Breguel_Version_de_NN_May_v2_no_fake.ipynb

{"cells":[{"cell_type":"code","execution_count":11,"metadata":{"executionInfo":{"elapsed":5,"status":"ok","timestamp":1653249049452,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"ZEqWejHsDn4l"},"outputs":[],"source":["def crear_datos():\n","  #Descargar archivo  \n","  #Open, readlines, close\n","  r = open(\"data/original/oneline.txt\")\n","  ls = r.readlines()\n","  r.close()\n","\n","  #Leer numero de numeros y medidas\n","  n_nums = int(ls.pop(0).strip())\n","  n_fils = int(ls.pop(0).strip())\n","  n_cols = int(ls.pop(0).strip())\n","\n","  DAT = []\n","  RES = []\n","  #Procesar numero a numero\n","  for n in range(0,n_nums):\n","    #Numero correcto en string\n","    sres = ls.pop(0).strip()\n","    #Dibujo del numero en string\n","    sdat = ls.pop(0).strip()\n","\n","    res = convertir_res(sres)\n","    RES.append(res)\n","    dat = convertir_dat(sdat)\n","    DAT.append(dat)\n","\n","  return DAT,RES\n","\n","def convertir_res(sres):\n","  res = []\n","  for z in range(0,N_Z):\n","    res.append(0.0)\n","  res[int(sres)] = 1.0\n","  return res\n","\n","def convertir_dat(sdat):\n","  dat = []\n","  for c in sdat:\n","    dat.append(int(c))\n","  return dat\n"]},{"cell_type":"code","execution_count":12,"metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1653249049453,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"OQ1tmJUfqWjE"},"outputs":[],"source":["def crear_red():\n","  x = []          # primera capa\n","  for _ in range(0,N_X):\n","    x.append(0)\n","\n","  w1 = []       #segunda capa\n","  for y in range(0,N_Y):\n","    W = []\n","    for x in range(0,N_X):\n","      r = (random.randint(0,100)/100)-0.5\n","      W.append(r)\n","    w1.append(W)\n","\n","\n","  #b1 #primer bias\n","  b1 = []\n","  for y in range(0, N_Y):\n","    b1.append((random.randint(0,100)/100)-0.5)\n","\n","  #b2      #segundo bias \n","  b2 = []\n","  for z in range(0, N_Z):\n","    b2.append((random.randint(0,100)/100)-0.5)\n","\n","\n","\n","\n","  w2 = []       # pesos tercera capa\n","  for z in range(0,N_Z):\n","    W = []\n","    for x in range(0,N_Y):\n","      r = (random.randint(0,100)/100)-0.5\n","      W.append(r)\n","    w2.append(W)\n","\n","\n","\n","  return x, w1, w2,b1, b2"]},{"cell_type":"markdown","metadata":{"id":"7OhDcVos1exi"},"source":["# New Section"]},{"cell_type":"code","execution_count":13,"metadata":{"executionInfo":{"elapsed":3,"status":"ok","timestamp":1653249049453,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"sHCpK_SRbxqx"},"outputs":[],"source":["def get_loss(A2,y):\n","  return -math.log(A2[y.index(max(y))])"]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":272,"status":"ok","timestamp":1653249883586,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"XXOnsWMfv9B4"},"outputs":[],"source":["def entrenar(nums,x,  w1, w2,b1, b2, start):\n","  \n","  #Para cada numero de mis datos\n","  END = 20000\n","  for i in range(nums):\n","    corrects = 0\n","    loss = 0\n","    for n in range(0,END):\n","      x = DAT[n]\n","      y = RES[n]\n","\n","      Z1, A1, Z2, A2  = forward(x, w1, b1, w2, b2)      # generamos el output\n","      