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@tensorflow/tfjs-layers

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TensorFlow layers API in JavaScript

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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. * ============================================================================= */ // Layer activation functions import * as tfc from '@tensorflow/tfjs-core'; import { serialization, tidy } from '@tensorflow/tfjs-core'; import * as K from './backend/tfjs_backend'; import { deserializeKerasObject } from './utils/generic_utils'; /** * Base class for Activations. * * Special note: due to cross-language compatibility reasons, the * static readonly className field in this family of classes must be set to * the initialLowerCamelCase name of the activation. */ export class Activation extends serialization.Serializable { getConfig() { return {}; } } /** * Exponential linear unit (ELU). * Reference: https://arxiv.org/abs/1511.07289 */ class Elu extends Activation { /** * Calculate the activation function. * * @param x: Input. * @param alpha: Scaling factor the negative section. * @return Output of the ELU activation. */ apply(x, alpha = 1) { return K.elu(x, alpha); } } /** @nocollapse */ Elu.className = 'elu'; export { Elu }; serialization.registerClass(Elu); /** * Scaled Exponential Linear Unit. (Klambauer et al., 2017). * Reference: Self-Normalizing Neural Networks, https://arxiv.org/abs/1706.02515 * Notes: * - To be used together with the initialization "lecunNormal". * - To be used together with the dropout variant "AlphaDropout". */ class Selu extends Activation { apply(x) { return tfc.selu(x); } } /** @nocollapse */ Selu.className = 'selu'; export { Selu }; serialization.registerClass(Selu); /** * Rectified linear unit */ class Relu extends Activation { apply(x) { return tfc.relu(x); } } /** @nocollapse */ Relu.className = 'relu'; export { Relu }; serialization.registerClass(Relu); /** * Rectified linear unit activation maxing out at 6.0. */ class Relu6 extends Activation { apply(x) { return tidy(() => tfc.minimum(6.0, tfc.relu(x))); } } /** @nocollapse */ Relu6.className = 'relu6'; export { Relu6 }; serialization.registerClass(Relu6); //* Linear activation (no-op) */ class Linear extends Activation { apply(x) { return x; } } /** @nocollapse */ Linear.className = 'linear'; export { Linear }; serialization.registerClass(Linear); /** * Sigmoid activation function. */ class Sigmoid extends Activation { apply(x) { return tfc.sigmoid(x); } } /** @nocollapse */ Sigmoid.className = 'sigmoid'; export { Sigmoid }; serialization.registerClass(Sigmoid); /** * Segment-wise linear approximation of sigmoid. */ class HardSigmoid extends Activation { apply(x) { return K.hardSigmoid(x); } } /** @nocollapse */ HardSigmoid.className = 'hardSigmoid'; export { HardSigmoid }; serialization.registerClass(HardSigmoid); /** * Softplus activation function. */ class Softplus extends Activation { apply(x) { return tfc.softplus(x); } } /** @nocollapse */ Softplus.className = 'softplus'; export { Softplus }; serialization.registerClass(Softplus); /** * Softsign activation function. */ class Softsign extends Activation { apply(x) { return K.softsign(x); } } /** @nocollapse */ Softsign.className = 'softsign'; export { Softsign }; serialization.registerClass(Softsign); /** * Hyperbolic tangent function. */ class Tanh extends Activation { apply(x) { return tfc.tanh(x); } } /** @nocollapse */ Tanh.className = 'tanh'; export { Tanh }; serialization.registerClass(Tanh); /** * Softmax activation function */ class Softmax extends Activation { /** * Calculate the activation function. * * @param x Tensor. * @param axis Integer, axis along which the softmax normalization is applied. * Invalid if < 2, as softmax across 1 (the batch dimension) is assumed to be * an error. * * @returns a Tensor of the same shape as x * * @throws ValueError: In case `dim(x) < 2`. */ apply(x, axis = (-1)) { return