salieri/tartarus-deep

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src/nn/layer/dense.ts

Summary

Maintainability
C
7 hrs
Test Coverage

Dense has 29 functions (exceeds 20 allowed). Consider refactoring.
Wontfix

export class Dense extends Layer<DenseParamsInput, DenseParamsCoerced> {
  public static readonly WEIGHT_MATRIX = 'weight';

  public static readonly BIAS_VECTOR = 'bias';

Severity: Minor
Found in src/nn/layer/dense.ts - About 3 hrs to fix

    File dense.ts has 259 lines of code (exceeds 250 allowed). Consider refactoring.
    Wontfix

    import { Layer, LayerParams } from './layer';
    import { Activation } from '../activation';
    import { JoiEx, JoiExSchema } from '../../util';
    import { Matrix, Vector } from '../../math';
    import { Initializer } from '../initializer';
    Severity: Minor
    Found in src/nn/layer/dense.ts - About 2 hrs to fix

      Similar blocks of code found in 2 locations. Consider refactoring.
      Open

        protected resolveBackpropInput(): void {
          const backpropInput = this.data.backpropInput;
          const rawBackpropInputs = this.raw.backpropInputs;
      
          // This needs rewriting to deal with cases where a layer has multiple outputs
      Severity: Major
      Found in src/nn/layer/dense.ts and 1 other location - About 7 hrs to fix
      src/nn/layer/concat.ts on lines 50..75

      Duplicated Code

      Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

      Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

      When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

      Tuning

      This issue has a mass of 176.

      We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

      The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

      If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

      See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

      Refactorings

      Further Reading

      Similar blocks of code found in 3 locations. Consider refactoring.
      Invalid

        protected calculateErrorTermFromChain(dErrorOverDActivated: Vector): Vector {
          // dActivated/dLinear
          const dActivatedOverDLinear = this.calculateActivationDerivative();
      
          // dError/dLinear
      Severity: Major
      Found in src/nn/layer/dense.ts and 2 other locations - About 1 hr to fix
      src/nn/layer/dense.ts on lines 91..97
      src/nn/layer/dense.ts on lines 208..214

      Duplicated Code

      Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

      Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

      When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

      Tuning

      This issue has a mass of 56.

      We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

      The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

      If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

      See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

      Refactorings

      Further Reading

      Similar blocks of code found in 3 locations. Consider refactoring.
      Invalid

        protected calculateWeightError(dErrorOverDLinear: Vector): Matrix {
          // dActivated/dWeights
          const dActivatedOverDWeights = this.calculateActivatedWeightDerivative();
      
          // dError/dWeights
      Severity: Major
      Found in src/nn/layer/dense.ts and 2 other locations - About 1 hr to fix
      src/nn/layer/dense.ts on lines 208..214
      src/nn/layer/dense.ts on lines 238..244

      Duplicated Code

      Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

      Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

      When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

      Tuning

      This issue has a mass of 56.

      We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

      The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

      If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

      See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

      Refactorings

      Further Reading

      Similar blocks of code found in 3 locations. Consider refactoring.
      Invalid

        protected calculateErrorTermFromLabel(dErrorOverDActivated: Vector): Vector {
          // dActivated/dLinear
          const derivative = this.calculateActivationDerivative();
      
          // dError/dLinear = (dError/dActivated) * (dActivated/dLinear)
      Severity: Major
      Found in src/nn/layer/dense.ts and 2 other locations - About 1 hr to fix
      src/nn/layer/dense.ts on lines 91..97
      src/nn/layer/dense.ts on lines 238..244

      Duplicated Code

      Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

      Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

      When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

      Tuning

      This issue has a mass of 56.

      We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

      The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

      If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

      See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

      Refactorings

      Further Reading

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