dW1, db1, dW2, db2 = back(Z1, A1, A2,  w2, x, y)  # back propagation\n","      w1, b1, w2, b2 = actualizar(w1,b1, w2,b2, dW1, dW2,db1, db2, LRATE,END)   #update weights\n","      if i%10 == 0:\n","        if A2.index(max(A2)) == y.index(max(y)):\n","          corrects +=1\n","        loss += get_loss(A2,y)\n","\n","    if i %10 == 0:\n","      stop = timeit.default_timer()\n","      print(\"tiempo entre rondas:\",\"{:.2f}\".format(stop-start),'segundos' )\n","      start = stop\n","      print(\"Round\",i)\n","      print(\"average hasta ahora de:\" ,corrects/END)\n","      print(f\"loss: {loss/END}\")\n","      corrects = 0\n","  return w1, b1, w2, b2"]},{"cell_type":"code","execution_count":15,"metadata":{"executionInfo":{"elapsed":398,"status":"ok","timestamp":1653249049848,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"86MGdGiswtoI"},"outputs":[],"source":["def forward(x, w1, b1, w2, b2):    #FORWARD PROPAGATION\n","  Z1, A1 = forwardX2Y(x,w1,b1)\n","  Z2, A2 = forwardY2Z(w2,A1,b2)\n","  return Z1, A1, Z2, A2\n","\n","def forwardX2Y(x,w1,b1):\n","  Z1 = []\n","  A1 = []\n","  for y in range(0,N_Y):\n","    z1, a1 =  forwardX2Yone(x,y,w1,b1)\n","    Z1.append(z1)\n","    A1.append(a1)\n","  return Z1, A1   #A1 es el output de la segunda capa\n","\n","def forwardX2Yone(x,y,w1,b1):\n","  activation = 0\n","  for i in range(0,N_X):\n","    activation += x[i]*w1[y][i]\n","\n","  activation += b1[y]\n","  return activation, max(activation, 0)\n","\n","\n","def forwardY2Z(w2,A1,b2):\n","  Z2 = []\n","  A2 = []\n","  for z in range(0,N_Z):\n","    z2 = forwardY2Zone(z,w2,A1,b2)\n","    Z2.append(z2)\n","  A2 = softmax(Z2, A2)\n","  return Z2, A2 #A2 es el output de la tercera capa\n","  \n","def forwardY2Zone(z,w2,A1, b2):\n","  activation = 0\n","  \n","  for i in range(0,N_Y):\n","    activation += A1[i]*w2[z][i]\n","  activation += b2[z]   \n","\n","  return activation\n","\n","\n","def softmax(Z2,A2):\n","  A2 = []\n","  general = 0\n","  for z in range(0, N_Z):\n","    general += math.exp(Z2[z])\n","  for z in range(0, N_Z):\n","    A2.append(math.exp(Z2[z])/general)\n","  return A2"]},{"cell_type":"code","execution_count":16,"metadata":{"executionInfo":{"elapsed":5,"status":"ok","timestamp":1653249049848,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"2vkAKhfPMRe2"},"outputs":[],"source":["def mult_matrix(a,b):\n","    matrix = []\n","    for i in range(len(a)):\n","      matrix.append([])\n","      for j in range(len(b[0])):\n","          matrix[i].append(0)\n","\n","    for i in range(len(a)):\n","      for j in range(len(b[0])):\n","        for k in range(len(a[0])):\n","          matrix[i][j]  += a[i][k] * b[k][j]\n","    return matrix\n","\n","def transpose(matrix):\n","\n","    result = []\n","    for i in range(len(matrix[0])):\n","      partial = []\n","      for j in range(len(matrix)):\n","        partial.append(0)\n","      result.append(partial)\n","\n","    for i in range(len(matrix[0])):\n","        for j in range(len(matrix)):\n","            result[i][j] = matrix[j][i] \n","    return result"]},{"cell_type":"code","execution_count":17,"metadata":{"executionInfo":{"elapsed":5,"status":"ok","timestamp":1653249049849,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"pK8gvlcHxijY"},"outputs":[],"source":["\n","def