cifar-10
Version:
use CIFAR-10 in Javascript
1,690 lines (1,621 loc) • 31.8 kB
JavaScript
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if (coverage[path] && coverage[path].hash === hash) {
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return coverage[path] = coverageData;
}();
Object.defineProperty(exports, "__esModule", {
value: true
});
exports.load = exports.combine = exports.cifar10 = undefined;
var _regenerator = require('babel-runtime/regenerator');
var _regenerator2 = _interopRequireDefault(_regenerator);
var _asyncToGenerator2 = require('babel-runtime/helpers/asyncToGenerator');
var _asyncToGenerator3 = _interopRequireDefault(_asyncToGenerator2);
var _promise = require('babel-runtime/core-js/promise');
var _promise2 = _interopRequireDefault(_promise);
var _typeof2 = require('babel-runtime/helpers/typeof');
var _typeof3 = _interopRequireDefault(_typeof2);
var combine = exports.combine = function () {
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var ps;
return _regenerator2.default.wrap(function _callee$(_context) {
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return createPromise(sr, options);
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return _promise2.default.all(ps).then(function (values) {
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cov_1fj4aexxlh.s[51]++;
return flatten(values);
});
case 5:
return _context.abrupt('return', _context.sent);
case 6:
case 'end':
return _context.stop();
}
}
}, _callee, this);
}));
return function combine(_x2, _x3) {
return _ref4.apply(this, arguments);
};
}();
var load = exports.load = function () {
var _ref5 = (0, _asyncToGenerator3.default)( /*#__PURE__*/_regenerator2.default.mark(function _callee2() {
var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : (cov_1fj4aexxlh.b[4][0]++, cifar10);
var _ref6, X_train, y_train, _ref7, X_test, y_test;
return _regenerator2.default.wrap(function _callee2$(_context2) {
while (1) {
switch (_context2.prev = _context2.next) {
case 0:
cov_1fj4aexxlh.f[21]++;
cov_1fj4aexxlh.s[52]++;
_context2.next = 4;
return combine(options.trainFiles, options);
case 4:
_ref6 = _context2.sent;
X_train = _ref6.X;
y_train = _ref6.y;
cov_1fj4aexxlh.s[53]++;
_context2.next = 10;
return combine(options.testFiles, options);
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_ref7 = _context2.sent;
X_test = _ref7.X;
y_test = _ref7.y;
cov_1fj4aexxlh.s[54]++;
return _context2.abrupt('return', {
X_train: X_train,
y_train: y_train,
X_test: X_test,
y_test: y_test
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case 'end':
return _context2.stop();
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}, _callee2, this);
}));
return function load() {
return _ref5.apply(this, arguments);
};
}();
exports.bufferSplit = bufferSplit;
exports.isStream = isStream;
exports.createStream = createStream;
exports.createPromise = createPromise;
var _fs = require('fs');
var _fs2 = _interopRequireDefault(_fs);
var _path = require('path');
var _path2 = _interopRequireDefault(_path);
var _assert = require('assert');
var _assert2 = _interopRequireDefault(_assert);
function _interopRequireDefault(obj) { return obj && obj.__esModule ? obj : { default: obj }; }
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/* Library */
function bufferSplit(bufs, divider) {
cov_1fj4aexxlh.f[0]++;
cov_1fj4aexxlh.s[1]++;
(0, _assert2.default)(bufs.length % divider === 0);
var quotient = (cov_1fj4aexxlh.s[2]++, bufs.length / divider);
cov_1fj4aexxlh.s[3]++;
return range(divider).map(function (i) {
cov_1fj4aexxlh.f[1]++;
cov_1fj4aexxlh.s[4]++;
return bufs.slice(quotient * i, quotient * (i + 1));
});
}
function flatten(arr) {
cov_1fj4aexxlh.f[2]++;
cov_1fj4aexxlh.s[5]++;
return arr.reduce(function (acc, _ref) {
var X = _ref.X,
y = _ref.y;
cov_1fj4aexxlh.f[3]++;
cov_1fj4aexxlh.s[6]++;
acc.X = acc.X.concat(X);
cov_1fj4aexxlh.s[7]++;
