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@tensorflow/tfjs-data

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TensorFlow Data API in JavaScript

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/** * @license * Copyright 2018 Google LLC. All Rights Reserved. * 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. * * ============================================================================= */ import { env } from '@tensorflow/tfjs-core'; import { LazyIterator, OneToManyIterator } from './lazy_iterator'; import { StringIterator } from './string_iterator'; export class ByteChunkIterator extends LazyIterator { /** * Decode a stream of UTF8-encoded byte arrays to a stream of strings. * * The byte arrays producetd from the ByteChunkIterator on which this is * called will be interpreted as concatenated. No assumptions are made about * the boundaries of the incoming chunks, so a multi-byte UTF8 encoding of a * character may span the boundary between chunks. This naturally happens, * for instance, when reading fixed-size byte arrays from a file. */ decodeUTF8() { return new Utf8Iterator(this); } } // ============================================================================ // The following private classes serve to implement the chainable methods // on ByteChunkIterator. Unfortunately they can't be placed in separate files, // due to resulting trouble with circular imports. // ============================================================================ // We wanted multiple inheritance, e.g. // class Utf8Iterator extends QueueIterator<string>, StringIterator // but the TypeScript mixin approach is a bit hacky, so we take this adapter // approach instead. class Utf8Iterator extends StringIterator { constructor(upstream) { super(); this.upstream = upstream; this.impl = new Utf8IteratorImpl(upstream); } summary() { return this.impl.summary(); } async next() { return this.impl.next(); } } /** * Decode a stream of UTF8-encoded byte arrays to a stream of strings. * * This is tricky because the incoming byte array boundaries may disrupt a * multi-byte UTF8 character. Thus any incomplete character data at the end of * a chunk must be carried over and prepended to the next chunk before * decoding. Luckily with native decoder, TextDecoder in browser and * string_decoder in node, byte array boundaries are handled automatically. * * In the context of an input pipeline for machine learning, UTF8 decoding is * needed to parse text files containing training examples or prediction * requests (e.g., formatted as CSV or JSON). We cannot use the built-in * decoding provided by FileReader.readAsText() because here we are in a * streaming context, which FileReader does not support. * * @param upstream A `LazyIterator` of `Uint8Arrays` containing UTF8-encoded * text, which should be interpreted as concatenated. No assumptions are * made about the boundaries of the incoming chunks, so a multi-byte UTF8 * encoding of a character may span the boundary between chunks. This * naturally happens, for instance, when reading fixed-size byte arrays from a * file. */ class Utf8IteratorImpl extends OneToManyIterator { constructor(upstream) { super(); this.upstream = upstream; if (env().get('IS_BROWSER')) { this.decoder = new TextDecoder('utf-8'); } else { // tslint:disable-next-line:no-require-imports const { StringDecoder } = require('string_decoder'); this.decoder = new StringDecoder('utf8'); } } summary() { return `${this.upstream.summary()} -> Utf8`; } async pump() { const chunkResult = await this.upstream.next(); let chunk; if (chunkResult.done) { return false; } else { chunk = chunkResult.value; } let text; if (env().get('IS_BROWSER')) { text = this.decoder.decode(chunk, { stream: true }); } else { text = this.decoder.write(Buffer.from(chunk.buffer)); } this.outputQueue.push(text); return