/** * @license * Copyright 2018 Google LLC. 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 { ENGINE } from '../engine'; import { dispose, tidy } from '../globals'; import { add } from '../ops/add'; import { div } from '../ops/div'; import { fill } from '../ops/fill'; import { mul } from '../ops/mul'; import { sqrt } from '../ops/sqrt'; import { square } from '../ops/square'; import { Optimizer } from './optimizer'; /** @doclink Optimizer */ export class AdagradOptimizer extends Optimizer { /** @nocollapse */ static get className() { // Name matters for Python compatibility. // This is a getter instead of a property because when it's a property, it // prevents the entire class from being tree-shaken. return 'Adagrad'; } constructor(learningRate, initialAccumulatorValue = 0.1) { super(); this.learningRate = learningRate; this.initialAccumulatorValue = initialAccumulatorValue; this.accumulatedGrads = []; } applyGradients(variableGradients) { const variableNames = Array.isArray(variableGradients) ? variableGradients.map(item => item.name) : Object.keys(variableGradients); variableNames.forEach((name, i) => { const value = ENGINE.registeredVariables[name]; if (this.accumulatedGrads[i] == null) { const trainable = false; this.accumulatedGrads[i] = { originalName: `${name}/accumulator`, variable: tidy(() => fill(value.shape, this.initialAccumulatorValue) .variable(trainable)) }; } const gradient = Array.isArray(variableGradients) ? variableGradients[i].tensor : variableGradients[name]; if (gradient == null) { return; } const accumulatedGrad = this.accumulatedGrads[i].variable; tidy(() => { const newAccumulatedGrad = add(accumulatedGrad, square(gradient)); accumulatedGrad.assign(newAccumulatedGrad); const newValue = add(mul(div(gradient, sqrt(add(newAccumulatedGrad, ENGINE.backend.epsilon()))), -this.learningRate), value); value.assign(newValue); }); }); this.incrementIterations(); } dispose() { if (this.accumulatedGrads != null) { dispose(this.accumulatedGrads.map(v => v.variable)); } } async getWeights() { // Order matters for Python compatibility. return [await this.saveIterations()].concat(this.accumulatedGrads.map(v => ({ name: v.originalName, tensor: v.variable }))); } async setWeights(weightValues) { weightValues = await this.extractIterations(weightValues); const trainable = false; this.accumulatedGrads = weightValues.map(v => ({ originalName: v.name, variable: v.tensor.variable(trainable) })); } getConfig() { return { 'learningRate': this.learningRate, 'initialAccumulatorValue': this.initialAccumulatorValue, }; } /** @nocollapse */ static fromConfig(cls, config) { return new cls(config['learningRate'], config['initialAccumulatorValue']); } } //# sourceMappingURL=data:application/json;base64,{"version":3,"file":"adagrad_optimizer.js","sourceRoot":"","sources":["../../../../../../tfjs-core/src/optimizers/adagrad_optimizer.ts"],"names":[],"mappings":"AAAA;;;;;;;;;;;;;;;GAeG;AAEH,OAAO,EAAC,MAAM,EAAC,MAAM,WAAW,CAAC;AACjC,OAAO,EAAC,OAAO,EAAE,IAAI,EAAC,MAAM,YAAY,CAAC;AACzC,OAAO,EAAC,GAAG,EAAC,MAAM,YAAY,CAAC;AAC/B,OAAO,EAAC,GAAG,EAAC,MAAM,YAAY,CAAC;AAC/B,OAAO,EAAC,IAAI,EAAC,MAAM,aAAa,CAAC;AACjC,OAAO,EAAC,GAAG,EAAC,MAAM,YAAY,CAAC;AAC/B,OAAO,EAAC,IAAI,EAAC,MAAM,aAAa,CAAC;AACjC,OAAO,EAAC,MAAM,EAAC,MAAM,eAAe,CAAC;AAIrC,OAAO,EAAC,SAAS,EAAoB,MAAM,aAAa,CAAC;AAEzD,yBAAyB;AACzB,MAAM,OAAO,gBAAiB,SAAQ,SAAS;IAC7C,kBAAkB;IAClB,MAAM,KAAK,SAAS;QAClB,yCAAyC;QACzC,0EAA0E;QAC1E,oDAAoD;QACpD,OAAO,SAAS,CAAC;IACnB,CAAC;IAID,YACc,YAAoB,EAAU,0BAA0B,GAAG;QACvE,KAAK,EAAE,CAAC;QADI,iBAAY,GAAZ,YAAY,CAAQ;QAAU,4BAAuB,GAAvB,uBAAuB,CAAM;QAHjE,qBAAgB,GAAwB,EAAE,CAAC;IAKnD,CAAC;IAED,cAAc,CAAC,iBAAiD;QAC9D,MAAM,aAAa,GAAG,KAAK,CAAC,OAAO,CAAC,iBAAiB,CAAC,CAAC,CAAC;YACpD,iBAAiB,CAAC,GAAG,CAAC,IAAI,CAAC,EAAE,CAAC,IAAI,CAAC,IAAI,CAAC,CAAC,CAAC;YAC1C,MAAM,CAAC,IAAI,CAAC,iBAAiB,CAAC,CAAC;QAEnC,aAAa,CAAC,OAAO,CAAC,CAAC,IAAI,EAAE,CAAC,EAAE,EAAE;YAChC,MAAM,KAAK,GAAG,MAAM,CAAC,mBAAmB,CAAC,IAAI,CAAC,CAAC;YAC/C,IAAI,IAAI,CAAC,gBAAgB,CAAC,CAAC,CAAC,IAAI,IAAI,EAAE;gBACpC,MAAM,SAAS,GAAG,KAAK,CAAC;gBACxB,IAAI,CAAC,gBAAgB,CAAC,CAAC,CAAC,GAAG;oBACzB,YAAY,EAAE,GAAG,IAAI,cAAc;oBACnC,QAAQ,EAAE,IAAI,CACV,GAAG,EAAE,CAAC,IAAI,CAAC,KAAK,CAAC,KAAK,EAAE,IAAI,CAAC,uBAAuB,CAAC;yBAC1C,QAAQ,CAAC,SAAS,CAAC,CAAC;iBACpC,CAAC;aACH;YAED,MAAM,QAAQ,GAAG,KAAK,CAAC,OAAO,CAAC,iBAAiB,CAAC,CAAC,CAAC;gBAC/C,iBAAiB,CAAC,CAAC,CAAC,CAAC,MAAM,CAAC,CAAC;gBAC7B,iBAAiB,CAAC,IAAI,CAAC,CAAC;YAC5B,IAAI,QAAQ,IAAI,IAAI,EAAE;gBACpB,OAAO;aACR;YAED,MAAM,eAAe,GAAG,IAAI,CAAC,gBAAgB,CAAC,CAAC,CAAC,CAAC,QAAQ,CAAC;YAE1D,IAAI,CAAC,GAAG,EAAE;gBACR,MAAM,kBAAkB,GAAG,GAAG,CAAC,eAAe,EAAE,MAAM,CAAC,QAAQ,CAAC,CAAC,CAAC;gBAClE,eAAe,CAAC,MAAM,CAAC,kBAAkB,CAAC,CAAC;gBAE3C,MAAM,QAAQ,GAAG,GAAG,CAChB,GAAG,CAAC,GAAG,CAAC,QAAQ,EACR,IAAI,CAAC,GAAG,CAAC,kBAAkB,EAAE,MAAM,CAAC,OAAO,CAAC,OAAO,EAAE,CAAC,CAAC,CAAC,EAC5D,CAAC,IAAI,CAAC,YAAY,CAAC,EACvB,KAAK,CAAC,CAAC;gBACX,KAAK,CAAC,MAAM,CAAC,QAAQ,CAAC,CAAC;YACzB,CAAC,CAAC,CAAC;QACL,CAAC,CAAC,CAAC;QACH,IAAI,CAAC,mBAAmB,EAAE,CAAC;IAC7B,CAAC;IAEQ,OAAO;QACd,IAAI,IAAI,CAAC,gBAAgB,IAAI,IAAI,EAAE;YACjC,OAAO,CAAC,IAAI,CAAC,gBAAgB,CAAC,GAAG,CAAC,CAAC,CAAC,EAAE,CAAC,CAAC,CAAC,QAAQ,CAAC,CAAC,CAAC;SACrD;IACH,CAAC;IAEQ,KAAK,CAAC,UAAU;QACvB,0CAA0C;QAC1C,OAAO,CAAC,MAAM,IAAI,CAAC,cAAc,EAAE,CAAC,CAAC,MAAM,CAAC,IAAI,CAAC,gBAAgB,CAAC,GAAG,CACjE,CAAC,CAAC,EAAE,CAAC,CAAC,EAAC,IAAI,EAAE,CAAC,CAAC,YAAY,EAAE,MAAM,EAAE,CAAC,CAAC,QAAQ,EAAC,CAAC,CAAC,CAAC,CAAC;IAC1D,CAAC;IAEQ,KAAK,CAAC,UAAU,CAAC,YAA2B;QACnD,YAAY,GAAG,MAAM,IAAI,CAAC,iBAAiB,CAAC,YAAY,CAAC,CAAC;QAC1D,MAAM,SAAS,GAAG,KAAK,CAAC;QACxB,IAAI,CAAC,gBAAgB,GAAG,YAAY,CAAC,GAAG,CACpC,CAAC,CAAC,EAAE,CAAC,CAAC,EAAC,YAAY,EAAE,CAAC,CAAC,IAAI,EAAE,QAAQ,EAAE,CAAC,CAAC,MAAM,CAAC,QAAQ,CAAC,SAAS,CAAC,EAAC,CAAC,CAAC,CAAC;IAC7E,CAAC;IAED,SAAS;QACP,OAAO;YACL,cAAc,EAAE,IAAI,CAAC,YAAY;YACjC,yBAAyB,EAAE,IAAI,CAAC,uBAAuB;SACxD,CAAC;IACJ,CAAC;IAED,kBAAkB;IAClB,MAAM,CAAU,UAAU,CACtB,GAA+B,EAAE,MAAkB;QACrD,OAAO,IAAI,GAAG,CAAC,MAAM,CAAC,cAAc,CAAC,EAAE,MAAM,CAAC,yBAAyB,CAAC,CAAC,CAAC;IAC5E,CAAC;CACF","sourcesContent":["/**\n * @license\n * Copyright 2018 Google LLC. All Rights Reserved.\n * Licensed under the Apache License, Version 2.0 (the \"License\");\n * you may not use this file except in compliance with the License.\n * You may obtain a copy of the License at\n *\n * http://www.apache.org/licenses/LICENSE-2.0\n *\n * Unless required by applicable law or agreed to in writing, software\n * distributed under the License is distributed on an \"AS IS\" BASIS,\n * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n * See the License for the specific language governing permissions and\n * limitations under the License.