back(Z1, A1, A2,  w2, x, y):   #back propagation ERROR\n","  dZ2, dW2 = backZ(A1, A2, y)\n","  w2T = transpose(w2)\n","  dW1, dZ1 = backY(x, w2T, Z1, dZ2)\n","  db2 = 0\n","  for value in dZ2:\n","     db2 +=value[0]\n","  db1 = 0\n","  for value in dZ1:\n","     db1 +=value[0]\n","  return dW1, db1, dW2, db2\n","  \n","\n","def backZ( A1,  A2,  y):\n","  dZ2 = []\n","  for z in range(0,N_Z):    #ACTUALIZAMOS Z CON LOS OUTPUTS Y SU ERROR\n","    #Error\n","    Error = [A2[z] - y[z]]\n","    dZ2.append(Error)\n","\n","  definiti = []\n","  definiti.append(A1)\n","  dW2 = mult_matrix(dZ2, definiti)\n","  return dZ2, dW2\n","\n","def backY(x, w2T, Z1, dZ2):\n","  dZ1 = mult_matrix(w2T, dZ2)\n","  for y in range(0,N_Y):  \n","    if Z1[y]>0:\n","      dZ1[y] = dZ1[y]\n","    else:\n","      dZ1[y] = [0]\n","  xT = [x]\n","  dW1 = mult_matrix(dZ1, xT)\n","  return dW1, dZ1\n","  \n","\n"]},{"cell_type":"code","execution_count":18,"metadata":{"executionInfo":{"elapsed":2,"status":"ok","timestamp":1653249943255,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"dhskSytzyPjv"},"outputs":[],"source":["def actualizar(w1,b1, w2,b2, dW1, dW2, db1, db2, LRATE, END):\n","  w1 = actualizarY(w1, dW1, LRATE, END)\n","  b1 = actualizarB1(b1,db1, LRATE, END)\n","  w2 = actualizarZ(w2, dW2, LRATE, END)\n","  b2 = actualizarB2(b2,db2, LRATE, END)\n","  return w1, b1,w2,b2\n","\n","def actualizarB1(b1, db1, LRATE, END):\n","  for i in range(len(b1)):\n","    b1[i] = b1[i] - LRATE*db1/END #dividimos por END para que sea el ponderado de todos los casos en una pasada\n","  return b1\n","\n","def actualizarB2(b2, db2, LRATE, END):\n","  for i in range(len(b2)):\n","    b2[i] = b2[i] - LRATE*db2/END #dividimos por END para que sea el ponderado de todos los casos en una pasada\n","  return b2\n","\n","def actualizarY(w1, dW1, LRATE, END):\n","  for y in range(0,N_Y):\n","    for x in range(0,N_X):\n","      w1[y][x] -= LRATE *dW1[y][x]/END #dividimos por END para que sea el ponderado de todos los casos en una pasada\n","  return w1\n","\n","def actualizarZ(w2, dW2, LRATE, END):\n","  for z in range(0,N_Z):\n","    for y in range(0,N_Y):\n","      w2[z][y] -= LRATE *dW2[z][y]/END #dividimos por END para que sea el ponderado de todos los casos en una pasada\n","  return w2\n"]},{"cell_type":"code","execution_count":19,"metadata":{"executionInfo":{"elapsed":4,"status":"ok","timestamp":1653249049849,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"fGOFXJG1yzmZ"},"outputs":[],"source":["def predecir(X, w1,b1, w2, b2):\n","  _, _, _, A2 = forward(X,w1, b1, w2,  b2)\n","  #Buscar que Z es el numero maximo\n","  maxpos = -1\n","  maxval = -1.0\n","  for z in range(0,N_Z):\n","    if A2[z] > maxval:\n","      maxval = A2[z]\n","      maxpos = z\n","  return maxpos"]},{"cell_type":"code","execution_count":20,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":19362,"status":"ok","timestamp":1653249809775,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"wk0lbhVVksAY","outputId":"407942c1-69a8-4a26-ce10-ccb9e391ba55"},"outputs":[],"source":["#CODIGO