Files
lancedb/node/src/sanitize.ts
Cory Grinstead bc582bb702 fix(nodejs): add better error handling when missing embedding functions (#1290)
note: 
running the default lint command `npm run lint -- --fix` seems to have
made a lot of unrelated changes.
2024-05-14 08:43:39 -05:00

509 lines
15 KiB
TypeScript

// Copyright 2023 LanceDB Developers.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// 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 {
Field,
Utf8,
FixedSizeBinary,
FixedSizeList,
Schema,
List,
Struct,
Float,
Bool,
Date_,
Decimal,
type DataType,
Dictionary,
Binary,
Float32,
Interval,
Map_,
Duration,
Union,
Time,
Timestamp,
Type,
Null,
Int,
type Precision,
type DateUnit,
Int8,
Int16,
Int32,
Int64,
Uint8,
Uint16,
Uint32,
Uint64,
Float16,
Float64,
DateDay,
DateMillisecond,
DenseUnion,
SparseUnion,
TimeNanosecond,
TimeMicrosecond,
TimeMillisecond,
TimeSecond,
TimestampNanosecond,
TimestampMicrosecond,
TimestampMillisecond,
TimestampSecond,
IntervalDayTime,
IntervalYearMonth,
DurationNanosecond,
DurationMicrosecond,
DurationMillisecond,
DurationSecond
} from "apache-arrow";
import type { IntBitWidth, TimeBitWidth } from "apache-arrow/type";
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>;
}
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);
}
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);
}
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);
}
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);
}
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);
}
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);
}
function sanitizeTypedTimestamp(
typeLike: object,
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);
}
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);
}
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]));
}
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)));
}
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,
typeLike.typeIds as any,
typeLike.children.map((child) => sanitizeField(child))
);
}
function sanitizeTypedUnion(
typeLike: object,
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 any,
typeLike.children.map((child) => sanitizeField(child))
);
}
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);
}
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])
);
}
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_(
typeLike.children.map((field) => sanitizeField(field)) as any,
typeLike.keysSorted
);
}
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);
}
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 any,
typeLike.id,
typeLike.isOrdered
);
}
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")) {
throw Error("Expected a Type to have a typeId function");
}
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();
}
}
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: unknown): 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);
}