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@tensorflow/tfjs-layers

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TensorFlow layers API in JavaScript

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/** * @license * Copyright 2022 CodeSmith LLC * * Use of this source code is governed by an MIT-style * license that can be found in the LICENSE file or at * https://opensource.org/licenses/MIT. * ============================================================================= */ import { serialization, unstack, stack, tensor, tidy, range, image } from '@tensorflow/tfjs-core'; import { getExactlyOneShape, getExactlyOneTensor } from '../../utils/types_utils'; import { Layer } from '../../engine/topology'; import * as K from '../../backend/tfjs_backend'; const { resizeBilinear, cropAndResize } = image; class CenterCrop extends Layer { constructor(args) { super(args); this.height = args.height; this.width = args.width; } centerCrop(inputs, hBuffer, wBuffer, height, width, inputHeight, inputWidth, dtype) { return tidy(() => { let input; let isRank3 = false; const top = hBuffer / inputHeight; const left = wBuffer / inputWidth; const bottom = ((height) + hBuffer) / inputHeight; const right = ((width) + wBuffer) / inputWidth; const bound = [top, left, bottom, right]; const boxesArr = []; if (inputs.rank === 3) { isRank3 = true; input = stack([inputs]); } else { input = inputs; } for (let i = 0; i < input.shape[0]; i++) { boxesArr.push(bound); } const boxes = tensor(boxesArr, [boxesArr.length, 4]); const boxInd = range(0, boxesArr.length, 1, 'int32'); const cropSize = [height, width]; const cropped = cropAndResize(input, boxes, boxInd, cropSize, 'nearest'); if (isRank3) { return K.cast(getExactlyOneTensor(unstack(cropped)), dtype); } return K.cast(cropped, dtype); }); } upsize(inputs, height, width, dtype) { return tidy(() => { const outputs = resizeBilinear(inputs, [height, width]); return K.cast(outputs, dtype); }); } call(inputs, kwargs) { return tidy(() => { const rankedInputs = getExactlyOneTensor(inputs); const dtype = rankedInputs.dtype; const inputShape = rankedInputs.shape; const inputHeight = inputShape[inputShape.length - 3]; const inputWidth = inputShape[inputShape.length - 2]; let hBuffer = 0; if (inputHeight !== this.height) { hBuffer = Math.floor((inputHeight - this.height) / 2); } let wBuffer = 0; if (inputWidth !== this.width) { wBuffer = Math.floor((inputWidth - this.width) / 2); if (wBuffer === 0) { wBuffer = 1; } } if (hBuffer >= 0 && wBuffer >= 0) { return this.centerCrop(rankedInputs, hBuffer, wBuffer, this.height, this.width, inputHeight, inputWidth, dtype); } else { return this.upsize(inputs, this.height, this.width, dtype); } }); } getConfig() { const config = { 'height': this.height, 'width': this.width }; const baseConfig = super.getConfig(); Object.assign(config, baseConfig); return config; } computeOutputShape(inputShape) { inputShape = getExactlyOneShape(inputShape); const hAxis = inputShape.length - 3; const wAxis = inputShape.length - 2; inputShape[hAxis] = this.height; inputShape[wAxis] = this.width; return inputShape; } } /** @nocollapse */ CenterCrop.className = 'CenterCrop'; export { CenterCrop }; serialization.registerClass(CenterCrop); //# 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* @license\n * Copyright 2022 CodeSmith LLC\n *\n * Use of this source code is governed by an MIT-style\n * license that can be found in the LICENSE file or at\n * https://opensource.org/licenses/MIT.