tfc.softmax(x, axis); } } /** @nocollapse */ Softmax.className = 'softmax'; export { Softmax }; serialization.registerClass(Softmax); /** * Log softmax activation function */ class LogSoftmax extends Activation { /** * Calculate the activation function of log softmax: * log( exp(x_i) / sum(exp(x)) ) * * @param x Tensor. * @param axis Integer, axis along which the softmax normalization is applied. * Invalid if < 2, as softmax across 1 (the batch dimension) is assumed to be * an error. * * @returns a Tensor of the same shape as x * * @throws ValueError: In case `dim(x) < 2`. */ apply(x, axis = (-1)) { return tfc.logSoftmax(x, axis); } } /** @nocollapse */ LogSoftmax.className = 'logSoftmax'; export { LogSoftmax }; serialization.registerClass(LogSoftmax); /** * Gelu activation function */ class Gelu extends Activation { /** * Calculate the activation function. * * @param x Tensor. * @returns a Tensor of the same shape as x */ apply(x) { return tidy(() => { return tfc.tidy(() => { const sqrtTwo = Math.sqrt(2); // Compute Φ(x) using the erf function const cdf = tfc.mul(0.5, tfc.add(1, tfc.erf(tfc.div(x, sqrtTwo)))); // Compute GELU(x) = x * Φ(x) return tfc.mul(x, cdf); }); }); } } /** @nocollapse */ Gelu.className = 'gelu'; export { Gelu }; serialization.registerClass(Gelu); /** * GeluNew activation function */ class GeluNew extends Activation { /** * Calculate the activation function. * * @param x Tensor. * @returns a Tensor of the same shape as x */ apply(x) { return tidy(() => { return tfc.mul(0.5, tfc.mul(x, tfc.add(1, tfc.tanh(tfc.mul(tfc.sqrt(tfc.div(2, Math.PI)), tfc.add(x, tfc.mul(0.044715, tfc.pow(x, 3)))))))); }); } } /** @nocollapse */ GeluNew.className = 'gelu_new'; export { GeluNew }; serialization.registerClass(GeluNew); /** * Mish activation function */ class Mish extends Activation { /** * Calculate the activation function. * * @param x Tensor. * @returns a Tensor of the same shape as x */ apply(x) { return tidy(() => tfc.mul(x, tfc.tanh(tfc.softplus(x)))); } } /** @nocollapse */ Mish.className = 'mish'; export { Mish }; serialization.registerClass(Mish); /** * Swish activation function */ class Swish extends Activation { /** * Calculate the activation function. * * @param x Tensor. * @param alpha Scaling factor for the sigmoid function. * @returns a Tensor of the same shape as x */ apply(x, alpha = 1) { return tidy(() => tfc.mul(tfc.sigmoid(tfc.mul(x, alpha)), x)); } } /** @nocollapse */ Swish.className = 'swish'; export { Swish }; serialization.registerClass(Swish); export function serializeActivation(activation) { return activation.getClassName(); } export function deserializeActivation(config, customObjects = {}) { return deserializeKerasObject(config, serialization.SerializationMap.getMap().classNameMap, customObjects, 'activation'); } export function getActivation(identifier) { if (identifier == null) { const config = {}; config['className'] = 'linear'; config['config'] = {}; return deserializeActivation(config); } if (typeof identifier === 'string') { const config = {}; config['className'] = identifier; config['config'] = {}; return deserializeActivation(config); } else if (identifier instanceof Activation) { return identifier; } else { return deserializeActivation(identifier); } } //# 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* @license\n * Copyright 2018 Google 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\n// Layer activation functions\nimport * as tfc from '@tensorflow/tfjs-core';\nimport {serialization, Tensor, tidy} from '@tensorflow/tfjs-core';\nimport * as K from './backend/tfjs_backend';\nimport {ActivationIdentifier} from './keras_format/activation_config';\nimport {deserializeKerasObject} from './utils/generic_utils';\n\n/**\n * Base class for Activations.\n *\n * Special note: due to cross-language compatibility reasons, the\n * static readonly className field in this family of classes must be set to\n * the initialLowerCamelCase name of the activation.