"use strict";
/**
 * @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.
 * =============================================================================
 */
var __awaiter = (this && this.__awaiter) || function (thisArg, _arguments, P, generator) {
    return new (P || (P = Promise))(function (resolve, reject) {
        function fulfilled(value) { try { step(generator.next(value)); } catch (e) { reject(e); } }
        function rejected(value) { try { step(generator["throw"](value)); } catch (e) { reject(e); } }
        function step(result) { result.done ? resolve(result.value) : new P(function (resolve) { resolve(result.value); }).then(fulfilled, rejected); }
        step((generator = generator.apply(thisArg, _arguments || [])).next());
    });
};
var __generator = (this && this.__generator) || function (thisArg, body) {
    var _ = { label: 0, sent: function() { if (t[0] & 1) throw t[1]; return t[1]; }, trys: [], ops: [] }, f, y, t, g;
    return g = { next: verb(0), "throw": verb(1), "return": verb(2) }, typeof Symbol === "function" && (g[Symbol.iterator] = function() { return this; }), g;
    function verb(n) { return function (v) { return step([n, v]); }; }
    function step(op) {
        if (f) throw new TypeError("Generator is already executing.");
        while (_) try {
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            if (y = 0, t) op = [op[0] & 2, t.value];
            switch (op[0]) {
                case 0: case 1: t = op; break;
                case 4: _.label++; return { value: op[1], done: false };
                case 5: _.label++; y = op[1]; op = [0]; continue;
                case 7: op = _.ops.pop(); _.trys.pop(); continue;
                default:
                    if (!(t = _.trys, t = t.length > 0 && t[t.length - 1]) && (op[0] === 6 || op[0] === 2)) { _ = 0; continue; }
                    if (op[0] === 3 && (!t || (op[1] > t[0] && op[1] < t[3]))) { _.label = op[1]; break; }
                    if (op[0] === 6 && _.label < t[1]) { _.label = t[1]; t = op; break; }
                    if (t && _.label < t[2]) { _.label = t[2]; _.ops.push(op); break; }
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                    _.trys.pop(); continue;
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            op = body.call(thisArg, _);
        } catch (e) { op = [6, e]; y = 0; } finally { f = t = 0; }
        if (op[0] & 5) throw op[1]; return { value: op[0] ? op[1] : void 0, done: true };
    }
};
Object.defineProperty(exports, "__esModule", { value: true });
var util = require("../util");
var io_utils_1 = require("./io_utils");
var types_1 = require("./types");
/**
 * Reads binary weights data from a number of URLs.
 *
 * @param fetchURLs URLs to send the HTTP requests at, using `fetch` calls.
 * @param requestOptions RequestInit (options) for the HTTP requests.
 * @param fetchFunc Optional overriding value for the `window.fetch` function.
 * @param onProgress Optional, progress callback function, fired periodically
 *   before the load is completed.
 * @returns A `Promise` of an Array of `ArrayBuffer`. The Array has the same
 *   length as `fetchURLs`.
