{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":148,"metadata":{"id":"oWfRU1yPHCEB","executionInfo":{"status":"ok","timestamp":1687280532005,"user_tz":-180,"elapsed":334,"user":{"displayName":"tathara","userId":"05553548652875301401"}}},"outputs":[],"source":["import numpy as np\n","import matplotlib.pyplot as plt\n","import tensorflow.keras as keras\n","import tensorflow.keras.datasets\n","from tensorflow.keras.datasets import mnist\n","from tensorflow.keras.layers import Input, Dense\n","from sklearn.model_selection import train_test_split"]},{"cell_type":"code","source":["#print(mnist.load_data())\n","(train_x, train_y), (test_x, test_y) = mnist.load_data()\n","\n","train_x = train_x /255\n","test_x = test_x /225\n","\n","train_x = np.reshape (train_x, (len(train_x), 28*28))\n","test_x = np.reshape (test_x, (len(test_x), 28*28))\n","\n","# Разделение на тренировочный и тестовый наборы данных\n","train_x, test_x = train_test_split(train_x, test_size=0.2, random_state=42)\n","\n","# Разделение тестового набора на тестовый и валидационный наборы данных\n","test_x, val_x = train_test_split(test_x, test_size=0.5, random_state=42)\n","\n","# Проверка размеров наборов данных\n","print(\"Размер тренировочного набора данных:\", train_x.shape)\n","print(\"Размер тестового набора данных:\", test_x.shape)\n","print(\"Размер валидационного набора данных:\", val_x.shape)"],"metadata":{"id":"xVlwxQXeIVqi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1687280533677,"user_tz":-180,"elapsed":813,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"a5e9a243-46df-4f58-9708-86d8f0ba16b7"},"execution_count":149,"outputs":[{"output_type":"stream","name":"stdout","text":["Размер тренировочного набора данных: (48000, 784)\n","Размер тестового набора данных: (6000, 784)\n","Размер валидационного набора данных: (6000, 784)\n"]}]},{"cell_type":"code","source":["inputs = Input(shape= (28*28, ))\n","\n","x = Dense(150, activation = 'relu')(inputs)\n","x = Dense(40, activation = 'relu')(x)\n","x = Dense(10, activation = 'relu')(x)\n","encoder = Dense(3, activation = 'sigmoid') (x)\n","\n","inputs_dec= Input(shape= (3, ))\n","x = Dense(10, activation = 'relu')(inputs_dec)\n","x = Dense(40, activation = 'relu')(x)\n","x = Dense(150, activation = 'relu')(x)\n","decoder = Dense(28*28, activation = 'relu')(x)"],"metadata":{"id":"ZRMFZuZJKjoq","executionInfo":{"status":"ok","timestamp":1687280533678,"user_tz":-180,"elapsed":9,"user":{"displayName":"tathara","userId":"05553548652875301401"}}},"execution_count":150,"outputs":[]},{"cell_type":"code","source":["encoder_model = keras.Model(inputs, encoder)\n","decoder_model = keras.Model(inputs_dec, decoder)\n","\n","autoenc = keras.Model(inputs, decoder_model(encoder_model(inputs)) )"],"metadata":{"id":"W6R7EZHINJbS","executionInfo":{"status":"ok","timestamp":1687280533678,"user_tz":-180,"elapsed":9,"user":{"displayName":"tathara","userId":"05553548652875301401"}}},"execution_count":151,"outputs":[]},{"cell_type":"code","source":["from tensorflow.keras.utils import plot_model\n","plot_model(autoenc, expand_nested=True, show_shapes = True, show_layer_names=False, dpi = 70)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":861},"id":"s_fdRVpvQsN8","executionInfo":{"status":"ok","timestamp":1687280533678,"user_tz":-180,"elapsed":9,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"2ae8ebe4-945e-4c37-e3bf-488a230b81b8"},"execution_count":152,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":[""]},"metadata":{},"execution_count":152}]},{"cell_type":"code","source":["input_shape = (28*28,) # Размерность входного изображения\n","encoder_layers = [150, 40, 10, 3] # Размеры слоев кодирования\n","decoder_layers = [10, 40, 150, 28*28] # Размеры слоев