\n */\nexport abstract class Activation extends serialization.Serializable {\n  abstract apply(tensor: Tensor, axis?: number): Tensor;\n  getConfig(): serialization.ConfigDict {\n    return {};\n  }\n}\n\n/**\n * Exponential linear unit (ELU).\n * Reference: https://arxiv.org/abs/1511.07289\n */\nexport class Elu extends Activation {\n  /** @nocollapse */\n  static readonly className = 'elu';\n  /**\n   * Calculate the activation function.\n   *\n   * @param x: Input.\n   * @param alpha: Scaling factor the negative section.\n   * @return Output of the ELU activation.\n   */\n  apply(x: Tensor, alpha = 1): Tensor {\n    return K.elu(x, alpha);\n  }\n}\nserialization.registerClass(Elu);\n\n/**\n * Scaled Exponential Linear Unit. (Klambauer et al., 2017).\n * Reference: Self-Normalizing Neural Networks, https://arxiv.org/abs/1706.02515\n * Notes:\n *   - To be used together with the initialization \"lecunNormal\".\n *   - To be used together with the dropout variant \"AlphaDropout\".\n */\nexport class Selu extends Activation {\n  /** @nocollapse */\n  static readonly className = 'selu';\n  apply(x: Tensor): Tensor {\n    return tfc.selu(x);\n  }\n}\nserialization.registerClass(Selu);\n\n/**\n *  Rectified linear unit\n */\nexport class Relu extends Activation {\n  /** @nocollapse */\n  static readonly className = 'relu';\n  apply(x: Tensor): Tensor {\n    return tfc.relu(x);\n  }\n}\nserialization.registerClass(Relu);\n\n/**\n * Rectified linear unit activation maxing out at 6.0.\n */\nexport class Relu6 extends Activation {\n  /** @nocollapse */\n  static readonly className = 'relu6';\n  apply(x: Tensor): Tensor {\n    return tidy(() => tfc.minimum(6.0, tfc.relu(x)));\n  }\n}\nserialization.registerClass(Relu6);\n\n//* Linear activation (no-op) */\nexport class Linear extends Activation {\n  /** @nocollapse */\n  static readonly className = 'linear';\n  apply(x: Tensor): Tensor {\n    return x;\n  }\n}\nserialization.registerClass(Linear);\n\n/**\n * Sigmoid activation function.\n */\nexport class Sigmoid extends Activation {\n  /** @nocollapse */\n  static readonly className = 'sigmoid';\n  apply(x: Tensor): Tensor {\n    return tfc.sigmoid(x);\n  }\n}\nserialization.registerClass(Sigmoid);\n\n/**\n * Segment-wise linear approximation of sigmoid.\n */\nexport class HardSigmoid extends Activation {\n  /** @nocollapse */\n  static readonly className = 'hardSigmoid';\n  apply(x: Tensor): Tensor {\n    return K.hardSigmoid(x);\n  }\n}\nserialization.registerClass(HardSigmoid);\n\n/**\n * Softplus activation function.\n */\nexport class Softplus extends Activation {\n  /** @nocollapse */\n  static readonly className = 'softplus';\n  apply(x: Tensor): Tensor {\n    return tfc.softplus(x);\n  }\n}\nserialization.registerClass(Softplus);\n\n/**\n * Softsign activation function.\n */\nexport class Softsign extends Activation {\n  /** @nocollapse */\n  static readonly className = 'softsign';\n  apply(x: Tensor): Tensor {\n    return K.softsign(x);\n  }\n}\nserialization.registerClass(Softsign);\n\n/**\n * Hyperbolic tangent function.\n */\nexport class Tanh extends Activation {\n  /** @nocollapse */\n  static readonly className = 'tanh';\n  apply(x: Tensor): Tensor {\n    return tfc.tanh(x);\n  }\n}\nserialization.registerClass(Tanh);\n\n/**\n * Softmax activation function\n */\nexport class Softmax extends Activation {\n  /** @nocollapse */\n  static readonly className = 'softmax';\n  /**\n   * Calculate the activation function.\n   *\n   * @param x Tensor.\n   * @param axis Integer, axis along which the softmax normalization is applied.\n   * Invalid if < 2, as softmax across 1 (the batch dimension) is assumed to be\n   * an error.\n   *\n   * @returns a Tensor of the same shape as x\n   *\n   * @throws ValueError: In case `dim(x) < 2`.\n   */\n  apply(x: Tensor, axis: number = (-1)): Tensor {\n    return tfc.softmax(x, axis);\n  }\n}\nserialization.registerClass(Softmax);\n\n/**\n * Log softmax activation function\n */\nexport class LogSoftmax extends Activation {\n  /** @nocollapse */\n  static readonly className = 'logSoftmax';\n  /**\n   * Calculate the activation function of log softmax:\n   * log( exp(x_i) / sum(exp(x)) )\n   *\n   * @param x Tensor.