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b/code/autoencoder_funciones.py @@ -0,0 +1,660 @@ +# ------------------------------------------------------------------------------------------------------------------- # + +from tensorflow.keras.layers import Input, Dropout, Conv2D, Conv2DTranspose, BatchNormalization, Flatten, Activation, Reshape, LeakyReLU +from tensorflow.keras.models import Model +from tensorflow.keras.optimizers import Adam + +# ------------------------------------------------------------------------------------------------------------------- # + +def crea_autoencoder_capas(input_shape, feature_multiplier, surface_kernel_size, kernel_size, dropout, init_func): + + layer_conv = [] + + ### Conv 1 ### + + # Input # + + conv1_input_shape = input_shape + + conv1_input = Input(shape = conv1_input_shape) + + x = conv1_input + + # Layer 0 # + + x = Conv2D(filters = feature_multiplier * 1, + kernel_size = surface_kernel_size, + strides = 1, + padding = "same", + kernel_initializer = init_func)(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2D(filters = feature_multiplier * 1, + kernel_size = surface_kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 2 # + + x = Conv2D(filters = feature_multiplier * 1, + kernel_size = surface_kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + conv1_output = x + + convolution_1 = Model(conv1_input, conv1_output) + layer_conv.append(convolution_1) + + conv1_output_shape = (convolution_1.output_shape[1], + convolution_1.output_shape[2], + convolution_1.output_shape[3]) + + ### Conv 2 ### + + # Input # + + conv2_input_shape = conv1_output_shape + + conv2_input = Input(shape = conv2_input_shape) + + x = conv2_input + + # Layer 0 # + + x = Conv2D(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2D(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + conv2_output = x + + convolution_2 = Model(conv2_input, conv2_output) + layer_conv.append(convolution_2) + + conv2_output_shape = (convolution_2.output_shape[1], + convolution_2.output_shape[2], + convolution_2.output_shape[3]) + + ### Conv 3 ### + + # Input # + + conv3_input_shape = conv2_output_shape + + conv3_input = Input(shape = conv3_input_shape) + + x = conv3_input + + # Layer 0 # + + x = Conv2D(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2D(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + conv3_output = x + + convolution_3 = Model(conv3_input, conv3_output) + layer_conv.append(convolution_3) + + conv3_output_shape = (convolution_3.output_shape[1], + convolution_3.output_shape[2], + convolution_3.output_shape[3]) + + ### Conv 4 ### + + # Input # + + conv4_input_shape = conv3_output_shape + + conv4_input = Input(shape = conv4_input_shape) + + x = conv4_input + + # Layer 0 # + + x = Conv2D(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2D(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + conv4_output = x + + convolution_4 = Model(conv4_input, conv4_output) + layer_conv.append(convolution_4) + + conv4_output_shape = (convolution_4.output_shape[1], + convolution_4.output_shape[2], + convolution_4.output_shape[3]) + + ### Conv 5 ### + + # Input # + + conv5_input_shape = conv4_output_shape + + conv5_input = Input(shape = conv5_input_shape) + + x = conv5_input + + # Layer 0 # + + x = Conv2D(filters = feature_multiplier * 16, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + conv5_output = x + + convolution_5 = Model(conv5_input, conv5_output) + layer_conv.append(convolution_5) + + conv5_output_shape = (convolution_5.output_shape[1], + convolution_5.output_shape[2], + convolution_5.output_shape[3]) + + ### Conv 6 ### + + # Input # + + conv6_input_shape = conv5_output_shape + + conv6_input = Input(shape = conv6_input_shape) + + x = conv6_input + + # Layer 0 # + + x = Conv2D(filters = feature_multiplier * 32, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + conv6_output = x + + convolution_6 = Model(conv6_input, conv6_output) + layer_conv.append(convolution_6) + + conv6_output_shape = (convolution_6.output_shape[1], + convolution_6.output_shape[2], + convolution_6.output_shape[3]) + + ### ------------------------------------------------ ### + + layer_deconv = [] + + ### Deconv 6 ### + + # Input # + + deconv6_input_shape = conv6_output_shape + + deconv6_input = Input(shape = deconv6_input_shape) + + x = deconv6_input + + # Layer 0 # + + x = Conv2DTranspose(filters = feature_multiplier * 16, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + deconv6_output = x + + deconvolution_6 = Model(deconv6_input, deconv6_output) + layer_deconv.append(deconvolution_6) + + ### Deconv 5 ### + + # Input # + + deconv5_input_shape = conv5_output_shape + + deconv5_input = Input(shape = deconv5_input_shape) + + x = deconv5_input + + # Layer 0 # + + x = Conv2DTranspose(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2DTranspose(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + deconv5_output = x + + deconvolution_5 = Model(deconv5_input, deconv5_output) + layer_deconv.append(deconvolution_5) + + ### Deconv 4 ### + + # Input # + + deconv4_input_shape = conv4_output_shape + + deconv4_input = Input(shape = deconv4_input_shape) + + x = deconv4_input + + # Layer 0 # + + x = Conv2DTranspose(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2DTranspose(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + deconv4_output = x + + deconvolution_4 = Model(deconv4_input, deconv4_output) + layer_deconv.append(deconvolution_4) + + ### Deconv 3 ### + + # Input # + + deconv3_input_shape = conv3_output_shape + + deconv3_input = Input(shape = deconv3_input_shape) + + x = deconv3_input + + # Layer 0 # + + x = Conv2DTranspose(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2DTranspose(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + deconv3_output = x + + deconvolution_3 = Model(deconv3_input, deconv3_output) + layer_deconv.append(deconvolution_3) + + ### Deconv 2 ### + + # Input # + + deconv2_input_shape = conv2_output_shape + + deconv2_input = Input(shape = deconv2_input_shape) + + x = deconv2_input + + # Layer 0 # + + x = Conv2DTranspose(filters = feature_multiplier * 1, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + + # Layer 1 # + + x = Conv2DTranspose(filters = feature_multiplier * 1, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) + x = LeakyReLU(alpha = 0.2)(x) + x = BatchNormalization()(x) + x = Dropout(dropout)(x) if dropout > 0.0 else x + + # Output # + + deconv2_output = x + + deconvolution_2 = Model(deconv2_input, deconv2_output) + layer_deconv.append(deconvolution_2) + + ### Deconv 1 ### + + # Input # + + deconv1_input_shape = conv1_output_shape + + deconv1_input = Input(shape = deconv1_input_shape) + + x = deconv1_input + + # Layer 0 # + + x = Conv2DTranspose(input_shape[-1], + kernel_size = surface_kernel_size, + strides = 2, + padding = "same", + kernel_initializer = init_func)(x) + x = Activation("linear")(x) + + # Output # + + deconv1_output = x + + deconvolution_1 = Model(deconv1_input, deconv1_output) + layer_deconv.append(deconvolution_1) + + layer_deconv.reverse() + + return layer_conv, layer_deconv + +# ------------------------------------------------------------------------------------------------------------------- # + +def crea_adam(adam_learning_rate = 0.00015, adam_epsilon = 1e-08, adam_lr_decay = 1e-05): + + optimizer = Adam(lr = adam_learning_rate, + epsilon = adam_epsilon, + decay = adam_lr_decay) + + return optimizer + +# ------------------------------------------------------------------------------------------------------------------- # + +def crea_autoencoder_etapas(input_shape, layer_conv, layer_deconv, optimizer): + + stages = [] + + ### Etapa 1 ### + + stage_input = Input(shape = input_shape) + + x = stage_input + + x = layer_conv[0](x) + + x = layer_deconv[0](x) + + stage_output = x + + stage_1 = Model(inputs = stage_input, outputs = stage_output) + stage_1.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) + stages.append(stage_1) + + ### Etapa 2 ### + + stage_input = Input(shape = input_shape) + + x = stage_input + + x = layer_conv[0](x) + x = layer_conv[1](x) + + x = layer_deconv[1](x) + x = layer_deconv[0](x) + + stage_output = x + + stage_2 = Model(inputs = stage_input, outputs = stage_output) + stage_2.