Merge pull request #76 from victorKariuki/main

Added hisabati.random and created perceptron example

Author: AvicennaJr

examples/perceptron.nr

@@ -0,0 +1,141 @@
+tumia hisabati
+
+// Kuanzisha uzani bila mpangilio
+fanya mizani = [
+    hisabati.random() * 2 - 1,
+    hisabati.random() * 2 - 1,
+    hisabati.random() * 2 - 1
+];
+
+// Undo la uanzishaji wa Sigmoid
+fanya sigmoid = unda(vekta) {
+    fanya tokeo = [];
+    kwa v ktk vekta {
+        tokeo.sukuma(1 / (1 + hisabati.exp(-1 * v)));
+    }
+    rudisha tokeo;
+}
+
+// Derivative ya undo la sigmoid
+fanya sigmoidDerivative  = unda(vekta) {
+    fanya tokeo = [];
+    kwa v ktk vekta {
+        tokeo.sukuma(v * (1 - v));
+    }
+    
+    rudisha tokeo;
+}
+
+fanya kuzidishaTumboVekta = unda(tumbo, vekta) {
+    fanya tokeo = [];
+    kwa row ktk tumbo {
+        fanya jamii = 0;
+        kwa j, kipengee ktk row {
+            jamii += kipengee * vekta[j];
+        }
+        tokeo.sukuma(jamii);        
+    }
+    rudisha tokeo;
+}
+
+fanya zidishaKwaNukta = unda(safu1, safu2) {
+    // Angalia ikiwa safu zina urefu sawa
+    kama (safu1.idadi() != safu2.idadi()) {
+        andika("Safu lazima ziwe na urefu sawa kwa kuzidisha kwa busara ya kipengele.");
+    }
+
+    // Perform element-wise multiplication
+    fanya tokeo = [];
+    kwa i, kipengee ktk safu1 {
+        tokeo.sukuma(kipengee * safu2[i]);
+    }
+    rudisha tokeo;
+}
+
+// Songa mbele kupitia mtandao wa neva
+fanya waza = unda(pembejeo, mizani) {
+    fanya jumlaYaUzani = sigmoid(kuzidishaTumboVekta(pembejeo, mizani));
+    rudisha jumlaYaUzani;
+}
+
+// Funza mtandao wa neva
+fanya funza = unda(mizani, mafunzoPembejeo, matokeoYaMafunzo, marudioYaMafunzo) {
+    fanya kurudia = 0
+
+    andika('mafunzoPembejeo: ');
+    andika(mafunzoPembejeo);
+
+    andika('matokeoYaMafunzo: ');
+    andika(matokeoYaMafunzo);
+
+    
+
+    wakati (kurudia < marudioYaMafunzo) {
+        andika('kurudia: ');
+        andika(kurudia);
+       // Pitisha mafunzo yaliyowekwa kupitia mtandao wa neva
+        fanya pato = waza(mafunzoPembejeo, mizani);
+
+        andika('pato: ');
+        andika(pato);
+        // Kuhesabu kiwango cha makosa
+        fanya upungufu = [];
+        kwa i, kipengee ktk matokeoYaMafunzo {
+            upungufu.sukuma(kipengee - pato[i]);           
+        }
+
+        fanya sigmoidDerivative = sigmoidDerivative(pato)
+
+        andika('upungufu: ');
+        andika(upungufu);
+
+        andika('sigmoidDerivative tokeo: ');
+        andika(sigmoidDerivative);
+
+        fanya zidishaKwaNukta = zidishaKwaNukta(upungufu, sigmoidDerivative);
+
+        andika('zidishaKwaNukta tokeo: ');
+        andika(zidishaKwaNukta);
+
+        // Kuzidisha makosa kwa pembejeo na upinde rangi ya kitendakazi cha sigmoid
+        // Uzito mdogo wa ujasiri hurekebishwa zaidi kupitia asili ya kazi
+        fanya marekebisho = kuzidishaTumboVekta(mafunzoPembejeo, zidishaKwaNukta);
+        andika('marekebisho tokeo: ');
+        andika(marekebisho);
+
+
+        // Rekebisha uzani
+        kwa i, j ktk mizani {
+            mizani[i] = mizani[i] + marekebisho[i];           
+        }
+
+        andika('mizani mpya: ');
+        andika(mizani);
+        kurudia++
+    }
+    rudisha mizani;
+}
+
+
+
+andika('Mizani ya Kuanzisha isiyo na mpangilio: ');
+andika(mizani);
+
+// Seti ya mafunzo
+fanya mafunzoPembejeo = [[0, 0, 1], [1, 1, 1], [1, 0, 1], [0, 1, 1]];
+fanya matokeoYaMafunzo = [0, 1, 1, 0];
+
+// Funza mtandao wa neva
+fanya mafunzoMizani = funza(mizani, mafunzoPembejeo, matokeoYaMafunzo, 10000);
+
+andika('Mizani baada ya mafunzo:');
+andika(mafunzoMizani);
+
+// Ingizo la mtumiaji kwa hali mpya
+fanya A = 1;
+fanya B = 0;
+fanya C = 0;
+
+andika('Hali mpya: data ya pembejeo = ', A, B, C);
+andika('Data ya pato:');
+andika(waza([[A, B, C]], mafunzoMizani));

module/hisabati.go

@@ -2,7 +2,8 @@ package module
 
 import (
 	"math"
-
+	"math/rand"
+	"time"
 	"github.com/AvicennaJr/Nuru/object"
 )
 
@@ -28,6 +29,7 @@ var MathFunctions = map[string]object.ModuleFunction{
 	"cbrt":     cbrt,
 	"root":     root,
 	"hypot":    hypot,
+	"random":	random,
 	"factorial":factorial,
 	"round":	round,
 	"max":		max,
@@ -710,4 +712,19 @@ func atanh(args []object.Object, defs map[string]object.Object) object.Object {
 	}
 	num := args[0].(*object.Float).Value
 	return &object.Float{Value: math.Atanh(num)}
+}
+
+func random(args []object.Object, defs map[string]object.Object) object.Object {
+    if len(defs) != 0 {
+        return &object.Error{Message: "Undo hili haliruhusu ufafanuzi."}
+    }
+
+    if len(args) != 0 {
+        return &object.Error{Message: "Undo hili halipaswi kupokea hoja."}
+    }
+
+    rand.Seed(time.Now().UnixNano())
+    value := rand.Float64()
+
+    return &object.Float{Value: value}
 }