PRINCIPAL (Part 1)\n","import random\n","import math\n","\n","#Configuracion\n","N_X = 28*28\n","N_Y = 40\n","N_Z = 10 \n","LRATE = 0.1\n","\n","\n","#Crear red y datos  !wget -O oneline.txt https://www.dropbox.com/s/ps958u765f2jabe/oneline.txt?dl=0\n","\n","DAT,RES = crear_datos()"]},{"cell_type":"code","execution_count":30,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":388420,"status":"ok","timestamp":1653250613990,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"5U-kq96n15vX","outputId":"7d6f27d2-4f88-46eb-f47d-4142a6f58cda"},"outputs":[{"name":"stdout","output_type":"stream","text":["tiempo entre rondas: 439.97 segundos\n","Round 0\n","average hasta ahora de: 0.1336\n","tiempo entre rondas: 4348.82 segundos\n","Round 10\n","average hasta ahora de: 0.43225\n","tiempo entre rondas: 4273.23 segundos\n","Round 20\n","average hasta ahora de: 0.57525\n","tiempo entre rondas: 4267.38 segundos\n","Round 30\n","average hasta ahora de: 0.6481\n","tiempo entre rondas: 4171.38 segundos\n","Round 40\n","average hasta ahora de: 0.6902\n","tiempo entre rondas: 4986.70 segundos\n","Round 50\n","average hasta ahora de: 0.71795\n","tiempo entre rondas: 5681.03 segundos\n","Round 60\n","average hasta ahora de: 0.73815\n","tiempo entre rondas: 5630.22 segundos\n","Round 70\n","average hasta ahora de: 0.75515\n","tiempo entre rondas: 5689.80 segundos\n","Round 80\n","average hasta ahora de: 0.76735\n","tiempo entre rondas: 5557.46 segundos\n","Round 90\n","average hasta ahora de: 0.77895\n","tiempo entre rondas: 4151.32 segundos\n","Round 100\n","average hasta ahora de: 0.78785\n","tiempo entre rondas: 4181.31 segundos\n","Round 110\n","average hasta ahora de: 0.7949\n","tiempo entre rondas: 5501.70 segundos\n","Round 120\n","average hasta ahora de: 0.80215\n","tiempo entre rondas: 5817.33 segundos\n","Round 130\n","average hasta ahora de: 0.80885\n","tiempo entre rondas: 5757.15 segundos\n","Round 140\n","average hasta ahora de: 0.8143\n","tiempo entre rondas: 5806.94 segundos\n","Round 150\n","average hasta ahora de: 0.8191\n","tiempo entre rondas: 5792.47 segundos\n","Round 160\n","average hasta ahora de: 0.82355\n","tiempo entre rondas: 5818.04 segundos\n","Round 170\n","average hasta ahora de: 0.8283\n","tiempo entre rondas: 5712.87 segundos\n","Round 180\n","average hasta ahora de: 0.8324\n","tiempo entre rondas: 5653.92 segundos\n","Round 190\n","average hasta ahora de: 0.83525\n","tiempo entre rondas: 5619.21 segundos\n","Round 200\n","average hasta ahora de: 0.8376\n","tiempo entre rondas: 5361.35 segundos\n","Round 210\n","average hasta ahora de: 0.8403\n","tiempo entre rondas: 4188.24 segundos\n","Round 220\n","average hasta ahora de: 0.84295\n","tiempo entre rondas: 4202.83 segundos\n","Round 230\n","average hasta ahora de: 0.8455\n","tiempo entre rondas: 4207.81 segundos\n","Round 240\n","average hasta ahora de: 0.84755\n","tiempo entre rondas: 4209.72 segundos\n","Round 250\n","average hasta ahora de: 0.84955\n","tiempo entre rondas: 5256.90 segundos\n","Round 260\n","average hasta ahora de: 0.85125\n","tiempo entre rondas: 5837.97 segundos\n","Round 270\n","average hasta ahora de: 0.85335\n","tiempo entre