true; } } //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"byte_chunk_iterator.js","sourceRoot":"","sources":["../../../../../../tfjs-data/src/iterators/byte_chunk_iterator.ts"],"names":[],"mappings":"AAAA;;;;;;;;;;;;;;;;GAgBG;AAEH,OAAO,EAAC,GAAG,EAAC,MAAM,uBAAuB,CAAC;AAC1C,OAAO,EAAC,YAAY,EAAE,iBAAiB,EAAC,MAAM,iBAAiB,CAAC;AAChE,OAAO,EAAC,cAAc,EAAC,MAAM,mBAAmB,CAAC;AAEjD,MAAM,OAAgB,iBAAkB,SAAQ,YAAwB;IACtE;;;;;;;;OAQG;IACH,UAAU;QACR,OAAO,IAAI,YAAY,CAAC,IAAI,CAAC,CAAC;IAChC,CAAC;CACF;AAED,+EAA+E;AAC/E,yEAAyE;AACzE,+EAA+E;AAC/E,kDAAkD;AAClD,+EAA+E;AAE/E,uCAAuC;AACvC,qEAAqE;AACrE,4EAA4E;AAC5E,oBAAoB;AAEpB,MAAM,YAAa,SAAQ,cAAc;IAGvC,YAAsB,QAAkC;QACtD,KAAK,EAAE,CAAC;QADY,aAAQ,GAAR,QAAQ,CAA0B;QAEtD,IAAI,CAAC,IAAI,GAAG,IAAI,gBAAgB,CAAC,QAAQ,CAAC,CAAC;IAC7C,CAAC;IAED,OAAO;QACL,OAAO,IAAI,CAAC,IAAI,CAAC,OAAO,EAAE,CAAC;IAC7B,CAAC;IAED,KAAK,CAAC,IAAI;QACR,OAAO,IAAI,CAAC,IAAI,CAAC,IAAI,EAAE,CAAC;IAC1B,CAAC;CACF;AAED;;;;;;;;;;;;;;;;;;;;;GAqBG;AACH,MAAM,gBAAiB,SAAQ,iBAAyB;IAMtD,YAA+B,QAAkC;QAC/D,KAAK,EAAE,CAAC;QADqB,aAAQ,GAAR,QAAQ,CAA0B;QAE/D,IAAI,GAAG,EAAE,CAAC,GAAG,CAAC,YAAY,CAAC,EAAE;YAC3B,IAAI,CAAC,OAAO,GAAG,IAAI,WAAW,CAAC,OAAO,CAAC,CAAC;SACzC;aAAM;YACL,8CAA8C;YAC9C,MAAM,EAAC,aAAa,EAAC,GAAG,OAAO,CAAC,gBAAgB,CAAC,CAAC;YAClD,IAAI,CAAC,OAAO,GAAG,IAAI,aAAa,CAAC,MAAM,CAAC,CAAC;SAC1C;IACH,CAAC;IACD,OAAO;QACL,OAAO,GAAG,IAAI,CAAC,QAAQ,CAAC,OAAO,EAAE,UAAU,CAAC;IAC9C,CAAC;IAED,KAAK,CAAC,IAAI;QACR,MAAM,WAAW,GAAG,MAAM,IAAI,CAAC,QAAQ,CAAC,IAAI,EAAE,CAAC;QAC/C,IAAI,KAAK,CAAC;QACV,IAAI,WAAW,CAAC,IAAI,EAAE;YACpB,OAAO,KAAK,CAAC;SACd;aAAM;YACL,KAAK,GAAG,WAAW,CAAC,KAAK,CAAC;SAC3B;QAED,IAAI,IAAY,CAAC;QACjB,IAAI,GAAG,EAAE,CAAC,GAAG,CAAC,YAAY,CAAC,EAAE;YAC3B,IAAI,GAAG,IAAI,CAAC,OAAO,CAAC,MAAM,CAAC,KAAK,EAAE,EAAC,MAAM,EAAE,IAAI,EAAC,CAAC,CAAC;SACnD;aAAM;YACL,IAAI,GAAG,IAAI,CAAC,OAAO,CAAC,KAAK,CAAC,MAAM,CAAC,IAAI,CAAC,KAAK,CAAC,MAAM,CAAC,CAAC,CAAC;SACtD;QACD,IAAI,CAAC,WAAW,CAAC,IAAI,CAAC,IAAI,CAAC,CAAC;QAC5B,OAAO,IAAI,CAAC;IACd,CAAC;CACF","sourcesContent":["/**\n * @license\n * Copyright 2018 Google LLC. All Rights Reserved.\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * 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, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n *\n * =============================================================================\n */\n\nimport {env} from '@tensorflow/tfjs-core';\nimport {LazyIterator, OneToManyIterator} from './lazy_iterator';\nimport {StringIterator} from './string_iterator';\n\nexport abstract class ByteChunkIterator extends LazyIterator<Uint8Array> {\n  /**\n   * Decode a stream of UTF8-encoded byte arrays to a stream of strings.\n   *\n   * The byte arrays producetd from the ByteChunkIterator on which this is\n   * called will be interpreted as concatenated.  No assumptions are made about\n   * the boundaries of the incoming chunks, so a multi-byte UTF8 encoding of a\n   * character may span the boundary between chunks.  This naturally happens,\n   * for instance, when reading fixed-size byte arrays from a file.\n   */\n  decodeUTF8(): StringIterator {\n    return new Utf8Iterator(this);\n  }\n}\n\n// ============================================================================\n// The following private classes serve to implement the chainable methods\n// on ByteChunkIterator.  Unfortunately they can't be placed in separate files,\n// due to resulting trouble with circular imports.\n// ============================================================================\n\n// We wanted multiple inheritance, e.g.\n//   class Utf8Iterator extends QueueIterator<string>, StringIterator\n// but the TypeScript mixin approach is a bit hacky, so we take this adapter\n// approach instead.\n\nclass Utf8Iterator extends StringIterator {\n  private impl: Utf8IteratorImpl;\n\n  constructor(protected upstream: LazyIterator<Uint8Array>) {\n    super();\n    this.impl = new Utf8IteratorImpl(upstream);\n  }\n\n  summary() {\n    return this.impl.summary();\n  }\n\n  async next() {\n    return this.impl.next();\n  }\n}\n\n/**\n * Decode a stream of UTF8-encoded byte arrays to a stream of strings.\n *\n * This is tricky because the incoming byte array boundaries may disrupt a\n * multi-byte UTF8 character. Thus any incomplete character data at the end of\n * a chunk must be carried over and prepended to the next chunk before\n * decoding. Luckily with native decoder, TextDecoder in browser and\n * string_decoder in node, byte array boundaries are handled automatically.\n *\n * In the context of an input pipeline for machine learning, UTF8 decoding is\n * needed to parse text files containing training examples or prediction\n * requests (e.g., formatted as CSV or JSON). We cannot use the built-in\n * decoding provided by FileReader.readAsText() because here we are in a\n * streaming context, which FileReader does not support.\n *\n * @param upstream A `LazyIterator` of `Uint8Arrays` containing UTF8-encoded\n *   text, which should be interpreted as concatenated.  No assumptions are\n *   made about the boundaries of the incoming chunks, so a multi-byte UTF8\n *   encoding of a character may span the boundary between chunks.  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