Spaces:
Sleeping
Sleeping
File size: 35,646 Bytes
be5030f |
1 |
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Licensed to the Apache Software Foundation (ASF) under one\n// or more contributor license agreements. See the NOTICE file\n// distributed with this work for additional information\n// regarding copyright ownership. The ASF licenses this file\n// to you under the Apache License, Version 2.0 (the\n// \"License\"); you may not use this file except in compliance\n// with the License. You may obtain a copy of the License at\n//\n// http://www.apache.org/licenses/LICENSE-2.0\n//\n// Unless required by applicable law or agreed to in writing,\n// software distributed under the License is distributed on an\n// \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n// KIND, either express or implied. See the License for the\n// specific language governing permissions and limitations\n// under the License.\n\nimport { Vector } from './vector';\nimport { truncateBitmap } from './util/bit';\nimport { popcnt_bit_range } from './util/bit';\nimport { BufferType, UnionMode, Type } from './enum';\nimport { DataType, SparseUnion, DenseUnion, strideForType } from './type';\nimport { toArrayBufferView, toUint8Array, toInt32Array } from './util/buffer';\nimport {\n Dictionary,\n Null, Int, Float,\n Binary, Bool, Utf8, Decimal,\n Date_, Time, Timestamp, Interval,\n List, Struct, Union, FixedSizeBinary, FixedSizeList, Map_,\n} from './type';\n\n// When slicing, we do not know the null count of the sliced range without\n// doing some computation. To avoid doing this eagerly, we set the null count\n// to -1 (any negative number will do). When Vector.nullCount is called the\n// first time, the null count will be computed. See ARROW-33\n/** @ignore */ export type kUnknownNullCount = -1;\n/** @ignore */ export const kUnknownNullCount = -1;\n\n/** @ignore */ export type NullBuffer = Uint8Array | null | undefined;\n/** @ignore */ export type TypeIdsBuffer = Int8Array | ArrayLike<number> | Iterable<number> | undefined;\n/** @ignore */ export type ValueOffsetsBuffer = Int32Array | ArrayLike<number> | Iterable<number> | undefined;\n/** @ignore */ export type DataBuffer<T extends DataType> = T['TArray'] | ArrayLike<number> | Iterable<number> | undefined;\n\n/** @ignore */\nexport interface Buffers<T extends DataType> {\n [BufferType.OFFSET]: Int32Array;\n [BufferType.DATA]: T['TArray'];\n [BufferType.VALIDITY]: Uint8Array;\n [BufferType.TYPE]: T['TArray'];\n}\n\n/** @ignore */\nexport interface Data<T extends DataType = DataType> {\n readonly TType: T['TType'];\n readonly TArray: T['TArray'];\n readonly TValue: T['TValue'];\n}\n\n/** @ignore */\nexport class Data<T extends DataType = DataType> {\n\n public readonly type: T;\n public readonly length: number;\n public readonly offset: number;\n public readonly stride: number;\n public readonly childData: Data[];\n\n /**\n * The dictionary for this Vector, if any. Only used for Dictionary type.\n */\n public dictionary?: Vector;\n\n public readonly values: Buffers<T>[BufferType.DATA];\n // @ts-ignore\n public readonly typeIds: Buffers<T>[BufferType.TYPE];\n // @ts-ignore\n public readonly nullBitmap: Buffers<T>[BufferType.VALIDITY];\n // @ts-ignore\n public readonly valueOffsets: Buffers<T>[BufferType.OFFSET];\n\n public get typeId(): T['TType'] { return this.type.typeId; }\n public get ArrayType(): T['ArrayType'] { return this.type.ArrayType; }\n public get buffers() {\n return [this.valueOffsets, this.values, this.nullBitmap, this.typeIds] as Buffers<T>;\n }\n public get byteLength(): number {\n let byteLength = 0;\n let { valueOffsets, values, nullBitmap, typeIds } = this;\n valueOffsets && (byteLength += valueOffsets.byteLength);\n values && (byteLength += values.byteLength);\n nullBitmap && (byteLength += nullBitmap.byteLength);\n typeIds && (byteLength += typeIds.byteLength);\n return this.childData.reduce((byteLength, child) => byteLength + child.byteLength, byteLength);\n }\n\n protected _nullCount: number | kUnknownNullCount;\n\n public get nullCount() {\n let nullCount = this._nullCount;\n let nullBitmap: Uint8Array | undefined;\n if (nullCount <= kUnknownNullCount && (nullBitmap = this.nullBitmap)) {\n this._nullCount = nullCount = this.length - popcnt_bit_range(nullBitmap, this.offset, this.offset + this.length);\n }\n return nullCount;\n }\n\n constructor(type: T, offset: number, length: number, nullCount?: number, buffers?: Partial<Buffers<T>> | Data<T>, childData?: (Data | Vector)[], dictionary?: Vector) {\n this.type = type;\n this.dictionary = dictionary;\n this.offset = Math.floor(Math.max(offset || 0, 0));\n this.length = Math.floor(Math.max(length || 0, 0));\n this._nullCount = Math.floor(Math.max(nullCount || 0, -1));\n this.childData = (childData || []).map((x) => x instanceof Data ? x : x.data) as Data[];\n let buffer: Buffers<T>[keyof Buffers<T>];\n if (buffers instanceof Data) {\n this.stride = buffers.stride;\n this.values = buffers.values;\n this.typeIds = buffers.typeIds;\n this.nullBitmap = buffers.nullBitmap;\n this.valueOffsets = buffers.valueOffsets;\n } else {\n this.stride = strideForType(type);\n if (buffers) {\n (buffer = (buffers as Buffers<T>)[0]) && (this.valueOffsets = buffer);\n (buffer = (buffers as Buffers<T>)[1]) && (this.values = buffer);\n (buffer = (buffers as Buffers<T>)[2]) && (this.nullBitmap = buffer);\n (buffer = (buffers as Buffers<T>)[3]) && (this.typeIds = buffer);\n }\n }\n }\n\n public clone<R extends DataType>(type: R, offset = this.offset, length = this.length, nullCount = this._nullCount, buffers: Buffers<R> = <any> this, childData: (Data | Vector)[] = this.childData) {\n return new Data(type, offset, length, nullCount, buffers, childData, this.dictionary);\n }\n\n public slice(offset: number, length: number): Data<T> {\n const { stride, typeId, childData } = this;\n // +true === 1, +false === 0, so this means\n // we keep nullCount at 0 if it's already 0,\n // otherwise set to the invalidated flag -1\n const nullCount = +(this._nullCount === 0) - 1;\n const childStride = typeId === 16 /* FixedSizeList */ ? stride : 1;\n const buffers = this._sliceBuffers(offset, length, stride, typeId);\n return this.clone<T>(this.type, this.offset + offset, length, nullCount, buffers,\n // Don't slice children if we have value offsets (the variable-width types)\n (!childData.length || this.valueOffsets) ? childData : this._sliceChildren(childData, childStride * offset, childStride * length));\n }\n\n public _changeLengthAndBackfillNullBitmap(newLength: number): Data<T> {\n if (this.typeId === Type.Null) {\n return this.clone(this.type, 0, newLength, 0);\n }\n const { length, nullCount } = this;\n // start initialized with 0s (nulls), then fill from 0 to length with 1s (not null)\n const bitmap = new Uint8Array(((newLength + 63) & ~63) >> 3).fill(255, 0, length >> 3);\n // set all the bits in the last byte (up to bit `length - length % 8`) to 1 (not null)\n bitmap[length >> 3] = (1 << (length - (length & ~7))) - 1;\n // if we have a nullBitmap, truncate + slice and set it over the pre-filled 1s\n if (nullCount > 0) {\n bitmap.set(truncateBitmap(this.offset, length, this.nullBitmap), 0);\n }\n const buffers = this.buffers;\n buffers[BufferType.VALIDITY] = bitmap;\n return this.clone(this.type, 0, newLength, nullCount + (newLength - length), buffers);\n }\n\n protected _sliceBuffers(offset: number, length: number, stride: number, typeId: T['TType']): Buffers<T> {\n let arr: any, { buffers } = this;\n // If typeIds exist, slice the typeIds buffer\n (arr = buffers[BufferType.TYPE]) && (buffers[BufferType.TYPE] = arr.subarray(offset, offset + length));\n // If offsets exist, only slice the offsets buffer\n (arr = buffers[BufferType.OFFSET]) && (buffers[BufferType.OFFSET] = arr.subarray(offset, offset + length + 1)) ||\n // Otherwise if no offsets, slice the data buffer. Don't slice the data vector for Booleans, since the offset goes by bits not bytes\n (arr = buffers[BufferType.DATA]) && (buffers[BufferType.DATA] = typeId === 6 ? arr : arr.subarray(stride * offset, stride * (offset + length)));\n return buffers;\n }\n\n protected _sliceChildren(childData: Data[], offset: number, length: number): Data[] {\n return childData.map((child) => child.slice(offset, length));\n }\n\n //\n // Convenience methods for creating Data instances for each of the Arrow Vector types\n //\n /** @nocollapse */\n public static new<T extends DataType>(type: T, offset: number, length: number, nullCount?: number, buffers?: Partial<Buffers<T>> | Data<T>, childData?: (Data | Vector)[], dictionary?: Vector): Data<T> {\n if (buffers instanceof Data) { buffers = buffers.buffers; } else if (!buffers) { buffers = [] as Partial<Buffers<T>>; }\n switch (type.typeId) {\n case Type.Null: return <unknown> Data.Null( <unknown> type as Null, offset, length) as Data<T>;\n case Type.Int: return <unknown> Data.Int( <unknown> type as Int, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Dictionary: return <unknown> Data.Dictionary( <unknown> type as Dictionary, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || [], dictionary!) as Data<T>;\n case Type.Float: return <unknown> Data.Float( <unknown> type as Float, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Bool: return <unknown> Data.Bool( <unknown> type as Bool, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Decimal: return <unknown> Data.Decimal( <unknown> type as Decimal, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Date: return <unknown> Data.Date( <unknown> type as Date_, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Time: return <unknown> Data.Time( <unknown> type as Time, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Timestamp: return <unknown> Data.Timestamp( <unknown> type as Timestamp, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Interval: return <unknown> Data.Interval( <unknown> type as Interval, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.FixedSizeBinary: return <unknown> Data.FixedSizeBinary( <unknown> type as FixedSizeBinary, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Binary: return <unknown> Data.Binary( <unknown> type as Binary, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.OFFSET] || [], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.Utf8: return <unknown> Data.Utf8( <unknown> type as Utf8, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.OFFSET] || [], buffers[BufferType.DATA] || []) as Data<T>;\n case Type.List: return <unknown> Data.List( <unknown> type as List, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.OFFSET] || [], (childData || [])[0]) as Data<T>;\n case Type.FixedSizeList: return <unknown> Data.FixedSizeList( <unknown> type as FixedSizeList, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], (childData || [])[0]) as Data<T>;\n case Type.Struct: return <unknown> Data.Struct( <unknown> type as Struct, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], childData || []) as Data<T>;\n case Type.Map: return <unknown> Data.Map( <unknown> type as Map_, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.OFFSET] || [], (childData || [])[0]) as Data<T>;\n case Type.Union: return <unknown> Data.Union( <unknown> type as Union, offset, length, nullCount || 0, buffers[BufferType.VALIDITY], buffers[BufferType.TYPE] || [], buffers[BufferType.OFFSET] || childData, childData) as Data<T>;\n }\n throw new Error(`Unrecognized typeId ${type.typeId}`);\n }\n\n /** @nocollapse */\n public static Null<T extends Null>(type: T, offset: number, length: number) {\n return new Data(type, offset, length, 0);\n }\n /** @nocollapse */\n public static Int<T extends Int>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Dictionary<T extends Dictionary>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>, dictionary: Vector<T['dictionary']>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView<T['TArray']>(type.indices.ArrayType, data), toUint8Array(nullBitmap)], [], dictionary);\n }\n /** @nocollapse */\n public static Float<T extends Float>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Bool<T extends Bool>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Decimal<T extends Decimal>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Date<T extends Date_>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Time<T extends Time>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Timestamp<T extends Timestamp>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Interval<T extends Interval>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static FixedSizeBinary<T extends FixedSizeBinary>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, data: DataBuffer<T>) {\n return new Data(type, offset, length, nullCount, [undefined, toArrayBufferView(type.ArrayType, data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Binary<T extends Binary>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, valueOffsets: ValueOffsetsBuffer, data: Uint8Array) {\n return new Data(type, offset, length, nullCount, [toInt32Array(valueOffsets), toUint8Array(data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static Utf8<T extends Utf8>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, valueOffsets: ValueOffsetsBuffer, data: Uint8Array) {\n return new Data(type, offset, length, nullCount, [toInt32Array(valueOffsets), toUint8Array(data), toUint8Array(nullBitmap)]);\n }\n /** @nocollapse */\n public static List<T extends List>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, valueOffsets: ValueOffsetsBuffer, child: Data<T['valueType']> | Vector<T['valueType']>) {\n return new Data(type, offset, length, nullCount, [toInt32Array(valueOffsets), undefined, toUint8Array(nullBitmap)], [child]);\n }\n /** @nocollapse */\n public static FixedSizeList<T extends FixedSizeList>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, child: Data<T['valueType']> | Vector<T['valueType']>) {\n return new Data(type, offset, length, nullCount, [undefined, undefined, toUint8Array(nullBitmap)], [child]);\n }\n /** @nocollapse */\n public static Struct<T extends Struct>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, children: (Data | Vector)[]) {\n return new Data(type, offset, length, nullCount, [undefined, undefined, toUint8Array(nullBitmap)], children);\n }\n /** @nocollapse */\n public static Map<T extends Map_>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, valueOffsets: ValueOffsetsBuffer, child: (Data | Vector)) {\n return new Data(type, offset, length, nullCount, [toInt32Array(valueOffsets), undefined, toUint8Array(nullBitmap)], [child]);\n }\n public static Union<T extends SparseUnion>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, typeIds: TypeIdsBuffer, children: (Data | Vector)[], _?: any): Data<T>;\n public static Union<T extends DenseUnion>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, typeIds: TypeIdsBuffer, valueOffsets: ValueOffsetsBuffer, children: (Data | Vector)[]): Data<T>;\n public static Union<T extends Union>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, typeIds: TypeIdsBuffer, valueOffsetsOrChildren: ValueOffsetsBuffer | (Data | Vector)[], children?: (Data | Vector)[]): Data<T>;\n /** @nocollapse */\n public static Union<T extends Union>(type: T, offset: number, length: number, nullCount: number, nullBitmap: NullBuffer, typeIds: TypeIdsBuffer, valueOffsetsOrChildren: ValueOffsetsBuffer | (Data | Vector)[], children?: (Data | Vector)[]) {\n const buffers = <unknown> [\n undefined, undefined,\n toUint8Array(nullBitmap),\n toArrayBufferView(type.ArrayType, typeIds)\n ] as Partial<Buffers<T>>;\n if (type.mode === UnionMode.Sparse) {\n return new Data(type, offset, length, nullCount, buffers, valueOffsetsOrChildren as (Data | Vector)[]);\n }\n buffers[BufferType.OFFSET] = toInt32Array(<ValueOffsetsBuffer> valueOffsetsOrChildren);\n return new Data(type, offset, length, nullCount, buffers, children);\n }\n}\n\n(Data.prototype as any).childData = Object.freeze([]);\n"]} |