\n * =============================================================================\n */\n\nimport {ENGINE} from '../engine';\nimport {dispose, tidy} from '../globals';\nimport {add} from '../ops/add';\nimport {div} from '../ops/div';\nimport {fill} from '../ops/fill';\nimport {mul} from '../ops/mul';\nimport {sqrt} from '../ops/sqrt';\nimport {square} from '../ops/square';\nimport {ConfigDict, Serializable, SerializableConstructor} from '../serialization';\nimport {NamedTensor, NamedVariableMap} from '../tensor_types';\n\nimport {Optimizer, OptimizerVariable} from './optimizer';\n\n/** @doclink Optimizer */\nexport class AdagradOptimizer extends Optimizer {\n  /** @nocollapse */\n  static get className() {\n    // Name matters for Python compatibility.\n    // This is a getter instead of a property because when it's a property, it\n    // prevents the entire class from being tree-shaken.\n    return 'Adagrad';\n  }\n\n  private accumulatedGrads: OptimizerVariable[] = [];\n\n  constructor(\n      protected learningRate: number, private initialAccumulatorValue = 0.1) {\n    super();\n  }\n\n  applyGradients(variableGradients: NamedVariableMap|NamedTensor[]) {\n    const variableNames = Array.isArray(variableGradients) ?\n        variableGradients.map(item => item.name) :\n        Object.keys(variableGradients);\n\n    variableNames.forEach((name, i) => {\n      const value = ENGINE.registeredVariables[name];\n      if (this.accumulatedGrads[i] == null) {\n        const trainable = false;\n        this.accumulatedGrads[i] = {\n          originalName: `${name}/accumulator`,\n          variable: tidy(\n              () => fill(value.shape, this.initialAccumulatorValue)\n                        .variable(trainable))\n        };\n      }\n\n      const gradient = Array.isArray(variableGradients) ?\n          variableGradients[i].tensor :\n          variableGradients[name];\n      if (gradient == null) {\n        return;\n      }\n\n      const accumulatedGrad = this.accumulatedGrads[i].variable;\n\n      tidy(() => {\n        const newAccumulatedGrad = add(accumulatedGrad, square(gradient));\n        accumulatedGrad.assign(newAccumulatedGrad);\n\n        const newValue = add(\n            mul(div(gradient,\n                    sqrt(add(newAccumulatedGrad, ENGINE.backend.epsilon()))),\n                -this.learningRate),\n            value);\n        value.assign(newValue);\n      });\n    });\n    this.incrementIterations();\n  }\n\n  override dispose(): void {\n    if (this.accumulatedGrads != null) {\n      dispose(this.accumulatedGrads.map(v => v.variable));\n    }\n  }\n\n  override async getWeights(): Promise<NamedTensor[]> {\n    // Order matters for Python compatibility.\n    return [await this.saveIterations()].concat(this.accumulatedGrads.map(\n        v => ({name: v.originalName, tensor: v.variable})));\n  }\n\n  override async setWeights(weightValues: NamedTensor[]): Promise<void> {\n    weightValues = await this.extractIterations(weightValues);\n    const trainable = false;\n    this.accumulatedGrads = weightValues.map(\n        v => ({originalName: v.name, variable: v.tensor.variable(trainable)}));\n  }\n\n  getConfig(): ConfigDict {\n    return {\n      'learningRate': this.learningRate,\n      'initialAccumulatorValue': this.initialAccumulatorValue,\n    };\n  }\n\n  /** @nocollapse */\n  static override fromConfig<T extends Serializable>(\n      cls: SerializableConstructor<T>, config: ConfigDict): T {\n    return new cls(config['learningRate'], config['initialAccumulatorValue']);\n  }\n}\n"]}