декодирования\n","\n","# Расчет общего количества обучаемых параметров в encoder\n","encoder_trainable_params = 0\n","for i in range(len(encoder_layers)-1):\n"," prev_layer_size = encoder_layers[i]\n"," curr_layer_size = encoder_layers[i+1]\n"," encoder_trainable_params += (prev_layer_size * curr_layer_size) + curr_layer_size\n","\n","# Расчет общего количества обучаемых параметров в decoder\n","decoder_trainable_params = 0\n","for i in range(len(decoder_layers)-1):\n"," prev_layer_size = decoder_layers[i]\n"," curr_layer_size = decoder_layers[i+1]\n"," decoder_trainable_params += (prev_layer_size * curr_layer_size) + curr_layer_size\n","\n","# Общее количество обучаемых параметров\n","total_trainable_params = encoder_trainable_params + decoder_trainable_params\n","\n","print(\"Общее количество обучаемых параметров:\", total_trainable_params)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"v-pQARU5cCnX","executionInfo":{"status":"ok","timestamp":1687280533679,"user_tz":-180,"elapsed":9,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"40a1d8c1-a1cf-4549-f3d6-1026de3af05d"},"execution_count":153,"outputs":[{"output_type":"stream","name":"stdout","text":["Общее количество обучаемых параметров: 131457\n"]}]},{"cell_type":"code","source":["#Алгоритм оптимизации и функция ошибок\n","autoenc.compile(optimizer= 'adam', loss = 'mse', metrics =['accuracy'])"],"metadata":{"id":"yrDBYSf-PiIb","executionInfo":{"status":"ok","timestamp":1687280533680,"user_tz":-180,"elapsed":8,"user":{"displayName":"tathara","userId":"05553548652875301401"}}},"execution_count":154,"outputs":[]},{"cell_type":"code","source":["autoencoder_history = autoenc.fit(train_x,train_x,\n"," epochs=20,\n"," batch_size=256,\n"," shuffle=True,\n"," validation_data=(val_x, val_x))\n","\n","# Вывод значений функции потерь\n","train_loss = autoencoder_history.history['loss']\n","val_loss = autoencoder_history.history['val_loss']\n","print(\"Train Loss:\", train_loss)\n","print(\"Validation Loss:\", val_loss)\n","\n","# Вывод значений точности\n","train_acc = autoencoder_history.history['accuracy']\n","val_acc = autoencoder_history.history['val_accuracy']\n","print(\"Train Accuracy:\", train_acc)\n","print(\"Validation Accuracy:\", val_acc)"],"metadata":{"id":"5EGLPhECSSSL","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1687280574833,"user_tz":-180,"elapsed":41161,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"ce7a3ea9-7f2c-4e44-c8e6-982003f4609b"},"execution_count":155,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/20\n","188/188 [==============================] - 3s 11ms/step - loss: 0.0865 - accuracy: 0.0087 - val_loss: 0.0808 - val_accuracy: 0.0075\n","Epoch 2/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0656 - accuracy: 0.0122 - val_loss: 0.0554 - val_accuracy: 0.0143\n","Epoch 3/20\n","188/188 [==============================] - 2s 13ms/step - loss: 0.0526 - accuracy: 0.0132 - val_loss: 0.0501 - val_accuracy: 0.0122\n","Epoch 4/20\n","188/188 [==============================] - 2s 12ms/step - loss: 0.0494 - accuracy: 0.0113 - val_loss: 0.0481 - val_accuracy: 0.0077\n","Epoch 5/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0474 - accuracy: 0.0089 - val_loss: 0.0464 - val_accuracy: 0.0112\n","Epoch 6/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0452 - accuracy: 0.0083 - val_loss: 0.0443 - val_accuracy: 0.0078\n","Epoch 7/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0443 - accuracy: 0.0087 - val_loss: 0.0437 - val_accuracy: 0.0082\n","Epoch 8/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0432 - accuracy: 0.0085 - val_loss: 0.0428 - val_accuracy: 0.0075\n","Epoch 9/20\n","188/188 [==============================] - 2s 11ms/step - loss: 0.0426 - accuracy: 0.0090 - val_loss: 