 */
function loadWeightsAsArrayBuffer(fetchURLs, requestOptions, fetchFunc, onProgress) {
    return __awaiter(this, void 0, void 0, function () {
        var requests, fetchStartFraction, fetchEndFraction, responses, _a, bufferPromises, bufferStartFraction, bufferEndFraction, buffers, _b;
        return __generator(this, function (_c) {
            switch (_c.label) {
                case 0:
                    if (fetchFunc == null) {
                        fetchFunc = fetch;
                    }
                    requests = fetchURLs.map(function (fetchURL) { return fetchFunc(fetchURL, requestOptions); });
                    fetchStartFraction = 0;
                    fetchEndFraction = 0.5;
                    if (!(onProgress == null)) return [3 /*break*/, 2];
                    return [4 /*yield*/, Promise.all(requests)];
                case 1:
                    _a = _c.sent();
                    return [3 /*break*/, 4];
                case 2: return [4 /*yield*/, util.monitorPromisesProgress(requests, onProgress, fetchStartFraction, fetchEndFraction)];
                case 3:
                    _a = _c.sent();
                    _c.label = 4;
                case 4:
                    responses = _a;
                    bufferPromises = responses.map(function (response) { return response.arrayBuffer(); });
                    bufferStartFraction = 0.5;
                    bufferEndFraction = 1;
                    if (!(onProgress == null)) return [3 /*break*/, 6];
                    return [4 /*yield*/, Promise.all(bufferPromises)];
                case 5:
                    _b = _c.sent();
                    return [3 /*break*/, 8];
                case 6: return [4 /*yield*/, util.monitorPromisesProgress(bufferPromises, onProgress, bufferStartFraction, bufferEndFraction)];
                case 7:
                    _b = _c.sent();
                    _c.label = 8;
                case 8:
                    buffers = _b;
                    return [2 /*return*/, buffers];
            }
        });
    });
}
exports.loadWeightsAsArrayBuffer = loadWeightsAsArrayBuffer;
/**
 * Reads a weights manifest JSON configuration, fetches the weights and
 * returns them as `Tensor`s.
 *
 * @param manifest The weights manifest JSON.
 * @param filePathPrefix The path prefix for filenames given in the manifest.
 *     Defaults to the empty string.
 * @param weightNames The names of the weights to be fetched.
 */
function loadWeights(manifest, filePathPrefix, weightNames, requestOptions) {
    if (filePathPrefix === void 0) { filePathPrefix = ''; }
    return __awaiter(this, void 0, void 0, function () {
        var fetchWeights, loadWeights;
        return __generator(this, function (_a) {
            fetchWeights = function (fetchUrls) {
                return loadWeightsAsArrayBuffer(fetchUrls, requestOptions);
            };
            loadWeights = weightsLoaderFactory(fetchWeights);
            return [2 /*return*/, loadWeights(manifest, filePathPrefix, weightNames)];
        });
    });
}
exports.loadWeights = loadWeights;
/**
 * Creates a function, which reads a weights manifest JSON configuration,
 * fetches the weight files using the specified function and returns them as
 * `Tensor`s.
 *
 * ```js
 * // example for creating a nodejs weight loader, which reads the weight files
 * // from disk using fs.readFileSync
 *
 * import * as fs from 'fs'
 *
 * const fetchWeightsFromDisk = (filePaths: string[]) =>
 *   filePaths.map(filePath => fs.readFileSync(filePath).buffer)
 *
 * const loadWeights = tf.io.weightsLoaderFactory(fetchWeightsFromDisk)
 *
 * const manifest = JSON.parse(
 *   fs.readFileSync('./my_model-weights_manifest').toString()
 * )
 * const weightMap = await loadWeights(manifest, './')
 * ```
 * @param fetchWeightsFunction The function used for fetching the weight files.
 * @returns Weight loading function.
 */
function weightsLoaderFactory(fetchWeightsFunction) {
    var _this = this;
    return function (manifest, filePathPrefix, weightNames) {
        if (filePathPrefix === void 0) { filePathPrefix = ''; }
        return __awaiter(_this, void 0, void 0, function () {
            var groupIndicesToFetchMap, groupWeightsToFetch, weightsFound, allManifestWeightNames, weightsNotFound, groupIndicesToFetch, fetchUrls, buffers, weightsTensorMap, bufferIndexOffset;
            return __generator(this, function (_a) {
                switch (_a.label) {
                    case 0:
                        groupIndicesToFetchMap = manifest.map(function () { return false; });
                        groupWeightsToFetch = {};
                        weightsFound = weightNames != null ? weightNames.map(function () { return false; }) : [];
                        allManifestWeightNames = [];
                        manifest.forEach(function (manifestGroupConfig, groupIndex) {
                            var groupOffset = 0;
                            manifestGroupConfig.weights.forEach(function (weightsEntry) {
                                var rawDtype = ('quantization' in weightsEntry) ?
