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2025-02-12 ea42ff3ebee1eeb3fb29423aa848a249441db81c

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/**
 * @license
 * Copyright 2018 Google 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 } from '@tensorflow/tfjs-core';
import { getUid } from '../backend/state';
import { ValueError } from '../errors';
import { Layer, Node, SymbolicTensor } from './topology';
class InputLayer extends Layer {
    constructor(args) {
        super({
            dtype: args.dtype,
            name: args.name != null ? args.name : getUid('input').toString()
        });
        // Normalize config.batchSize and config.sparse
        if (args.batchSize == null) {
            args.batchSize = null;
        }
        if (args.sparse == null) {
            args.sparse = false;
        }
        this.trainable = false;
        this.built = true;
        this.sparse = args.sparse;
        if (args.inputShape != null && args.batchInputShape != null) {
            throw new ValueError('Only provide the inputShape OR ' +
                'batchInputShape argument to inputLayer, not both at the same time.');
        }
        let batchInputShape = args.batchInputShape;
        if (batchInputShape == null) {
            if (args.inputShape == null) {
                throw new ValueError('An InputLayer should be passed either a ' +
                    '`batchInputShape` or an `inputShape`.');
            }
            else {
                batchInputShape = [args.batchSize].concat(args.inputShape);
            }
        }
        else {
            // TODO(michaelterry): Backport to PyKeras
            if (args.batchSize != null) {
                throw new ValueError('Cannot specify batchSize if batchInputShape is ' +
                    'specified when creating an InputLayer.');
            }
        }
        const dtype = args.dtype || 'float32';
        this.batchInputShape = batchInputShape;
        this.dtype = dtype;
        // TODO(michaelterry): Backport this to PyKeras?
        this.inputSpec = [{ shape: batchInputShape }];
        const inputTensor = new SymbolicTensor(this.dtype, this.batchInputShape, this, [], {}, this.name);
        inputTensor.nodeIndex = 0;
        inputTensor.tensorIndex = 0;
        // Create an input node to add to this.outboundNode.
        // (This call has side effects.)
        // tslint:disable-next-line:no-unused-expression
        new Node({
            outboundLayer: this,
            inboundLayers: [],
            nodeIndices: [],
            tensorIndices: [],
            inputTensors: [inputTensor],
            outputTensors: [inputTensor],
            inputMasks: [null],
            outputMasks: [null],
            inputShapes: [batchInputShape],
            outputShapes: [batchInputShape]
        });
    }
    apply(inputs, kwargs) {
        throw new ValueError('Cannot pass any input to an ' +
            `InputLayer's apply() method. InputLayer name: ${this.name}`);
    }
    dispose() {
        // dispose() for InputLayer is overridden as no-op.
        return { refCountAfterDispose: this._refCount, numDisposedVariables: 0 };
    }
    getConfig() {
        return {
            batchInputShape: this.batchInputShape,
            dtype: this.dtype,
            sparse: this.sparse,
            name: this.name
        };
    }
}
/** @nocollapse */
InputLayer.className = 'InputLayer';
export { InputLayer };
serialization.registerClass(InputLayer);
export function Input(config) {
    if (config.batchShape == null && config.shape == null) {
        throw new Error('Please provide to Input either a `shape`' +
            ' or a `batchShape` argument. Note that ' +
            '`shape` does not include the batch ' +
            'dimension.');
    }
    if (config.batchShape != null && config.shape != null) {
        // TODO(michaelterry): Backport to PyKeras.