0.0420 - val_accuracy: 0.0082\n","Epoch 10/20\n","188/188 [==============================] - 3s 14ms/step - loss: 0.0419 - accuracy: 0.0093 - val_loss: 0.0416 - val_accuracy: 0.0090\n","Epoch 11/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0414 - accuracy: 0.0093 - val_loss: 0.0415 - val_accuracy: 0.0085\n","Epoch 12/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0410 - accuracy: 0.0093 - val_loss: 0.0408 - val_accuracy: 0.0095\n","Epoch 13/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0402 - accuracy: 0.0085 - val_loss: 0.0401 - val_accuracy: 0.0083\n","Epoch 14/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0399 - accuracy: 0.0088 - val_loss: 0.0398 - val_accuracy: 0.0132\n","Epoch 15/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0396 - accuracy: 0.0094 - val_loss: 0.0395 - val_accuracy: 0.0092\n","Epoch 16/20\n","188/188 [==============================] - 3s 14ms/step - loss: 0.0392 - accuracy: 0.0098 - val_loss: 0.0391 - val_accuracy: 0.0107\n","Epoch 17/20\n","188/188 [==============================] - 2s 12ms/step - loss: 0.0386 - accuracy: 0.0095 - val_loss: 0.0387 - val_accuracy: 0.0113\n","Epoch 18/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0384 - accuracy: 0.0096 - val_loss: 0.0385 - val_accuracy: 0.0078\n","Epoch 19/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0382 - accuracy: 0.0093 - val_loss: 0.0382 - val_accuracy: 0.0110\n","Epoch 20/20\n","188/188 [==============================] - 2s 10ms/step - loss: 0.0380 - accuracy: 0.0095 - val_loss: 0.0381 - val_accuracy: 0.0100\n","Train Loss: [0.0864616185426712, 0.06557924300432205, 0.052611611783504486, 0.049412377178668976, 0.0474051758646965, 0.04521290212869644, 0.04426044598221779, 0.04320450872182846, 0.04261944442987442, 0.04186803475022316, 0.041429538279771805, 0.04099678620696068, 0.04024888575077057, 0.03988179191946983, 0.03957158327102661, 0.03923305869102478, 0.038591232150793076, 0.03838806226849556, 0.03816148638725281, 0.03795123100280762]\n","Validation Loss: [0.08081811666488647, 0.05536741763353348, 0.05006567761301994, 0.048127181828022, 0.04640234261751175, 0.04425349831581116, 0.0437084399163723, 0.042780812829732895, 0.04196126386523247, 0.04163898900151253, 0.041450127959251404, 0.04080592468380928, 0.040057387202978134, 0.039800290018320084, 0.03954572230577469, 0.03905057534575462, 0.03870479390025139, 0.03852676600217819, 0.03824887052178383, 0.03811095282435417]\n","Train Accuracy: [0.008687499910593033, 0.01222916692495346, 0.013208333402872086, 0.011312499642372131, 0.008854166604578495, 0.008312500081956387, 0.008687499910593033, 0.00852083321660757, 0.008999999612569809, 0.009333333000540733, 0.00925000011920929, 0.00925000011920929, 0.008479166775941849, 0.008812500163912773, 0.009354166686534882, 0.009791666641831398, 0.009479166939854622, 0.009562499821186066, 0.009333333000540733, 0.009499999694526196]\n","Validation Accuracy: [0.007499999832361937, 0.014333332888782024, 0.01216666679829359, 0.007666666526347399, 0.011166666634380817, 0.007833333685994148, 0.008166667073965073, 0.007499999832361937, 0.008166667073965073, 0.008999999612569809, 0.008500000461935997, 0.009499999694526196, 0.008333333767950535, 0.013166666962206364, 0.009166666306555271, 0.01066666655242443, 0.01133333332836628, 0.007833333685994148, 0.010999999940395355, 0.009999999776482582]\n"]}]},{"cell_type":"code","source":["#Графики loss и accuracy\n","def render_training_history(training_history):\n"," loss = training_history.history['loss']\n"," val_loss = training_history.history['val_loss']\n","\n"," accuracy = training_history.history['accuracy']\n"," val_accuracy = training_history.history['val_accuracy']\n","\n"," plt.figure(figsize=(14, 4))\n"," # Графики для метрик