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) + stages.append(stage_2) + + ### Etapa 3 ### + + stage_input = Input(shape = input_shape) + + x = stage_input + + x = layer_conv[0](x) + x = layer_conv[1](x) + x = layer_conv[2](x) + + x = layer_deconv[2](x) + x = layer_deconv[1](x) + x = layer_deconv[0](x) + + stage_output = x + + stage_3 = Model(inputs = stage_input, outputs = stage_output) + stage_3.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) + stages.append(stage_3) + + ### Etapa 4 ### + + stage_input = Input(shape = input_shape) + + x = stage_input + + x = layer_conv[0](x) + x = layer_conv[1](x) + x = layer_conv[2](x) + x = layer_conv[3](x) + + x = layer_deconv[3](x) + x = layer_deconv[2](x) + x = layer_deconv[1](x) + x = layer_deconv[0](x) + + stage_output = x + + stage_4 = Model(inputs = stage_input, outputs = stage_output) + stage_4.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) + stages.append(stage_4) + + ### Etapa 5 ### + + stage_input = Input(shape = input_shape) + + x = stage_input + + x = layer_conv[0](x) + x = layer_conv[1](x) + x = layer_conv[2](x) + x = layer_conv[3](x) + x = layer_conv[4](x) + + x = layer_deconv[4](x) + x = layer_deconv[3](x) + x = layer_deconv[2](x) + x = layer_deconv[1](x) + x = layer_deconv[0](x) + + stage_output = x + + stage_5 = Model(inputs = stage_input, outputs = stage_output) + stage_5.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) + stages.append(stage_5) + + ### Etapa 6 ### + + stage_input = Input(shape = input_shape) + + x = stage_input + + x = layer_conv[0](x) + x = layer_conv[1](x) + x = layer_conv[2](x) + x = layer_conv[3](x) + x = layer_conv[4](x) + x = layer_conv[5](x) + + x = layer_deconv[5](x) + x = layer_deconv[4](x) + x = layer_deconv[3](x) + x = layer_deconv[2](x) + x = layer_deconv[1](x) + x = layer_deconv[0](x) + + stage_output = x + + stage_6 = Model(inputs = stage_input, outputs = stage_output) + stage_6.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) + stages.append(stage_6) + + return stages + +# ------------------------------------------------------------------------------------------------------------------- # + +def guarda_encoder(layer_conv, input_shape): + + encoder_input = Input(shape = input_shape) + + x = encoder_input + + x = layer_conv[0](x) + x = layer_conv[1](x) + x = layer_conv[2](x) + x = layer_conv[3](x) + x = layer_conv[4](x) + x = layer_conv[5](x) + + encoder_output = x + + encoder = Model(inputs = encoder_input, outputs = encoder_output) + + encoder.save("../modelos/encoder_true.h5") + +def guarda_decoder(layer_conv, layer_deconv): + + decoder_target_shape = (layer_conv[5].output_shape[1], + layer_conv[5].output_shape[2], + layer_conv[5].output_shape[3]) + + decoder_input = Input(shape = (256,)) + + x = decoder_input + + x = Reshape(target_shape = decoder_target_shape)(x) + + x = layer_deconv[-1](x) + x = layer_deconv[-2](x) + x = layer_deconv[-3](x) + x = layer_deconv[-4](x) + x = layer_deconv[-5](x) + x = layer_deconv[-6](x) + + decoder_output = x + + decoder = Model(inputs = decoder_input, outputs = decoder_output) + + decoder.save("../modelos/decoder_true.h5") + +# ------------------------------------------------------------------------------------------------------------------- # + diff --git a/code/autoencoder_train.py b/code/autoencoder_train.py new file mode 100644 index 0000000000000000000000000000000000000000..cbf08f51c2e1139df7f6b9c2924d4c883b94846e --- /dev/null +++ b/code/autoencoder_train.py @@ -0,0 +1,125 @@ +##### -------------------------------------------------- Librerías -------------------------------------------------- ##### + +import tensorflow as tf +import numpy as np +import h5py +import os +from tensorflow.keras.models import Model, load_model +from tensorflow.keras.callbacks import ModelCheckpoint + +from datos_funciones import carga_datos, crea_sets +from plots_funciones import training_plot +from autoencoder_funciones import crea_autoencoder_capas, crea_adam, crea_autoencoder_etapas, guarda_encoder, guarda_decoder + +##### -------------------------------------------------- Selección GPU ---------------------------------------------- ##### + +os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID" + +os.environ["CUDA_VISIBLE_DEVICES"] = "3" + +##### -------------------------------------------------- Hiperparámetros -------------------------------------------- ##### + +NUM_SIMS = 1900 # Índice máximo escenas. +NUM_INICIO = 1000 +NUM_SCENES = NUM_SIMS - 1000 # Número de escenas. +NUM_FRAMES = 200 # Frames por escena. + +AE_EPOCHS = 100 # Epochs para entrenamiento normal. +AE_EPOCHS_LIST = 5 # Epochs para cada batch size de la lista. +PRE_EPOCHS = 1 # Epochs de preentrenamiento. + +AE_BATCH_MULTIPLE = False # Probar distintos batch sizes, comparar diferencias. +PRE_TRAINING = True # Realizar preentrenamiento. + +ae_batch_list = [1024, 512, 256, 128, 64, 32] # Posibles batch sizes de prueba. +AE_BATCH_SIZE = 128 # Batch size oficial. +PRE_BATCH_SIZE = 128 # Bacth size para preentrenamiento. + +##### -------------------------------------------------- Carga de datos --------------------------------------------- ##### + +densities = carga_datos(num_inicio = NUM_INICIO, num_sims = NUM_SIMS, frames = NUM_FRAMES) + +train_data, vali_data = crea_sets(densities) + +##### -------------------------------------------------- Autoencoder 2D --------------------------------------------- ##### + +FEATURE_MULTIPLIER = 8 # Controla la cantidad de filtros de convolución utilizados por el autoencoder, y la dimension del espacio latente de la red. +SURFACE_KERNEL_SIZE = 4 # Matriz 4x4 +KERNEL_SIZE = 2 # Matriz 2x2 +DROPOUT = 0.0 # Porcentaje de nodos que apagar mediante dropout. +INIT_FUNCTION = "glorot_normal" # Inicialización de los pesos de la red neuronal. + +input_shape = (train_data.shape[1], + train_data.shape[2], + train_data.shape[3]) + +layer_conv, layer_deconv = crea_autoencoder_capas(input_shape = input_shape, feature_multiplier = FEATURE_MULTIPLIER, surface_kernel_size = SURFACE_KERNEL_SIZE, kernel_size = KERNEL_SIZE, dropout = DROPOUT, init_func = INIT_FUNCTION) + +optimizer = crea_adam() + +stages = crea_autoencoder_etapas(input_shape = input_shape, layer_conv = layer_conv, layer_deconv = layer_deconv, optimizer = optimizer) + +##### -------------------------------------------------- Autoencoder Entrenamiento ---------------------------------- ##### + +autoencoder = stages [-1] +autoencoder_clean_weights = autoencoder.get_weights() + +if PRE_TRAINING: + + for stage in stages: + + autoencoder_pre_train = stage.fit(train_data, train_data, + epochs = PRE_EPOCHS, + batch_size = PRE_BATCH_SIZE, + validation_data = (vali_data, vali_data), + shuffle = True) + + autoencoder.save("../modelos/autoencoder_true_pretraining.h5") + autoencoder_pre_weights = autoencoder.get_weights() + +# ------------------------------------------------------------------------------------------------------------------- # + +mc = ModelCheckpoint(filepath = "../modelos/autoencoder_true.h5", + monitor = "val_loss", + mode = "min", + save_best_only = True, + verbose = 1) + +if AE_BATCH_MULTIPLE: + + for BATCH_SIZE in ae_batch_list: + + if PRE_TRAINING: + + autoencoder.set_weights(autoencoder_pre_weights) + + autoencoder_train = autoencoder.fit(train_data, train_data, + epochs = AE_EPOCHS_LIST, + batch_size = BATCH_SIZE, + verbose = 1, + validation_data = (vali_data, vali_data), + shuffle = True, + callbacks = [mc]) + + training_plot(network_train = autoencoder_train, epochs = AE_EPOCHS_LIST, batch_size = BATCH_SIZE, dropout = DROPOUT, loss = "mse", metric = "mae", identification = "ae_true_list") + +else: + + if PRE_TRAINING: + + autoencoder.set_weights(autoencoder_pre_weights) + + autoencoder_train = autoencoder.fit(train_data, train_data, + epochs = AE_EPOCHS, + batch_size = AE_BATCH_SIZE, + verbose = 1, + validation_data = (vali_data, vali_data), + shuffle = True, + callbacks = [mc]) + + training_plot(network_train = autoencoder_train, epochs = AE_EPOCHS, batch_size = AE_BATCH_SIZE, dropout = DROPOUT, loss = "mse", metric = "mae", identification = "ae_true_single") + +# ------------------------------------------------------------------------------------------------------------------- # + +guarda_encoder(layer_conv, input_shape) +guarda_decoder(layer_conv, layer_deconv) diff --git a/code/autoencoder_train_old.py b/code/autoencoder_train_old.py new file mode 