLike.type,
dataLike.offset,
dataLike.length,
dataLike.nullCount,
{
[BufferType.OFFSET]: dataLike.valueOffsets,
[BufferType.DATA]: dataLike.values,
[BufferType.VALIDITY]: dataLike.nullBitmap,
[BufferType.TYPE]: dataLike.typeIds,
},
);
}