rondas: 5834.36 segundos\n","Round 280\n","average hasta ahora de: 0.8551\n","tiempo entre rondas: 5836.17 segundos\n","Round 290\n","average hasta ahora de: 0.8568\n","tiempo entre rondas: 5793.53 segundos\n","Round 300\n","average hasta ahora de: 0.8586\n","tiempo entre rondas: 5813.50 segundos\n","Round 310\n","average hasta ahora de: 0.86\n","tiempo entre rondas: 5487.86 segundos\n","Round 320\n","average hasta ahora de: 0.8617\n","tiempo entre rondas: 5828.32 segundos\n","Round 330\n","average hasta ahora de: 0.86285\n","tiempo entre rondas: 5855.37 segundos\n","Round 340\n","average hasta ahora de: 0.86395\n","tiempo entre rondas: 5828.50 segundos\n","Round 350\n","average hasta ahora de: 0.8654\n","tiempo entre rondas: 5764.43 segundos\n","Round 360\n","average hasta ahora de: 0.86685\n","tiempo entre rondas: 5780.28 segundos\n","Round 370\n","average hasta ahora de: 0.86785\n","tiempo entre rondas: 5777.62 segundos\n","Round 380\n","average hasta ahora de: 0.8691\n","tiempo entre rondas: 5876.90 segundos\n","Round 390\n","average hasta ahora de: 0.8703\n","tiempo entre rondas: 5804.03 segundos\n","Round 400\n","average hasta ahora de: 0.87145\n","tiempo entre rondas: 5765.53 segundos\n","Round 410\n","average hasta ahora de: 0.872\n","tiempo entre rondas: 5924.80 segundos\n","Round 420\n","average hasta ahora de: 0.87315\n","tiempo entre rondas: 5861.61 segundos\n","Round 430\n","average hasta ahora de: 0.87415\n","tiempo entre rondas: 5798.76 segundos\n","Round 440\n","average hasta ahora de: 0.87525\n","tiempo entre rondas: 5805.67 segundos\n","Round 450\n","average hasta ahora de: 0.8759\n","tiempo entre rondas: 5852.47 segundos\n","Round 460\n","average hasta ahora de: 0.8768\n","tiempo entre rondas: 5879.17 segundos\n","Round 470\n","average hasta ahora de: 0.8772\n","tiempo entre rondas: 5871.28 segundos\n","Round 480\n","average hasta ahora de: 0.8781\n","tiempo entre rondas: 5880.11 segundos\n","Round 490\n","average hasta ahora de: 0.87885\n","El numero es un 4 y era un  4\n"]}],"source":["import timeit\n","#CODIGO PRINCIPAL (Part 2)\n","\n","start = timeit.default_timer()\n","#Entrenarx\n","X,  w1, w2, b1, b2 = crear_red()        \n","w1, b1,w2,b2 = entrenar(500, X,  w1, w2, b1, b2, start) #probamos con 400 imagenes\n","\n","\n","#Predecir\n","X = convertir_dat(\n","\"0000000000000000000000000000\"+\n","\"0000000000000000000000000000\"+\n","\"0000000000000000000000000000\"+\n","\"0000000000000000000000000000\"+\n","\"0000000001100000000000000000\"+\n","\"0000000001100000000000000000\"+\n","\"0000000011100000011100000000\"+\n","\"0000000011100000011100000000\"+\n","\"0000000011100000111000000000\"+\n","\"0000000011000000111000000000\"+\n","\"0000000111000000111000000000\"+\n","\"0000000111000000111000000000\"+\n","\"0000000111000001111000000000\"+\n","\"0000000111000001111111100000\"+\n","\"0000000111111111111111100000\"+\n","\"0000000111111111111111000000\"+\n","\"0000000001111111110000000000\"+\n","\"0000000000000011100000000000\"+\n","\"0000000000000011100000000000\"+\n","\"0000000000000011100000000000\"+\n","\"0000000000000011100000000000\"+\n","\"0000000000000111100000000000\"+\n","\"0000000000000111100000000000\"+\n","\"0000000000000111100000000000\"+\n","\"0000000000000000000000000000\"+\n","\"0000000000000000000000000000\"+\n","\"0000000000000000000000000000\"+\n","\"0000000000000000000000000000\")\n","num = predecir(X,w1,b1,w2,b2)\n","print (\"El numero es un\", num, \"y era un \", 4)\n"]},{"cell_type":"code","execution_count":92,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":31443,"status":"ok","timestamp":1653250645424,"user":{"displayName":"SEBASTIÁN BREGUEL","userId":"09808421780714018534"},"user_tz":240},"id":"ft7p51nIS_vj","outputId":"c928080d-6750-4a39-97b1-ecd5afed84c9"},"outputs":[{"name":"stdout","output_type":"stream","text":["0.8711785714285715\n"]}],"source":["X_test = DAT[42000:]\n","y_test = RES[42000:]\n","number = 0\n","for i in range(len(y_test)):  \n","  X = X_test[i]\n","  E = y_test[i]\n","  _, _,_, A2 = forward(X,www1, bb1, www2, bb2)\n","  if A2.index(max(A2)) == E.index(max(E)):\n","    number +=1\n","print(number/len(y_test))\n"]},{"cell_type":"code","execution_count":67,"metadata":{},"outputs":[{"data":{"text/plain":["[-0.28,\n"," 0.010000000000000009,\n"," 0.48,\n"," -0.22999999999999998,\n"," 0.15000000000000002,\n"," 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-0.26]"]},"execution_count":67,"metadata":{},"output_type":"execute_result"}],"source":["w1[1]"]},{"cell_type":"code","execution_count":89,"metadata":{},"outputs":[],"source":["w1_save = ''\n","for i in range(len(w1)):\n","    w1_save += f\"{w1[i][0]}\" \n","    for x in range(1,len(w1[i])):\n","        w1_save += f\",{w1[i][x]}\"\n","    w1_save +='\\n'\n","with open('w1.txt','w') as file:\n","    file.write(w1_save)\n","\n","w2_save = ''\n","for i in range(len(w2)):\n","    w2_save += f\"{w2[i][0]}\" \n","    for x in range(1,len(w2[i])):\n","        w2_save += f\",{w2[i][x]}\"\n","    w2_save +='\\n'\n","with open('w2.txt','w') as file:\n","    file.write(w2_save)\n","    \n","b1_save = ''\n","b1_save += f\"{b1[0]}\" \n","for x in range(1,len(b1)):\n","    b1_save += f\",{b1[x]}\"\n","with open('b1.txt','w') as file:\n","    file.write(b1_save)\n","\n","b2_save = ''\n","b2_save += f\"{b2[0]}\" \n","for x in range(1,len(b2)):\n","    b2_save += f\",{b2[x]}\"\n","with open('b2.txt','w') as file:\n","    file.write(b2_save)"]},{"cell_type":"code","execution_count":91,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["True\n","True\n","True\n","True\n"]}],"source":["www1 = []\n","with open('w1.txt','r') as file:\n","    for line in file:\n","        # print(line)\n","        lista = line.strip().split(',')\n","        wwww1 = []\n","        for value in lista:\n","            wwww1.append(float(value))\n","        www1.append(wwww1)\n","print(www1 == w1)\n","www2 = []\n","with open('w2.txt','r') as file:\n","    for line in file:\n","        # print(line)\n","        lista = line.strip().split(',')\n","        wwww2 = []\n","        for value in lista:\n","            wwww2.append(float(value))\n","        www2.append(wwww2)\n","print(www2 == w2)\n","\n","\n","bb1 = []\n","with open('b1.txt','r') as file:\n","    for line in file:\n","        # print(line)\n","        lista = line.strip().split(',')\n","        for value