                                    weightsEntry.quantization.dtype :
                                    weightsEntry.dtype;
                                var weightsBytes = types_1.DTYPE_VALUE_SIZE_MAP[rawDtype] *
                                    util.sizeFromShape(weightsEntry.shape);
                                var enqueueWeightsForFetchingFn = function () {
                                    groupIndicesToFetchMap[groupIndex] = true;
                                    if (groupWeightsToFetch[groupIndex] == null) {
                                        groupWeightsToFetch[groupIndex] = [];
                                    }
                                    groupWeightsToFetch[groupIndex].push({
                                        manifestEntry: weightsEntry,
                                        groupOffset: groupOffset,
                                        sizeBytes: weightsBytes
                                    });
                                };
                                if (weightNames != null) {
                                    weightNames.forEach(function (weightName, weightIndex) {
                                        if (weightName === weightsEntry.name) {
                                            enqueueWeightsForFetchingFn();
                                            weightsFound[weightIndex] = true;
                                        }
                                    });
                                }
                                else {
                                    enqueueWeightsForFetchingFn();
                                }
                                allManifestWeightNames.push(weightsEntry.name);
                                groupOffset += weightsBytes;
                            });
                        });
                        if (!weightsFound.every(function (found) { return found; })) {
                            weightsNotFound = weightNames.filter(function (_, i) { return !weightsFound[i]; });
                            throw new Error("Could not find weights in manifest with names: " +
                                (weightsNotFound.join(', ') + ". \n") +
                                "Manifest JSON has weights with names: " +
                                (allManifestWeightNames.join(', ') + "."));
                        }
                        groupIndicesToFetch = groupIndicesToFetchMap.reduce(function (accumulator, shouldFetch, i) {
                            if (shouldFetch) {
                                accumulator.push(i);
                            }
                            return accumulator;
                        }, []);
                        fetchUrls = [];
                        groupIndicesToFetch.forEach(function (i) {
                            manifest[i].paths.forEach(function (filepath) {
                                var fetchUrl = filePathPrefix +
                                    (!filePathPrefix.endsWith('/') ? '/' : '') + filepath;
                                fetchUrls.push(fetchUrl);
                            });
                        });
                        return [4 /*yield*/, fetchWeightsFunction(fetchUrls)];
                    case 1:
                        buffers = _a.sent();
                        weightsTensorMap = {};
                        bufferIndexOffset = 0;
                        groupIndicesToFetch.forEach(function (i) {
                            var numBuffers = manifest[i].paths.length;
                            var groupBytes = 0;
                            for (var i_1 = 0; i_1 < numBuffers; i_1++) {
                                groupBytes += buffers[bufferIndexOffset + i_1].byteLength;
                            }
                            // Create a buffer for the whole group.
                            var groupBuffer = new ArrayBuffer(groupBytes);
                            var groupByteBuffer = new Uint8Array(groupBuffer);
                            var groupBufferOffset = 0;
                            for (var i_2 = 0; i_2 < numBuffers; i_2++) {
                                var buffer = new Uint8Array(buffers[bufferIndexOffset + i_2]);
                                groupByteBuffer.set(buffer, groupBufferOffset);
                                groupBufferOffset += buffer.byteLength;
                            }
                            var weightsEntries = groupWeightsToFetch[i];
                            weightsEntries.forEach(function (weightsEntry) {
                                var byteBuffer = groupBuffer.slice(weightsEntry.groupOffset, weightsEntry.groupOffset + weightsEntry.sizeBytes);
                                var nameToTensorMap = io_utils_1.decodeWeights(byteBuffer, [weightsEntry.manifestEntry]);
                                for (var name_1 in nameToTensorMap) {
                                    weightsTensorMap[name_1] = nameToTensorMap[name_1];
                                }
                            });
                            bufferIndexOffset += numBuffers;
                        });
                        return [2 /*return*/, weightsTensorMap];
                }
            });
        });
    };
}
exports.weightsLoaderFactory = weightsLoaderFactory;
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