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Add custom loss functions and a R/W state matrix #936

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Add custom loss functions and a R/W state matrix #936

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Commits on Jun 15, 2024

  1. Implement a loss function for GPU

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    voidvoxel committed Jun 15, 2024
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Commits on Jun 16, 2024

  1. Add partial support for loss functions 

    Add support for loss functions in CPU-based neural networks
    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  2. Update loss.ts

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    voidvoxel committed Jun 16, 2024
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  3. OMG OMG OMG!!!!!! ZOOOOOMIESSS <3333 

    * IT WORKS FOR GPU NOW, DON'T TOUCH ANYTHING YET LMAO
* Bugs noted: It throws if you don't provide a loss function; should be an extremely trivial fix, but I had this working, broke it, panicked, and had to fix it over the course of half an hour. So please, understand that I HAD TO COMMIT!!!
    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  4. Fixed the bug~! <3 

    `NeuralNetworkGPU` no longer throws an error when a loss function is not provided
    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  5. Generalize loss function for both CPU and GPU 

    Allow for using the same loss function between both CPU and GPU neural networks
    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  6. Add memory function

    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  7. Backup: Another thunderstorm, power outage risk

    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  8. Revert "Backup: Another thunderstorm, power outage risk" 

    This reverts commit a762a48.
    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  9. Add parameter lossDelta

    @voidvoxel
    voidvoxel committed Jun 16, 2024
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  10. Rename memory to RAM

    @voidvoxel
    voidvoxel committed Jun 16, 2024
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Commits on Jun 17, 2024

  1. Add updateRAM 

    Add `updateRAM` as:
* property `NeuralNetwork.updateRAM: RAMFunction`
* option `NeuralNetworkOptions.updateRAM`
* option `NeuralNetworkTrainOptions.updateRAM` *(temporary sets `this.updateRAM` for the duration of the training session)*
    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  2. Fix bug that required ramSize to be defined

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  3. Prune unused code

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  4. Run updateRAM on both CPU and GPU nets

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  5. Design custom loss function for autoencoders

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  6. Fix CI task errors

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  7. Fix a CI task related to type coersion

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    voidvoxel committed Jun 17, 2024
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  8. TypeScript hates me today

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  9. Fix all lint errors

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  10. Remove unused @ts-expect-error directive

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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  11. Please, linter gods, pleaaaase stop hating me

    @voidvoxel
    voidvoxel committed Jun 17, 2024
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Commits on Jun 18, 2024

  1. Properly initialize NeuralNetwork.ram

    @voidvoxel
    voidvoxel committed Jun 18, 2024
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  2. Finish updating autoencoder to use loss function

    @voidvoxel
    voidvoxel committed Jun 18, 2024
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  3. Add a CPU variant of autoencoder

    @voidvoxel
    voidvoxel committed Jun 18, 2024
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  4. Polish autoencoders and remove debug code

    @voidvoxel
    voidvoxel committed Jun 18, 2024
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  5. Remove debug code

    @voidvoxel
    voidvoxel committed Jun 18, 2024
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  6. Export the CPU autoencoder implementation

    @voidvoxel
    voidvoxel committed Jun 18, 2024
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Commits on Jun 19, 2024

  1. Update tests and documentation 

    Update tests and documentation to reflect recent change from `Autoencoder.includesAnomalies` to `Autoencoder.likelyIncludesAnomalies` as the method makes no API guarantee to detect anomalies with 100% accuracy
    @voidvoxel
    voidvoxel committed Jun 19, 2024
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