in lista:\n","            bb1.append(float(value))\n","print(bb1 == b1)\n","\n","bb2 = []\n","with open('b2.txt','r') as file:\n","    for line in file:\n","        # print(line)\n","        lista = line.strip().split(',')\n","        for value in lista:\n","            bb2.append(float(value))\n","print(bb2 == b2)\n","\n","\n"]},{"cell_type":"code","execution_count":56,"metadata":{},"outputs":[{"data":{"text/plain":["[[-0.020000000000000018,\n","  0.09999999999999998,\n","  -0.10999999999999999,\n","  -0.09999999999999998,\n","  0.31000000000000005,\n","  -0.37,\n","  0.38,\n","  0.31000000000000005,\n","  -0.38,\n","  -0.15000000000000002,\n","  0.31999999999999995,\n","  -0.38,\n","  0.3300490448555415,\n","  -0.059950955144459424,\n","  -0.19,\n","  0.030000000000000027,\n","  -0.42,\n","  0.33999999999999997,\n","  0.14,\n","  -0.35,\n","  0.26,\n","  0.38,\n","  0.35,\n","  -0.41000000000000003,\n","  0.30000000000000004,\n","  -0.21000000000000002,\n","  -0.10999999999999999,\n","  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0.4508808083262638,\n","  0.3288774191091003,\n","  -0.05814511322213811,\n","  -0.34382954222615536,\n","  0.23861695994523885,\n","  0.5861278275041052,\n","  0.13353149820788393,\n","  0.11271572271628665,\n","  0.1374094596637091,\n","  -0.2859674887433439,\n","  -0.24119950543643665,\n","  -0.5782326147420854,\n","  0.32241352692187664,\n","  -0.458927880628568,\n","  0.24478702036859265,\n","  -0.5578306768113077,\n","  0.4452290013841154,\n","  0.2000101707112106,\n","  0.1114857040994742,\n","  0.03870525985832821,\n","  0.09028841886685246,\n","  0.08049187189553755],\n"," [0.06979387629048076,\n","  -0.17732126595533854,\n","  0.35111105811613963,\n","  -0.06250463096195008,\n","  -0.13627909567606994,\n","  -0.04856983550917512,\n","  -0.43521322591569106,\n","  0.07655142020174886,\n","  -0.19871345139995295,\n","  0.20454129827147796,\n","  0.12508774894905694,\n","  -0.015728130073395883,\n","  -0.33658302322833644,\n","  -0.3570115883957827,\n","  -0.048913077143681864,\n","  0.10253786868340686,\n","  -0.2908458329660892,\n","  -0.29973158454328347,\n","  -0.21182177025365667,\n","  0.24059169838478345,\n","  0.16428108982270476,\n","  0.29074881268705655,\n","  -0.3167395027225543,\n","  -0.20593117266568134,\n","  0.22266558733054936,\n","  -0.1882705000062097,\n","  0.05349982167642492,\n","  -0.051192293546848726,\n","  0.15015364051027774,\n","  -0.17386553845877367,\n","  0.014091599045821203,\n","  -0.06106536407322152,\n","  -0.18452484317249168,\n","  -0.20269750147376212,\n","  0.17256051287201546,\n","  0.23118228438908828,\n","  0.15738029502194012,\n","  0.3722321756432215,\n","  -0.08573235628797303,\n","  -0.42092181375748744],\n"," [-0.13091224533998994,\n","  -0.022272532163744585,\n","  -0.2533056602410999,\n","  -0.061055751551302634,\n","  -0.10514716436076443,\n","  0.011878064281219465,\n","  -0.13987830656055728,\n","  0.06573197846299345,\n","  -0.03579543558284026,\n","  -0.33244771630193665,\n","  0.25935564464495997,\n","  0.12125153989008783,\n","  -0.46685126963356866,\n","  -0.060061036673144046,\n","  -0.12394396986720645,\n","  -0.017765309277744806,\n","  