@tensorflow-models/coco-ssd
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Object detection model (coco-ssd) in TensorFlow.js
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JavaScript
"use strict";
/**
* @license
* Copyright 2018 Google Inc. 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.
* =============================================================================
*/
Object.defineProperty(exports, "__esModule", { value: true });
var environment_1 = require("../environment");
var tensor_util_env_1 = require("../tensor_util_env");
var util = require("../util");
var axis_util = require("./axis_util");
var operation_1 = require("./operation");
/**
* Transposes the `tf.Tensor`. Permutes the dimensions according to `perm`.
*
* The returned `tf.Tensor`'s dimension `i` will correspond to the input
* dimension `perm[i]`. If `perm` is not given, it is set to `[n-1...0]`,
* where `n` is the rank of the input `tf.Tensor`. Hence by default, this
* operation performs a regular matrix transpose on 2-D input `tf.Tensor`s.
*
* ```js
* const a = tf.tensor2d([1, 2, 3, 4, 5, 6], [2, 3]);
*
* a.transpose().print(); // or tf.transpose(a)
* ```
*
* @param x The tensor to transpose.
* @param perm The permutation of the dimensions of a.
*/
/** @doc {heading: 'Operations', subheading: 'Matrices'} */
function transpose_(x, perm) {
var $x = tensor_util_env_1.convertToTensor(x, 'x', 'transpose');
if (perm == null) {
perm = $x.shape.map(function (s, i) { return i; }).reverse();
}
util.assert($x.rank === perm.length, "Error in transpose: rank of input " + $x.rank + " " +
("must match length of perm " + perm + "."));
perm.forEach(function (axis) {
util.assert(axis >= 0 && axis < $x.rank, "All entries in 'perm' must be between 0 and " + ($x.rank - 1) +
(" but got " + perm));
});
if ($x.rank <= 1) {
return $x.clone();
}
var der = function (dy) {
var undoPerm = axis_util.getUndoAxesPermutation(perm);
return { $x: function () { return dy.transpose(undoPerm); } };
};
return environment_1.ENV.engine.runKernel(function (backend) { return backend.transpose($x, perm); }, { $x: $x }, der);
}
exports.transpose = operation_1.op({ transpose_: transpose_ });
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