nn/m.ts

export namespace Cloud
{
    export type V = Array<number>
    export type M = Array<Array<number>>
    export type HandleLoop = (indexComponent:number, indexRow:number, array:Array<number>) => number
    export type HandleEdit = (component:number, index:number, array:Array<number>) => number
};

const Methods = {
    Iterate:
    {
        Loop: (inDimensions:number, inCount:number, inFunction:Cloud.HandleLoop):Cloud.M =>
        {
            let i:number, j:number, outputVector:Cloud.V;
            const outputCloud:Cloud.M = [];
            for(i=0; i<inCount; i++)
            {
                outputVector = [];
                for(j=0; j<inDimensions; j++)
                {
                    outputVector.push(inFunction(j, i, outputVector));
                }
                outputCloud.push(outputVector);
            }
            return outputCloud;
        },
        Edit: (inCloud:Cloud.M, inFunction:Cloud.HandleEdit):Cloud.M=> inCloud.map((row:Cloud.V):Cloud.V=>row.map(inFunction))
    },
    Create:
    {
              Box: (inV1:Cloud.V, inV2:Cloud.V, inCount:number):Cloud.M=> Methods.Iterate.Loop(inV1.length, inCount, i=> inV1[i]+(inV2[i]-inV1[i])*Math.random()),
        Transpose:                            (inCloud:Cloud.M):Cloud.M=> Methods.Iterate.Loop(inCloud.length, inCloud[0].length, (i, row)=> inCloud[i][row]),
            Outer:                 (inV1:Cloud.V, inV2:Cloud.V):Cloud.M=> Methods.Iterate.Loop(inV1.length, inV2.length, (i, row)=> inV1[i]*inV2[row]),
            Clone:                            (inCloud:Cloud.M):Cloud.M=> Methods.Iterate.Edit(inCloud, i=> i),
           Padded:                            (inCloud:Cloud.M):Cloud.M=> inCloud.map((row:Cloud.V)=> [...row, 1])
    },
    Mutate:
    {
          Pad: (inCloud:Cloud.M):Cloud.M=> {inCloud.forEach((row:Cloud.V)=> row.push(1)); return inCloud; },
        Unpad: (inCloud:Cloud.M):Cloud.M=> {inCloud.forEach((row:Cloud.V)=> row.pop());   return inCloud; }
    },
    Test:
    {
        Dot:(v1:Cloud.V, v2:Cloud.V):number=> 
        {
            return v1.reduce((sum, current, index)=> sum + current*v2[index]);
        }
    },
    Single:
    {
        Subtract:    (inV1:Cloud.V, inV2:Cloud.V):Cloud.V=> inV1.map((component, i)=> component-inV2[i]),
        Multiply:    (inV1:Cloud.V, inV2:Cloud.V):Cloud.V=> inV1.map((component, i)=> component*inV2[i]),
          Affine: (inV:Cloud.V, inMatrix:Cloud.M):Cloud.V=> inMatrix.map((row:Cloud.V)=> row.reduce((sum, current, index)=> sum + current*inV[index], 0))
    },
    Batch:
    {
          Subtract: (inCloud1:Cloud.M, inCloud2:Cloud.M):Cloud.M=> inCloud1.map((row:Cloud.V, rowIndex:number)=> Methods.Single.Subtract(row, inCloud2[rowIndex])),
          Multiply: (inCloud1:Cloud.M, inCloud2:Cloud.M):Cloud.M=> inCloud1.map((row:Cloud.V, rowIndex:number)=> Methods.Single.Multiply(row, inCloud2[rowIndex])),
            Affine: (inCloud1:Cloud.M, inCloud2:Cloud.M):Cloud.M=> inCloud1.map((row:Cloud.V)=> Methods.Single.Affine(row, inCloud2)),
           Sigmoid:                    (inCloud:Cloud.M):Cloud.M=> Methods.Iterate.Edit(inCloud, i=>1/(1+Math.pow(Math.E, -i))),
        Derivative:                    (inCloud:Cloud.M):Cloud.M=> Methods.Iterate.Edit(inCloud, i=>i*(1-i)),
             Scale:   (inCloud:Cloud.M, inScalar:number):Cloud.M=> Methods.Iterate.Edit(inCloud, i=>i*inScalar)
    }
};



export default Methods;