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Tile.ts
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74 lines (64 loc) · 2.3 KB
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/**
* @license
* Copyright 2019 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.
* =============================================================================
*/
import {NamedAttrMap, NamedTensorInfoMap, registerKernel} from '@tensorflow/tfjs-core';
import {TensorInfo} from '@tensorflow/tfjs-core';
import {BackendWasm} from '../backend_wasm';
import {CppDType} from './types';
interface TileInputs extends NamedTensorInfoMap {
x: TensorInfo;
}
interface TileAttrs extends NamedAttrMap {
reps: number[];
}
let wasmTile: (
xId: number, xShape: Uint8Array, xShapeSize: number, newShape: Uint8Array,
newShapeSize: number, dtype: number, outId: number) => void;
function setup(backend: BackendWasm) {
wasmTile = backend.wasm.cwrap('Tile', null /* void */, [
'number', // x_id
'array', // x_shape
'number', // x_shape.length
'array', // new_shape
'number', // new_shape.length
'number' // out_id
]);
}
function tile(
args: {inputs: TileInputs, backend: BackendWasm, attrs: TileAttrs}) {
const {inputs, backend, attrs} = args;
const {x} = inputs;
const xId = backend.dataIdMap.get(x.dataId).id;
const {reps} = attrs;
const newShape: number[] = new Array(x.shape.length);
for (let i = 0; i < newShape.length; i++) {
newShape[i] = x.shape[i] * reps[i];
}
const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer);
const newShapeBytes = new Uint8Array(new Int32Array(newShape).buffer);
const out = backend.makeOutput(newShape, x.dtype);
const outId = backend.dataIdMap.get(out.dataId).id;
wasmTile(
xId, xShapeBytes, x.shape.length, newShapeBytes, newShape.length,
CppDType[out.dtype], outId);
return out;
}
registerKernel({
kernelName: 'Tile',
backendName: 'wasm',
setupFunc: setup,
kernelFunc: tile
});