\n   * @param axis Integer, axis along which the softmax normalization is applied.\n   * Invalid if < 2, as softmax across 1 (the batch dimension) is assumed to be\n   * an error.\n   *\n   * @returns a Tensor of the same shape as x\n   *\n   * @throws ValueError: In case `dim(x) < 2`.\n   */\n  apply(x: Tensor, axis: number = (-1)): Tensor {\n    return tfc.logSoftmax(x, axis);\n  }\n}\nserialization.registerClass(LogSoftmax);\n\n/**\n * Gelu activation function\n */\nexport class Gelu extends Activation {\n  /** @nocollapse */\n  static readonly className = 'gelu';\n  /**\n   * Calculate the activation function.\n   *\n   * @param x Tensor.\n   * @returns a Tensor of the same shape as x\n   */\n  apply(x: Tensor): Tensor {\n    return tidy(() => {\n      return tfc.tidy(() => {\n        const sqrtTwo = Math.sqrt(2);\n        // Compute Φ(x) using the erf function\n        const cdf = tfc.mul(0.5, tfc.add(1, tfc.erf(tfc.div(x, sqrtTwo))));\n        // Compute GELU(x) = x * Φ(x)\n        return tfc.mul(x, cdf);\n      });\n    });\n  }\n}\nserialization.registerClass(Gelu);\n\n/**\n * GeluNew activation function\n */\nexport class GeluNew extends Activation {\n  /** @nocollapse */\n  static readonly className = 'gelu_new';\n  /**\n   * Calculate the activation function.\n   *\n   * @param x Tensor.\n   * @returns a Tensor of the same shape as x\n   */\n  apply(x: Tensor): Tensor {\n    return tidy(() => {\n      return tfc.mul(\n        0.5,\n        tfc.mul(\n          x,\n          tfc.add(\n              1,\n              tfc.tanh(\n                tfc.mul(\n                  tfc.sqrt(tfc.div(2, Math.PI)),\n                  tfc.add(x, tfc.mul(0.044715, tfc.pow(x, 3)))\n                  )\n              )\n          )\n        )\n      );\n    });\n  }\n}\nserialization.registerClass(GeluNew);\n\n/**\n * Mish activation function\n */\nexport class Mish extends Activation {\n  /** @nocollapse */\n  static readonly className = 'mish';\n  /**\n   * Calculate the activation function.\n   *\n   * @param x Tensor.\n   * @returns a Tensor of the same shape as x\n   */\n  apply(x: Tensor): Tensor {\n    return tidy(() => tfc.mul(x, tfc.tanh(tfc.softplus(x))));\n  }\n}\nserialization.registerClass(Mish);\n\n/**\n * Swish activation function\n */\nexport class Swish extends Activation {\n  /** @nocollapse */\n  static readonly className = 'swish';\n  /**\n   * Calculate the activation function.\n   *\n   * @param x Tensor.\n   * @param alpha Scaling factor for the sigmoid function.\n   * @returns a Tensor of the same shape as x\n   */\n  apply(x: Tensor, alpha = 1): Tensor {\n    return tidy(() => tfc.mul(tfc.sigmoid(tfc.mul(x, alpha)), x));\n  }\n}\nserialization.registerClass(Swish);\n\nexport function serializeActivation(activation: Activation): string {\n  return activation.getClassName();\n}\n\nexport function deserializeActivation(\n    config: serialization.ConfigDict,\n    customObjects: serialization.ConfigDict = {}): Activation {\n  return deserializeKerasObject(\n      config, serialization.SerializationMap.getMap().classNameMap,\n      customObjects, 'activation');\n}\n\nexport function getActivation(identifier: ActivationIdentifier|\n                              serialization.ConfigDict|Activation): Activation {\n  if (identifier == null) {\n    const config: serialization.ConfigDict = {};\n    config['className'] = 'linear';\n    config['config'] = {};\n    return deserializeActivation(config);\n  }\n  if (typeof identifier === 'string') {\n    const config: serialization.ConfigDict = {};\n    config['className'] = identifier;\n    config['config'] = {};\n    return deserializeActivation(config);\n  } else if (identifier instanceof Activation) {\n    return identifier;\n  } else {\n    return deserializeActivation(identifier);\n  }\n}\n"]}