0.35727711213794566,\n","  0.3125078354504016,\n","  -0.14646085210759224,\n","  -0.2740793302643543,\n","  -0.18490891400845055,\n","  0.1552138438662877,\n","  -0.2477726651936581,\n","  0.14768492025485924,\n","  0.15004372678125677,\n","  0.12477058534996524,\n","  0.46600954727670646,\n","  -0.023947423654755724,\n","  -0.3603348047203301,\n","  -0.24672186154408646,\n","  0.14545316684987325,\n","  -0.018182374363392078,\n","  0.1560065011713014,\n","  -0.3907064739567233,\n","  -0.03343195592311634,\n","  0.45270308460372244,\n","  -0.10720655268012931,\n","  0.20300588335447176,\n","  0.22017499945626143,\n","  0.23904891715837193]]\n","ww2 == w2"]},{"cell_type":"code","execution_count":63,"metadata":{},"outputs":[],"source":["a2 = [0.43999999999999995,\n"," 0.22999999999999998,\n"," -0.33999999999999997,\n"," -0.020000000000000018,\n"," 0.06999999999999995,\n"," 0.42000000000000004,\n"," -0.07,\n"," -0.09999999999999998,\n"," -0.18,\n"," 0.16000000000000003]"]},{"cell_type":"code","execution_count":60,"metadata":{},"outputs":[],"source":["a1 = [0.13363421870586087,\n"," -0.16636578129423538,\n"," -0.45636578129434874,\n"," 0.4336342187056981,\n"," 0.453634218705706,\n"," 0.013634218705829548,\n"," -0.28636578129426854,\n"," -0.23636578129420524,\n"," -0.32636578129426935,\n"," -0.15636578129422293,\n"," 0.4336342187056981,\n"," 0.5236342187057409,\n"," 0.013634218705829548,\n"," 0.3436342187057984,\n"," -0.27636578129428485,\n"," 0.18363421870585536,\n"," 0.4736342187057098,\n"," 0.3136342187058226,\n"," -0.006365781294167498,\n"," -0.3363657812942849,\n"," 0.2236342187058439,\n"," 0.38363421870575004,\n"," -0.17636578129424121,\n"," -0.15636578129422293,\n"," 0.30363421870580404,\n"," 0.19363421870584904,\n"," 0.14363421870585721,\n"," -0.17636578129424121,\n"," -0.4263657812942963,\n"," 0.3936342187057225,\n"," -0.4463657812943422,\n"," 0.08363421870583763,\n"," -0.38636578129430815,\n"," 0.11363421870585642,\n"," 0.54363421870579,\n"," -0.32636578129426935,\n"," 0.4336342187056981,\n"," 0.32363421870581616,\n"," -0.22636578129420373,\n"," 0.4336342187056981]"]},{"cell_type":"code","execution_count":62,"metadata":{},"outputs":[{"data":{"text/plain":["True"]},"execution_count":62,"metadata":{},"output_type":"execute_result"}],"source":["a1 == b1"]},{"cell_type":"code","execution_count":65,"metadata":{},"outputs":[{"data":{"text/plain":["True"]},"execution_count":65,"metadata":{},"output_type":"execute_result"}],"source":["a2 ==  b2"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":["X_test = DAT[42000:]\n","y_test = RES[42000:]\n","number = 0\n","for i in range(len(y_test)):  \n","  X = X_test[i]\n","  E = y_test[i]\n","  _, _,_, A2 = forward(X,www1, bb1, www2, bb2)\n","  if A2.index(max(A2)) == E.index(max(E)):\n","    number +=1\n","print(number/len(y_test))\n"]}],"metadata":{"colab":{"collapsed_sections":[],"name":"Breguel_Version_de_NN_May_v2_no_fake.ipynb","provenance":[]},"interpreter":{"hash":"916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"},"kernelspec":{"display_name":"Python 3.8.10 64-bit","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.10"}},"nbformat":4,"nbformat_minor":0}