loss и val_loss\n"," plt.subplot(1, 2, 1)\n"," plt.title('Loss')\n"," plt.xlabel('Epoch')\n"," plt.ylabel('Loss')\n"," plt.plot(loss, label='Training set')\n"," plt.plot(val_loss, label='Validation set')\n"," plt.legend()\n"," plt.grid(linestyle='--', linewidth=1, alpha=0.5)\n","\n"," # Графики для метрик accuracy и val_accuracy\n"," plt.subplot(1, 2, 2)\n"," plt.title('Accuracy')\n"," plt.xlabel('Epoch')\n"," plt.ylabel('Accuracy')\n"," plt.plot(accuracy, label='Training set')\n"," plt.plot(val_accuracy, label='Validation set')\n"," plt.legend()\n"," plt.grid(linestyle='--', linewidth=1, alpha=0.5)\n","\n"," plt.show()\n","render_training_history(autoencoder_history)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":410},"id":"t4Yo1-Umjd31","executionInfo":{"status":"ok","timestamp":1687280575941,"user_tz":-180,"elapsed":1119,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"2245d511-d27b-48cb-9cf6-048e5c33a197"},"execution_count":156,"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Значение метрик на тестовом датасете\n","autoenc.evaluate(test_x, test_x)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2HQQ1NLzlLGR","executionInfo":{"status":"ok","timestamp":1687280576360,"user_tz":-180,"elapsed":424,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"b1d207c5-1cd0-44e4-9e8b-b00fa365f3e8"},"execution_count":157,"outputs":[{"output_type":"stream","name":"stdout","text":["188/188 [==============================] - 0s 2ms/step - loss: 0.0384 - accuracy: 0.0090\n"]},{"output_type":"execute_result","data":{"text/plain":["[0.03838113695383072, 0.008999999612569809]"]},"metadata":{},"execution_count":157}]},{"cell_type":"code","source":["y = autoenc.predict(test_x)\n","y = y.reshape(6000, 28, 28)\n","\n","plt.figure(figsize=(28, 28))\n","\n","for i in range(20):\n"," k = i * 2\n"," plt.subplot(28, 2, k+1)\n"," plt.imshow(y[i], cmap = 'gray')\n"," plt.subplot( 28, 2, k+2)\n"," plt.imshow(test_x[i].reshape(28,28), cmap = 'gray')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"h6uGh_a8g5vl","executionInfo":{"status":"ok","timestamp":1687280581585,"user_tz":-180,"elapsed":5228,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"b589a380-0d43-4ff8-b751-b3cf2a5f0582"},"execution_count":158,"outputs":[{"output_type":"stream","name":"stdout","text":["188/188 [==============================] - 0s 1ms/step\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["import tensorflow as tf\n","tf.saved_model.save(autoenc, 'task6_model')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M9373dt2pWhv","executionInfo":{"status":"ok","timestamp":1687280582599,"user_tz":-180,"elapsed":1025,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"e1de294c-958d-475b-f657-a5327588b881"},"execution_count":159,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:absl:Found untraced functions such as _update_step_xla while saving (showing 1 of 1). These functions will not be directly callable after loading.\n"]}]},{"cell_type":"code","source":["from google.colab import drive\n","\n","# Монтирование Google Диска\n","drive.mount('/content/drive', force_remount=True)\n","\n","# Путь к файлу, который нужно сохранить на Google Диск\n","file_path = \"/content/task6_model/saved_model.pb\"\n","file_name = \"saved_model.pb\"\n","\n","save_path = \"/content/drive/MyDrive/\" + file_name\n","\n","# Копирование файла на Google Диск\n","!cp $file_path $save_path"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HBykKOkZtw3h","executionInfo":{"status":"ok","timestamp":1687280823611,"user_tz":-180,"elapsed":3301,"user":{"displayName":"tathara","userId":"05553548652875301401"}},"outputId":"03f54393-b0d6-45f8-f9d6-ddfec234a8a5"},"execution_count":163,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]}]}