\n * =============================================================================\n */\n\nimport {serialization,DataType,unstack,stack,tensor,Tensor,Tensor1D,Tensor2D, Tensor3D, Tensor4D, tidy, range, image} from '@tensorflow/tfjs-core';\nimport {getExactlyOneShape, getExactlyOneTensor} from '../../utils/types_utils';\nimport {LayerArgs, Layer} from '../../engine/topology';\nimport {Kwargs} from '../../types';\nimport {Shape} from '../../keras_format/common';\nimport * as K from '../../backend/tfjs_backend';\n\nconst {resizeBilinear, cropAndResize} = image;\n\nexport declare interface CenterCropArgs extends LayerArgs{\n  height: number;\n  width: number;\n}\n\nexport class CenterCrop extends Layer {\n  /** @nocollapse */\n  static className = 'CenterCrop';\n  private readonly height: number;\n  private readonly width: number;\n  constructor(args: CenterCropArgs) {\n    super(args);\n    this.height = args.height;\n    this.width = args.width;\n  }\n\n  centerCrop(inputs: Tensor3D | Tensor4D, hBuffer: number, wBuffer: number,\n            height: number, width: number, inputHeight: number,\n            inputWidth: number, dtype: DataType): Tensor | Tensor[] {\n\n    return tidy(() => {\n      let input: Tensor4D;\n      let isRank3      = false;\n      const top      = hBuffer / inputHeight;\n      const left     = wBuffer / inputWidth;\n      const bottom   = ((height) + hBuffer) / inputHeight;\n      const right    = ((width) + wBuffer) / inputWidth;\n      const bound    = [top, left, bottom, right];\n      const boxesArr = [];\n\n      if(inputs.rank === 3) {\n        isRank3  = true;\n        input  = stack([inputs]) as Tensor4D;\n      } else {\n        input = inputs as Tensor4D;\n      }\n\n      for (let i = 0; i < input.shape[0]; i++) {\n        boxesArr.push(bound);\n      }\n\n      const boxes: Tensor2D  = tensor(boxesArr, [boxesArr.length, 4]);\n      const boxInd: Tensor1D = range(0, boxesArr.length, 1, 'int32');\n\n      const cropSize: [number, number] = [height, width];\n      const cropped = cropAndResize(input, boxes, boxInd, cropSize, 'nearest');\n\n      if(isRank3) {\n        return K.cast(getExactlyOneTensor(unstack(cropped)), dtype);\n      }\n      return K.cast(cropped, dtype);\n   });\n\n  }\n\n  upsize(inputs : Tensor3D | Tensor4D, height: number,\n         width: number, dtype: DataType): Tensor | Tensor[] {\n\n    return tidy(() => {\n      const outputs = resizeBilinear(inputs, [height, width]);\n      return K.cast(outputs, dtype);\n  });\n\n}\n\n  override call(inputs: Tensor3D | Tensor4D , kwargs: Kwargs):\n      Tensor[] | Tensor {\n    return tidy(() => {\n      const rankedInputs = getExactlyOneTensor(inputs) as Tensor3D | Tensor4D;\n      const dtype       = rankedInputs.dtype;\n      const inputShape  = rankedInputs.shape;\n      const inputHeight = inputShape[inputShape.length - 3];\n      const inputWidth  =  inputShape[inputShape.length - 2];\n\n      let hBuffer = 0;\n      if (inputHeight !== this.height) {\n        hBuffer =  Math.floor((inputHeight - this.height) / 2);\n      }\n\n      let wBuffer = 0;\n      if (inputWidth !== this.width) {\n        wBuffer = Math.floor((inputWidth - this.width) / 2);\n\n        if (wBuffer === 0) {\n          wBuffer = 1;\n        }\n      }\n\n      if(hBuffer >= 0 && wBuffer >= 0) {\n        return this.centerCrop(rankedInputs, hBuffer, wBuffer,\n                              this.height, this.width, inputHeight,\n                              inputWidth, dtype);\n      } else {\n        return this.upsize(inputs, this.height, this.width, dtype);\n      }\n   });\n\n  }\n\n  override getConfig(): serialization.ConfigDict{\n\n    const config: serialization.ConfigDict = {\n      'height' : this.height,\n      'width' : this.width\n    };\n\n    const baseConfig = super.getConfig();\n    Object.assign(config, baseConfig);\n    return config;\n  }\n\n  override computeOutputShape(inputShape: Shape | Shape[]): Shape | Shape[] {\n    inputShape = getExactlyOneShape(inputShape);\n    const hAxis = inputShape.length - 3;\n    const wAxis = inputShape.length - 2;\n    inputShape[hAxis] = this.height;\n    inputShape[wAxis] = this.width;\n    return inputShape;\n  }\n}\n\nserialization.registerClass(CenterCrop);\n"]}