@tensorflow/tfjs-core
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Hardware-accelerated JavaScript library for machine intelligence
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JavaScript
;
/**
* @license
* Copyright 2017 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 util = require("../util");
function assertParamsValid(input, begin, size) {
util.assert(input.rank === begin.length, function () { return "Error in slice" + input.rank + "D: Length of begin " + begin + " must " +
("match the rank of the array (" + input.rank + ")."); });
util.assert(input.rank === size.length, function () { return "Error in slice" + input.rank + "D: Length of size " + size + " must " +
("match the rank of the array (" + input.rank + ")."); });
var _loop_1 = function (i) {
util.assert(begin[i] + size[i] <= input.shape[i], function () { return "Error in slice" + input.rank + "D: begin[" + i + "] + size[" + i + "] " +
("(" + (begin[i] + size[i]) + ") would overflow input.shape[" + i + "] (" + input.shape[i] + ")"); });
};
for (var i = 0; i < input.rank; ++i) {
_loop_1(i);
}
}
exports.assertParamsValid = assertParamsValid;
/**
* Calculate the start index and output tensor shape for strided slice op.
* @returns array of [startIndex, size, shrinkAxis]
*/
function getStridedSlicedInfo(shape, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask) {
if (beginMask === void 0) { beginMask = 0; }
if (endMask === void 0) { endMask = 0; }
if (ellipsisMask === void 0) { ellipsisMask = 0; }
if (newAxisMask === void 0) { newAxisMask = 0; }
if (shrinkAxisMask === void 0) { shrinkAxisMask = 0; }
if (ellipsisMask !== 0) {
throw new Error('ellipsis mask is not yet supported');
}
if (newAxisMask !== 0) {
throw new Error('new axis mask is not yet supported');
}
// Note that the axis orders are reversed for runtime ops, so the indices,
// strides and masks must be as well too.
var startIndex = [];
var endIndex = [];
var shrinkAxis = [];
for (var i = 0; i < shape.length; i++) {
startIndex[i] = startForAxis(beginMask, begin, strides, shape, i);
endIndex[i] = stopForAxis(endMask, end, strides, shape, i);
// When shrinking an axis, use startIndex + 1 for endIndex.
// Check the axis bit from right of shrinkAxisMask
if (shrinkAxisMask & 1 << i) {
endIndex[i] = startIndex[i] + 1;
shrinkAxis.push(i);
}
}
var size = new Array(shape.length).fill(0);
size = size.map(function (d, i) {
var count = 0;
var stride = strides[i] || 1;
for (var start = startIndex[i]; !(stride > 0 ? start >= endIndex[i] : start <= endIndex[i]); start += stride) {
count += 1;
}
return count;
});
return [startIndex, size, shrinkAxis];
}
exports.getStridedSlicedInfo = getStridedSlicedInfo;
function startForAxis(beginMask, startIndices, strides, inputShape, axis) {
// Begin with the specified index
var start = startIndices[axis];
var stride = strides[axis] || 1;
// Check the axis bit from right of beginMask or the begin index is not set
// for the axis.
if (beginMask & 1 << axis || start == null) {
if (stride > 0) {
// Forward iteration - use the first element. These values will get
// clamped below (Note: We could have set them to 0 and axis_size-1, but
// use lowest() and max() to maintain symmetry with StopForAxis())
start = Number.MIN_SAFE_INTEGER;
}
else {
// Backward iteration - use the last element.
start = Number.MAX_SAFE_INTEGER;
}
}
// Handle negative indices
var axisSize = inputShape[axis];
if (start < 0) {
start += axisSize;
}
// Clamping
start = util.clamp(0, start, axisSize - 1);
return start;
}
exports.startForAxis = startForAxis;
function stopForAxis(endMask, stopIndices, strides, inputShape, axis) {
// Begin with the specified index
var stop = stopIndices[axis];
var stride = strides[axis] || 1;
// Check the axis bit from right of endMask or if the stop index is not set
// for this axis.
if (endMask & (1 << axis) || stop == null) {
if (stride > 0) {
// Forward iteration - use the last element. These values will get
// clamped below
stop = Number.MAX_SAFE_INTEGER;
}
else {
// Backward iteration - use the first element.
stop = Number.MIN_SAFE_INTEGER;
}
}
// Handle negative indices
var axisSize = inputShape[axis];
if (stop < 0) {
stop += axisSize;
}
// Clamping
// Because the end index points one past the last element, we need slightly
// different clamping ranges depending on the direction.
if (stride > 0) {
// Forward iteration
stop = util.clamp(0, stop, axisSize);
}
else {
// Backward iteration
stop = util.clamp(-1, stop, axisSize - 1);
}
return stop;
}
exports.stopForAxis = stopForAxis;
/**
* Returns true if the slice occupies a continous set of elements in the
* 'flat' space.
*/
function isSliceContinous(shape, begin, size) {
// Index of the first axis that has size > 1.
var firstNonOneAxis = size.length;
for (var i = 0; i < size.length; i++) {
if (size[i] > 1) {
firstNonOneAxis = i;
break;
}
}
for (var i = firstNonOneAxis + 1; i < size.length; i++) {
if (begin[i] > 0 || size[i] !== shape[i]) {
return false;
}
}
return true;
}
exports.isSliceContinous = isSliceContinous;
function computeFlatOffset(begin, strides) {
var flatOffset = begin.length > 0 ? begin[begin.length - 1] : 1;
for (var i = 0; i < begin.length - 1; i++) {
flatOffset += begin[i] * strides[i];
}
return flatOffset;
}
exports.computeFlatOffset = computeFlatOffset;
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