From 80a542b9ccc7c44355c17a61fe4988a5edcd55a9 Mon Sep 17 00:00:00 2001 From: mirimatcode Date: Thu, 26 Mar 2026 13:13:25 +0100 Subject: [PATCH] provo a ottimizzarlo con relu per farlo convergere prima. Addestrato al 99% --- classificatore | Bin 21976 -> 21944 bytes classificatore.c | 4 ++-- percettroni.h | 33 ++++++++++++++++++++------------- rete_97.bin | Bin 0 -> 3338192 bytes rete_mnist.bin | Bin 3338192 -> 203780 bytes 5 files changed, 22 insertions(+), 15 deletions(-) create mode 100644 rete_97.bin diff --git a/classificatore b/classificatore index 599bcd4c3f663bb2d20c833797d3c85ebf581359..aacbac4a5ffd4ed3d13296a72e802fe93d1b765c 100755 GIT binary patch delta 2778 zcmbtWeQ;FO6~FgwHe^A3yL@eu-6Xr_gUx1>C4q?1Nm&wJ@{mUJ;f_KnLdA@Zj$kQ{ zQXyy}&2|%-cv?_Lk@Uk+aa7m=0f&$UB*9V}At*YOY+yrQ1R6-%8Yp^u?z;~hE&uh- zy$j>x`A7tPgosG+qdLzmQ0u%}t+ zQ^U&1a3D#2NsY!#YN%VQyTX_nQnYR*#vPw8;|w)S!oisO&@nZ7CPAgWH%_1yt|q%0 zV$^U{qQsuv(XGV!*`ee3kasD4B}#mC{r4laR*#{g2Yu1JH*=3Mif zWI`H7hC-Wc0%gq`=j-$ysir$PjqSRUo(aUPaK#=$cX$v56b2f;B#cr_o2oy zL^r}+&JQ6gEtxKc(zJv0(Fjf7K;_{P{gPt)*JJV80Bp)ArK_MX!$+S2>UxsSgjFuD zlzSOocPaEm7<9cRWnPIix$~)IXFiX#P#J@3nGRTgTi%PAk)()ER~|5QDUspKVM?2! zKU- 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gradiente_errore = 1 - sigmoidi[rete_neurale->size - 1][indice_percettrone]; + gradienti[rete_neurale->size - 1][indice_percettrone] = 1 - sigmoidi[rete_neurale->size - 1][indice_percettrone]; } else { - gradiente_errore = 0 - sigmoidi[rete_neurale->size - 1][indice_percettrone]; + gradienti[rete_neurale->size - 1][indice_percettrone] = 0 - sigmoidi[rete_neurale->size - 1][indice_percettrone]; } - gradienti[rete_neurale->size - 1][indice_percettrone] = gradiente_errore * derivata_sigmoide(sigmoidi[rete_neurale->size - 1][indice_percettrone]); + //gradienti[rete_neurale->size - 1][indice_percettrone] = gradiente_errore * derivata_sigmoide(sigmoidi[rete_neurale->size - 1][indice_percettrone]); } + //-------------- discesa_gradiente(rete_neurale, sigmoidi, gradienti); @@ -346,16 +348,20 @@ double sigmoide(Percettrone p, double *valori) // Sigmoide double risultato = 1.0 / (1.0 + exp(-sommatoria)); // ReLU - // double risultato = sommatoria > 0 ? sommatoria : 0.0f; + //double risultato = sommatoria > 0 ? sommatoria : 0.0f; - // printf(" sommatoria %f -> %f\n",sommatoria, risultato); + //printf(" sommatoria %f -> %f\n",sommatoria, risultato); return risultato; } double derivata_sigmoide(double valore) { + //Sigmoide double derivata = valore * (1.0 - valore); + //ReLU + //double derivata = valore >= 0 ? 1.0f : 0.0f; + return derivata; } @@ -378,13 +384,13 @@ void softmax(double *input, int size) input[i] /= sum; } -int previsione(double valore) +/* int previsione(double valore) { if (valore >= soglia_sigmoide) return 1; else return 0; -} +} */ int previsione_softmax(double *livello_percettroni, int size) { @@ -529,7 +535,6 @@ char addestra(ReteNeurale *rete_neurale, Dataset set) memcpy(sigmoidi_softmax, sigmoidi[rete_neurale->size - 1], rete_neurale->layers[rete_neurale->size - 1].size * sizeof(double)); double **gradienti = elabora_gradienti(rete_neurale, output_corretto, sigmoidi); - int previsto = previsione_softmax(sigmoidi_softmax, rete_neurale->layers[rete_neurale->size - 1].size); if (previsto == output_corretto) @@ -537,6 +542,8 @@ char addestra(ReteNeurale *rete_neurale, Dataset set) corrette++; } + //printf("Previsto: %d, output: %d\n", previsto, output_corretto); + aggiorna_pesi(rete_neurale, sigmoidi, gradienti, set.istanze[indice_set]); for (int i = 0; i < rete_neurale->size; i++) @@ -549,9 +556,9 @@ char addestra(ReteNeurale *rete_neurale, Dataset set) free(sigmoidi_softmax); } - int percentuale = (int)((corrette * 100) / set.size); + float percentuale = ((corrette * 100.0) / set.size); - printf("Risposte corrette: %d%%\n", percentuale); + printf("Risposte corrette: %.2f%%\n", percentuale); if (percentuale >= TOLLERANZA) return 1; diff --git a/rete_97.bin b/rete_97.bin new file mode 100644 index 0000000000000000000000000000000000000000..3c2821c8cc58cf0d120a87fe52f8c8d0e7cc2716 GIT binary patch literal 3338192 zcmZ5|bzD@>|Mk+{-JOyWf`~ITQi6hkii#ixDhMhfA|fb?GzKXKqNpeaihwiHE#2MS 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