dontTryThisAtHome

Content

When you condense all of CNN to 1 cquation to avoid Chain Rule LSum(Softmax (W Mar Relu ( (Lm-0 En-0 X (m i,n j) K (m,n ) for li 0;i Xi.la – Wi.la;i i Stride for li 0; j Xi.ly – Wi.ly:j j Stride) li.j for i 0;i 5 (DM-JEN-o 1Xm i,n j K m, n for i 0;i X,.la – W.la;i i Stride for j 0;j 5 X, .ly- Wi.ly:jj Stride.T;i i Strida for 10;j 5 (DM-0 EN- X (m i,n j) – K (m,n)) for li 0;i Xil-Wila;ii Stride for j 0;j Xi.ly – Wi.ly:j j Stridel .gj j Stride i 1,1 J forI 0,1 X,.la – W.la;i i Stride for i 0;j Xj.ly – W,.lgsj j Stride) li, i for i 0;i IL 0M-IJN- X (m i,n j) – K m, n) for li 0;i S Xi.la – Wi.la;i i Stride) for lj 0; j 5 Xi.ly- WilyjjStride.r;iiStridieratornameforj0;j5(2M-OZN-OXmi,n.j)- KIm,nfor li 0;i Xy.la – W,la;i i Stride) for li 0;j Xj.ly – W.lyij j Stride) Mj j Stridela 2;112for i 0;i 5 Rela ((2M- ZA-d’ X Im in j) – K (m, nl) forli 0;i 5 X,.la-Wi.la;iiSerideforlj0;jSX,.ly-W,l:jjStride)li,j)ameforSA0is(2M-SEN-OXImi,nj). KIm,n for i 0;i Xi.la – W.la;i i Stride) forlj 0;j Xi.ly – W.lyij j Stride).a;i i Stride for lj 0;j Il EM-J2N-S X (m i,n j) K (m,n) for li 0;i S Xila – W.la;i i Stride) for lj 0;j 5 Xi.ly- WilmijjSeride-wijj4Seride.l-2;112,jfori0;isMazRetu((2M 12N-‘ X (m i,n j – K (m,n) for li 0;i S Xi.le – W.la;ii Stride) for lj 0;j 5 Xi.ly – Wilsj j Stride) (i,j) )for sfi 0,;is (2M-d En-d’ X (m i, n- j) – K (m, n)) forli 0;i s X,.la Wi.la;i i Stridefor 0;j Xi.ly – Wilijj Stride) a;i i Stride for j0;15 (DM-dEn-d X (m i,n j). Km, n for i 0;i X,.la – W,.la;i i Stride) forl 0;j SX,.ly – W,.lrj j Stride) 2:3 j Stride (i 1,j J)for I (0,1 Wi.la;i i Stride for li 0;j Xi.ly – W.ly;j j Stridel li,j) for sti 0;i5 (DM- EN 1Xm i,n j K m,n for i 0;i Xi.lo – W.la;i i Stride for j 0;j Xi.ly – W.lysj j Stride) .a;i i Stride forj0;35(2M-OZN-dX (m i,n j) – K (m, n)) for li 0;i Xi.la- W.la;ii Stride for lj 0;j Xj.ly – W,.lgsj j Stride) wijj Stridela – 2;1 i 2for li 0;i Rela ( (2m-d En-d’ X (m i, n j) – K (m, ni) ) for li 0;i X,.lz – W,la;i i Stride) for li 0;j X,.ly Wikij j StrideI,j) for Sf4i 0;1 (2M-O ZW-‘ X (m i, n – j) – K (m, ni)) for li 0:1 X,.la -Wila;ii Serieforli 0;jS X,.ly-W,l:jj Seriae) a;ii Stride for 0;3 5 (2M-J ZN 1Xm in j K m,n for i 0;1 Xilo – Wila;i i Stride for j 0;j Xi.ly- WilyijjtStridewjj4Stride.da-2;1142.r;ii41,j0;j5MarSSAlefIRea(2Mb2N-SXmi,nj). Klm.nl forli0;i Xi.la – Wla;i i Serdel forli 0;j Xily- W.ly:j j Stridel li, il forli 0;1 IO. , X m i,n j K (m, n) for i 0;i S X,.la – Wla;i i Stride) for j 0;j X,.ly- Wi.la;i i Stride for j 0;j Xily – Wlyj j Stride) gj j Stride (i 1,j 0) for I (0,1, J (0, 1 atornamefor i 0;i 3 Relu ((DM- LN-d’ X (m i,n j) – K (m,nl) forli O;i S X,.lor – W,.la;i i Stride) forlj 0;j 5 N W.la;iiStrideforl0;jSXi.ly-WljjStride).r;iiStrideforj0;j5(2M-SEN-SXmi,nj). Klm, n for i 0;i X,la – W,la;i i Stride) forli 0;j X,.ly – W.lyij j Stride) vij j Stridela- 2;112for i 0;1 5 Rela ((2M- 2N-‘ X Im in j) – K (m, n) forli 0;i 5 X,.la- Wi.la;ii Stride forl 0;j Xi.ly -Wi.ly:jj Stride) li,j) for 5 fti 0;is (DM-o 1LN-O’ X (m i,n j) – K (m, n) for li 0;i 5 Xile – Wila;i i Stride) for lj 0;j 5 Xi.ly Wi.ly:jj Stride.T;ii Strida for 30;jS (CM-BEN- X m i,n j) – K (m,n) for li 0;i Xil – Wila;i i Stride for j 0; j Xi.ly – Wi.ly:j j Stridel .y:j j Stridela 2;i2.g;jj1 Bz – OneHot (Y)