        throw new ValueError('Please provide either a `shape` or `batchShape` ' +
            'argument to Input, but not both.');
    }
    let batchShape = config.batchShape;
    if (config.shape != null && batchShape == null) {
        batchShape = [null].concat(config.shape);
    }
    let dtype = config.dtype;
    if (dtype == null) {
        dtype = 'float32';
    }
    const inputLayer = new InputLayer({
        batchInputShape: batchShape,
        name: config.name,
        dtype,
        sparse: config.sparse
    });
    const outputs = inputLayer.inboundNodes[0].outputTensors;
    return outputs[0];
}
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 // TODO(michaelterry): Not clear whether we'll need this.\n\n  /** Name of the layer. */\n  name?: string;\n}\n\nexport class InputLayer extends Layer {\n  /** @nocollapse */\n  static readonly className = 'InputLayer';\n  sparse: boolean;\n  constructor(args: InputLayerArgs) {\n    super({\n      dtype: args.dtype,\n      name: args.name != null ? args.name : getUid('input').toString()\n    });\n    // Normalize config.batchSize and config.sparse\n    if (args.batchSize == null) {\n      args.batchSize = null;\n    }\n    if (args.sparse == null) {\n      args.sparse = false;\n    }\n\n    this.trainable = false;\n    this.built = true;\n    this.sparse = args.sparse;\n\n    if (args.inputShape != null && args.batchInputShape != null) {\n      throw new ValueError(\n          'Only provide the inputShape OR ' +\n          'batchInputShape argument to inputLayer, not both at the same time.');\n    }\n    let batchInputShape = args.batchInputShape;\n    if (batchInputShape == null) {\n      if (args.inputShape == null) {\n        throw new ValueError(\n            'An InputLayer should be passed either a ' +\n            '`batchInputShape` or an `inputShape`.');\n      } else {\n        batchInputShape = [args.batchSize].concat(args.inputShape);\n      }\n    } else {\n      // TODO(michaelterry): Backport to PyKeras\n      if (args.batchSize != null) {\n        throw new ValueError(\n            'Cannot specify batchSize if batchInputShape is ' +\n            'specified when creating an InputLayer.');\n      }\n    }\n\n    const dtype = args.dtype || 'float32';\n\n    this.batchInputShape = batchInputShape;\n    this.dtype = dtype;\n    // TODO(michaelterry): Backport this to PyKeras?\n    this.inputSpec = [{shape: batchInputShape}];\n\n    const inputTensor = new SymbolicTensor(\n        this.dtype, this.batchInputShape, this, [], {}, this.name);\n    inputTensor.nodeIndex = 0;\n    inputTensor.tensorIndex = 0;\n\n    // Create an input node to add to this.outboundNode.\n    // (This call has side effects.)\n    // tslint:disable-next-line:no-unused-expression\n    new Node({\n      outboundLayer: this,\n      inboundLayers: [],\n      nodeIndices: [],\n      tensorIndices: [],\n      inputTensors: [inputTensor],\n      outputTensors: [inputTensor],\n      inputMasks: [null],\n      outputMasks: [null],\n      inputShapes: [batchInputShape],\n      outputShapes: [batchInputShape]\n    });\n  }\n\n  override apply(\n      inputs: Tensor|Tensor[]|SymbolicTensor|SymbolicTensor[],\n      kwargs?: Kwargs): Tensor|Tensor[]|SymbolicTensor {\n    throw new ValueError(\n        'Cannot pass any input to an ' +\n        `InputLayer's apply() method. InputLayer name: ${this.name}`);\n  }\n\n  override dispose(): DisposeResult {\n    // dispose() for InputLayer is overridden as no-op.\n    return {refCountAfterDispose: this._refCount, numDisposedVariables: 0};\n  }\n\n  override getConfig(): serialization.ConfigDict {\n    return {\n      batchInputShape: this.batchInputShape,\n      dtype: this.dtype,\n      sparse: this.sparse,\n      name: this.name\n    };\n  }\n}\nserialization.registerClass(InputLayer);\n\n/**\n * Config for the Input function.\n *\n * Note: You should provide only shape or batchShape (not both).\n * If only shape is provided, then the batchShape becomes\n * [null].concat(inputShape).\n */\nexport interface InputConfig {\n  /**\n   * A shape, not including the batch size. For instance, `shape=[32]`\n   * indicates that the expected input will be batches of 32-dimensional\n   * vectors.\n   */\n  shape?: Shape;\n  /**\n   * A shape tuple (integer), including the batch size. For instance,\n   * `batchShape=[10, 32]` indicates that the expected input will be batches of\n   * 10 32-dimensional vectors. `batchShape=[null, 32]` indicates batches of an\n   * arbitrary number of 32-dimensional vectors.\n   */\n  batchShape?: Shape;\n  /**\n   * An optional name string for the layer. Should be unique in a model (do not\n   * reuse the same name twice). It will be autogenerated if it isn't provided.\n   */\n  name?: string;\n  dtype?: DataType;\n  /**\n   * A boolean specifying whether the placeholder to be created is sparse.\n   */\n  sparse?: boolean;\n}\n\nexport function Input(config: InputConfig): SymbolicTensor {\n  if (config.batchShape == null && config.shape == null) {\n    throw new Error(\n        'Please provide to Input either a `shape`' +\n        ' or a `batchShape` argument. Note that ' +\n        '`shape` does not include the batch ' +\n        'dimension.');\n  }\n  if (config.batchShape != null && config.shape != null) {\n    // TODO(michaelterry): Backport to PyKeras.\n    throw new ValueError(\n        'Please provide either a `shape` or `batchShape` ' +\n        'argument to Input, but not both.');\n  }\n  let batchShape = config.batchShape;\n  if (config.shape != null && batchShape == null) {\n    batchShape = [null].concat(config.shape);\n  }\n\n  let dtype = config.dtype;\n  if (dtype == null) {\n    dtype = 'float32';\n  }\n\n  const inputLayer = new InputLayer({\n    batchInputShape: batchShape,\n    name: config.name,\n    dtype,\n    sparse: config.sparse\n  });\n\n  const outputs = inputLayer.inboundNodes[0].outputTensors;\n  return outputs[0];\n}\n"]}