acc.y = acc.y.concat(y);
cov_1fj4aexxlh.s[8]++;
return acc;
}, {
X: [],
y: []
});
}
function range(start) {
var end = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : (cov_1fj4aexxlh.b[0][0]++, start);
cov_1fj4aexxlh.f[4]++;
cov_1fj4aexxlh.s[9]++;
if (start === end) {
cov_1fj4aexxlh.b[1][0]++;
cov_1fj4aexxlh.s[10]++;
start = 0;
} else {
cov_1fj4aexxlh.b[1][1]++;
}var result = (cov_1fj4aexxlh.s[11]++, []);
cov_1fj4aexxlh.s[12]++;
for (var i = start; i < end; i++) {
cov_1fj4aexxlh.s[13]++;
result.push(i);
}cov_1fj4aexxlh.s[14]++;
return result;
}
function isStream(stream) {
cov_1fj4aexxlh.f[5]++;
cov_1fj4aexxlh.s[15]++;
return (cov_1fj4aexxlh.b[2][0]++, stream !== null) && (cov_1fj4aexxlh.b[2][1]++, (typeof stream === 'undefined' ? 'undefined' : (0, _typeof3.default)(stream)) === 'object') && (cov_1fj4aexxlh.b[2][2]++, typeof stream.pipe === 'function');
}
/* Configuration CIFAR-10 */
var cifar10 = exports.cifar10 = (cov_1fj4aexxlh.s[16]++, {
dir: _path2.default.join(appDir, 'cifar-10-batches-bin'),
getFileName: function getFileName(postfix) {
cov_1fj4aexxlh.f[6]++;
cov_1fj4aexxlh.s[17]++;
return this.dir + '/data_batch_' + postfix + '.bin';
},
get trainFiles() {
var _this = this;
cov_1fj4aexxlh.s[18]++;
return range(1, 6).map(function (i) {
cov_1fj4aexxlh.f[7]++;
cov_1fj4aexxlh.s[19]++;
return _this.getFileName(i);
});
},
get testFiles() {
cov_1fj4aexxlh.s[20]++;
return [this.dir + '/test_batch.bin'];
},
cols: 32,
rows: 32,
channel: 3,
valueSize: 1,
get totalSize() {
cov_1fj4aexxlh.s[21]++;
return this.valueSize + this.channel * this.cols * this.rows;
},
mapper: function mapper(chunk) {
cov_1fj4aexxlh.f[8]++;
var y = (cov_1fj4aexxlh.s[22]++, chunk[0]);
var X = (cov_1fj4aexxlh.s[23]++, bufferSplit(chunk.slice(this.valueSize), this.channel).map(function (buf) {
cov_1fj4aexxlh.f[9]++;
cov_1fj4aexxlh.s[24]++;
return new Uint8Array(buf);
}));
cov_1fj4aexxlh.s[25]++;
return { X: X, y: y };
}
/* Main */
});function createStream(filename, _ref2) {
var totalSize = _ref2.totalSize;
cov_1fj4aexxlh.f[10]++;
cov_1fj4aexxlh.s[26]++;
if (!_fs2.default.existsSync(filename)) {
cov_1fj4aexxlh.b[3][0]++;
cov_1fj4aexxlh.s[27]++;
throw new Error('Data files are not existed. Run \'' + __dirname + '/get_datasets.sh\'');
} else {
cov_1fj4aexxlh.b[3][1]++;
}
var stream = (cov_1fj4aexxlh.s[28]++, _fs2.default.createReadStream(filename, { highWaterMark: totalSize }));
cov_1fj4aexxlh.s[29]++;
return stream;
}
function createPromise(stream, config) {
cov_1fj4aexxlh.f[11]++;
var output = (cov_1fj4aexxlh.s[30]++, []);
cov_1fj4aexxlh.s[31]++;
return new _promise2.default(function (resolve, reject) {
cov_1fj4aexxlh.f[12]++;
function converter(data) {
cov_1fj4aexxlh.f[13]++;
cov_1fj4aexxlh.s[32]++;
output.push(config.mapper(data));
}
function resolver() {
cov_1fj4aexxlh.f[14]++;
var ret = (cov_1fj4aexxlh.s[33]++, output.reduce(function (acc, _ref3) {
var X = _ref3.X,
y = _ref3.y;
cov_1fj4aexxlh.f[15]++;
cov_1fj4aexxlh.s[34]++;
acc.X.push(X);
cov_1fj4aexxlh.s[35]++;
acc.y.push(y);
cov_1fj4aexxlh.s[36]++;
return acc;
}, {
X: [],
y: []
}));
cov_1fj4aexxlh.s[37]++;
resolve(ret);
cov_1fj4aexxlh.s[38]++;
output = null;
cov_1fj4aexxlh.s[39]++;
removeListeners();
}
function removeListeners() {
cov_1fj4aexxlh.f[16]++;
cov_1fj4aexxlh.s[40]++;
stream.removeListener('data', converter);
cov_1fj4aexxlh.s[41]++;
stream.removeListener('end', resolver);
cov_1fj4aexxlh.s[42]++;
stream.removeListener('close', resolver);
}
cov_1fj4aexxlh.s[43]++;
try {
cov_1fj4aexxlh.s[44]++;
stream.on('data', converter); // stream.on('data', function(data) {
cov_1fj4aexxlh.s[45]++;
stream.on('end', resolver);
cov_1fj4aexxlh.s[46]++;
stream.on('close', resolver);
} catch (e) /*istanbul ignore next*/{
removeListeners();
reject(e);
}
});
}
exports.default = {
createStream: createStream,
createPromise: createPromise,
combine: combine,
load: load
};
//# sourceMappingURL=index.js.map