100644 index 0000000000000000000000000000000000000000..354d1ecbc48c690f1fffbed613ee7517a6568b6a --- /dev/null +++ b/code/autoencoder_train_old.py @@ -0,0 +1,814 @@ +##### -------------------------------------------------- Librerías -------------------------------------------------- ##### + +import os +import sys +import tensorflow as tf +import numpy as np +import matplotlib.pyplot as plt + +sys.path.append("../tools") # Herramientas propias de MantaFlow. +import uniio # Lectura de ficheros .uni + +from tensorflow.keras.layers import Input, Dropout, Conv2D, Conv2DTranspose, BatchNormalization, Flatten, Activation, Reshape +from tensorflow.keras.layers import LeakyReLU +from tensorflow.keras.optimizers import Adam +from tensorflow.keras.models import Model, load_model +from tensorflow.keras.callbacks import ModelCheckpoint + +import h5py + +##### -------------------------------------------------- Selección GPU ---------------------------------------------- ##### + +os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID" + +os.environ["CUDA_VISIBLE_DEVICES"] = "0" + +##### -------------------------------------------------- Hiperparámetros -------------------------------------------- ##### + +num_sims = 2000 # Índice máximo escenas. +num_scenes = num_sims - 1000 # Número de escenas. +frames = 200 # Frames por escena. + +ae_epochs = 5 # Epochs para entrenamiento normal. +ae_epochs_list = 50 # Epochs para cada batch size de la lista. +pre_epochs = 1 # Epochs de preentrenamiento. + +ae_batch_multiple = False # Probar distintos batch sizes, comparar diferencias. +pre_training = True # Realizar preentrenamiento. + +ae_batch_list = [1024, 512, 256, 128, 64, 32] # Posibles batch sizes de prueba. +ae_batch_size = 64 # Batch size oficial. +pre_batch_size = 128 # Bacth size para preentrenamiento. + +##### -------------------------------------------------- Carga de datos --------------------------------------------- ##### + +np.random.seed(13) + +base_path = "../data" + +print("Cargamos {} escenas, con {} frames cada una.".format(num_scenes, frames)) +print("Trabajamos con un total de {} frames.".format((num_scenes) * frames)) + +# ------------------------------------------------------------------------------------------------------------------- # + +base_path = "../data" + +densities = [] + +for sim in range(1000, num_sims): + + if os.path.exists("%s/simSimple_%04d" % (base_path, sim)): # Comprueba la existencia de las carpetas (cada una 200 frames de datos). + + for i in range(0, frames): + + filename = "%s/simSimple_%04d/density_%04d.uni" # Nombre de cada frame (densidad). + uni_path = filename % (base_path, sim, i) # 200 frames por sim, rellena parametros de la ruta. + header, content = uniio.readUni(uni_path) # Devuelve un array Numpy [Z, Y, X, C]. + + h = header["dimX"] + w = header["dimY"] + + arr = content[:, ::-1, :, :] # Cambia el orden del eje Y. + arr = np.reshape(arr, [w, h, 1]) # Deshecha el eje Z. + + densities.append(arr) + +# ------------------------------------------------------------------------------------------------------------------- # + +load_num = len(densities) + +if load_num < 2 * frames: + + print("Error - Usa al menos dos simulaciones completas") + + exit(True) + +densities = np.reshape(densities, (len(densities), 64, 64, 1)) # Reconvierte la lista en array de Numpy. + +print("Forma del array: {}".format(densities.shape)) +print("Dimensiones del array: {}".format(densities.ndim)) +print("Número de pixels en total: {}".format(densities.size)) + +# ------------------------------------------------------------------------------------------------------------------- # + +vali_set_size = max(200, int(load_num * 0.1)) # Al menos una sim completa o el 10% de los datos. + +vali_data = densities[load_num - vali_set_size : load_num, :] # "load_num" datos del final de "densities". +train_data = densities[0 : load_num - vali_set_size, :] # El resto de datos de "densities". + +print("Separamos en {} frames de entrenamiento y {} frames de validación.".format(train_data.shape[0], vali_data.shape[0])) + +# ------------------------------------------------------------------------------------------------------------------- # + +train_data = np.reshape(train_data, (len(train_data), 64, 64, 1)) # Reconvertimos a arrays de Numpy. +vali_data = np.reshape(vali_data, (len(vali_data), 64, 64, 1)) + +print("Forma del set de entrenamiento: {}".format(train_data.shape)) +print("Forma del set de validación: {}".format(vali_data.shape)) + +##### -------------------------------------------------- Funciones -------------------------------------------------- ##### + +def training_plot(network_train, epochs, batch_size, dropout, identification, loss, metric): + + plot_epochs = range(epochs) + plot_loss = network_train.history["loss"] + plot_val_loss = network_train.history["val_loss"] + plot_metric = network_train.history[metric] + plot_val_metric = network_train.history["val_" + metric] + + plt.figure(figsize = (15, 5)) + + ax = plt.subplot(1, 2, 1) + plt.plot(plot_epochs, plot_loss, label = loss.upper()) + plt.plot(plot_epochs, plot_val_loss, label = "Validation " + loss.upper()) + plt.legend() + plt.xlabel("Epoch") + plt.ylabel(loss.upper()) + + ax = plt.subplot(1, 2, 2) + plt.plot(plot_epochs, plot_metric, label = metric.upper()) + plt.plot(plot_epochs, plot_val_metric, label = "Validation " + metric.upper()) + plt.legend() + plt.xlabel("Epoch") + plt.ylabel(metric.upper()) + + if dropout > 0.0: + + plt.savefig("../plots/model_ae_" + identification + "_DO-" + str(dropout * 100) + "_BS-" + str(batch_size) + ".png") + + else: + + plt.savefig("../plots/model_ae_" + identification + "_BS-" + str(batch_size) + ".png") + +##### -------------------------------------------------- Autoencoder 2D --------------------------------------------- ##### + +feature_multiplier = 8 # Controla la cantidad de filtros de convolución utilizados por el autoencoder, y la dimension del espacio latente de la red. +surface_kernel_size = 4 # Matriz 4x4 +kernel_size = 2 # Matriz 2x2 +dropout = 0.0 # Porcentaje de nodos que apagar mediante dropout. +init_func = "glorot_normal" # Función de inicialización de los pesos de la red neuronal. + +input_shape = (train_data.shape[1], + train_data.shape[2], + train_data.shape[3]) + +# ------------------------------------------------------------------------------------------------------------------- # + +layer_conv = [] + +### Conv 1 ### + +# Input # + +conv1_input_shape = input_shape + +conv1_input = Input(shape = conv1_input_shape) + +x = conv1_input + +# Layer 0 # + +x = Conv2D(filters = feature_multiplier * 1, + kernel_size = surface_kernel_size, + strides = 1, + padding = "same", + kernel_initializer = init_func)(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2D(filters = feature_multiplier * 1, + kernel_size = surface_kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 2 # + +x = Conv2D(filters = feature_multiplier * 1, + kernel_size = surface_kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +conv1_output = x + +convolution_1 = Model(conv1_input, conv1_output) +layer_conv.append(convolution_1) + +conv1_output_shape = (convolution_1.output_shape[1], + convolution_1.output_shape[2], + convolution_1.output_shape[3]) + +### Conv 2 ### + +# Input # + +conv2_input_shape = conv1_output_shape + +conv2_input = Input(shape = conv2_input_shape) + +x = conv2_input + +# Layer 0 # + +x = Conv2D(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2D(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +conv2_output = x + +convolution_2 = Model(conv2_input, conv2_output) +layer_conv.append(convolution_2) + +conv2_output_shape = (convolution_2.output_shape[1], + convolution_2.output_shape[2], + convolution_2.output_shape[3]) + +### Conv 3 ### + +# Input # + +conv3_input_shape = conv2_output_shape + +conv3_input = Input(shape = conv3_input_shape) + +x = conv3_input + +# Layer 0 # + +x = Conv2D(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2D(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +conv3_output = x + +convolution_3 = Model(conv3_input, conv3_output) +layer_conv.append(convolution_3) + +conv3_output_shape = (convolution_3.output_shape[1], + convolution_3.output_shape[2], + convolution_3.output_shape[3]) + +### Conv 4 ### + +# Input # + +conv4_input_shape = conv3_output_shape + +conv4_input = Input(shape = conv4_input_shape) + +x = conv4_input + +# Layer 0 # + +x = Conv2D(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2D(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +conv4_output = x + +convolution_4 = Model(conv4_input, conv4_output) +layer_conv.append(convolution_4) + +conv4_output_shape = (convolution_4.output_shape[1], + convolution_4.output_shape[2], + convolution_4.output_shape[3]) + +### Conv 5 ### + +# Input # + +conv5_input_shape = conv4_output_shape + +conv5_input = Input(shape = conv5_input_shape) + +x = conv5_input + +# Layer 0 # + +x = Conv2D(filters = feature_multiplier * 16, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +conv5_output = x + +convolution_5 = Model(conv5_input, conv5_output) +layer_conv.append(convolution_5) + +conv5_output_shape = (convolution_5.output_shape[1], + convolution_5.output_shape[2], + convolution_5.output_shape[3]) + +### Conv 6 ### + +# Input # + +conv6_input_shape = conv5_output_shape + +conv6_input = Input(shape = conv6_input_shape) + +x = conv6_input + +# Layer 0 # + +x = Conv2D(filters = feature_multiplier * 32, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +conv6_output = x + +convolution_6 = Model(conv6_input, conv6_output) +layer_conv.append(convolution_6) + +conv6_output_shape = (convolution_6.output_shape[1], + convolution_6.output_shape[2], + convolution_6.output_shape[3]) + +# ------------------------------------------------------------------------------------------------------------------- # + +layer_deconv = [] + +### Deconv 6 ### + +# Input # + +deconv6_input_shape = conv6_output_shape + +deconv6_input = Input(shape = deconv6_input_shape) + +x = deconv6_input + +# Layer 0 # + +x = Conv2DTranspose(filters = feature_multiplier * 16, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +deconv6_output = x + +deconvolution_6 = Model(deconv6_input, deconv6_output) +layer_deconv.append(deconvolution_6) + +### Deconv 5 ### + +# Input # + +deconv5_input_shape = conv5_output_shape + +deconv5_input = Input(shape = deconv5_input_shape) + +x = deconv5_input + +# Layer 0 # + +x = Conv2DTranspose(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2DTranspose(filters = feature_multiplier * 8, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +deconv5_output = x + +deconvolution_5 = Model(deconv5_input, deconv5_output) +layer_deconv.append(deconvolution_5) + +### Deconv 4 ### + +# Input # + +deconv4_input_shape = conv4_output_shape + +deconv4_input = Input(shape = deconv4_input_shape) + +x = deconv4_input + +# Layer 0 # + +x = Conv2DTranspose(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2DTranspose(filters = feature_multiplier * 4, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +deconv4_output = x + +deconvolution_4 = Model(deconv4_input, deconv4_output) +layer_deconv.append(deconvolution_4) + +### Deconv 3 ### + +# Input # + +deconv3_input_shape = conv3_output_shape + +deconv3_input = Input(shape = deconv3_input_shape) + +x = deconv3_input + +# Layer 0 # + +x = Conv2DTranspose(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2DTranspose(filters = feature_multiplier * 2, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +deconv3_output = x + +deconvolution_3 = Model(deconv3_input, deconv3_output) +layer_deconv.append(deconvolution_3) + +### Deconv 2 ### + +# Input # + +deconv2_input_shape = conv2_output_shape + +deconv2_input = Input(shape = deconv2_input_shape) + +x = deconv2_input + +# Layer 0 # + +x = Conv2DTranspose(filters = feature_multiplier * 1, + kernel_size = kernel_size, + strides = 2, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) + +# Layer 1 # + +x = Conv2DTranspose(filters = feature_multiplier * 1, + kernel_size = kernel_size, + strides = 1, + kernel_initializer = init_func, + padding = "same")(x) +x = LeakyReLU(alpha = 0.2)(x) +x = BatchNormalization()(x) +x = Dropout(dropout)(x) if dropout > 0.0 else x + +# Output # + +deconv2_output = x + +deconvolution_2 = Model(deconv2_input, deconv2_output) +layer_deconv.append(deconvolution_2) + +### Deconv 1 ### + +# Input # + +deconv1_input_shape = conv1_output_shape + +deconv1_input = Input(shape = deconv1_input_shape) + +x = deconv1_input + +# Layer 0 # + +x = Conv2DTranspose(input_shape[-1], + kernel_size = surface_kernel_size, + strides = 2, + padding = "same", + kernel_initializer = init_func)(x) +x = Activation("linear")(x) + +# Output # + +deconv1_output = x + +deconvolution_1 = Model(deconv1_input, deconv1_output) +layer_deconv.append(deconvolution_1) + +layer_deconv.reverse() + +##### -------------------------------------------------- Autoencoder Entrenamiento ---------------------------------- ##### + +adam_learning_rate = 0.00015 # El learning rate de Adam (tamaño step) +adam_epsilon = 1e-8 # Previene problemas de división por 0. +adam_lr_decay = 1e-05 # Learning rate decay + +optimizer = Adam(lr = adam_learning_rate, + epsilon = adam_epsilon, + decay = adam_lr_decay) + +# ------------------------------------------------------------------------------------------------------------------- # + +stages = [] + +stage_input = Input(shape = input_shape) + +x = stage_input + +x = layer_conv[0](x) + +x = layer_deconv[0](x) + +stage_output = x + +stage_1 = Model(inputs = stage_input, outputs = stage_output) +stage_1.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) +stages.append(stage_1) + +# ------------------------------------------------------------------------------------------------------------------- # + +stage_input = Input(shape = input_shape) + +x = stage_input + +x = layer_conv[0](x) +x = layer_conv[1](x) + +x = layer_deconv[1](x) +x = layer_deconv[0](x) + +stage_output = x + +stage_2 = Model(inputs = stage_input, outputs = stage_output) +stage_2.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) +stages.append(stage_2) + +# ------------------------------------------------------------------------------------------------------------------- # + +stage_input = Input(shape = input_shape) + +x = stage_input + +x = layer_conv[0](x) +x = layer_conv[1](x) +x = layer_conv[2](x) + +x = layer_deconv[2](x) +x = layer_deconv[1](x) +x = layer_deconv[0](x) + +stage_output = x + +stage_3 = Model(inputs = stage_input, outputs = stage_output) +stage_3.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) +stages.append(stage_3) + +# ------------------------------------------------------------------------------------------------------------------- # + +stage_input = Input(shape = input_shape) + +x = stage_input + +x = layer_conv[0](x) +x = layer_conv[1](x) +x = layer_conv[2](x) +x = layer_conv[3](x) + +x = layer_deconv[3](x) +x = layer_deconv[2](x) +x = layer_deconv[1](x) +x = layer_deconv[0](x) + +stage_output = x + +stage_4 = Model(inputs = stage_input, outputs = stage_output) +stage_4.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) +stages.append(stage_4) + +# ------------------------------------------------------------------------------------------------------------------- # + +stage_input = Input(shape = input_shape) + +x = stage_input + +x = layer_conv[0](x) +x = layer_conv[1](x) +x = layer_conv[2](x) +x = layer_conv[3](x) +x = layer_conv[4](x) + +x = layer_deconv[4](x) +x = layer_deconv[3](x) +x = layer_deconv[2](x) +x = layer_deconv[1](x) +x = layer_deconv[0](x) + +stage_output = x + +stage_5 = Model(inputs = stage_input, outputs = stage_output) +stage_5.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) +stages.append(stage_5) + +# ------------------------------------------------------------------------------------------------------------------- # + +stage_input = Input(shape = input_shape) + +x = stage_input + +x = layer_conv[0](x) +x = layer_conv[1](x) +x = layer_conv[2](x) +x = layer_conv[3](x) +x = layer_conv[4](x) +x = layer_conv[5](x) + +x = layer_deconv[5](x) +x = layer_deconv[4](x) +x = layer_deconv[3](x) +x = layer_deconv[2](x) +x = layer_deconv[1](x) +x = layer_deconv[0](x) + +stage_output = x + +stage_6 = Model(inputs = stage_input, outputs = stage_output) +stage_6.compile(optimizer = optimizer, loss = "mse", metrics = ["mae"]) +stages.append(stage_6) + +autoencoder = stage_6 +autoencoder_clean_weights = autoencoder.get_weights() + +# ------------------------------------------------------------------------------------------------------------------- # + +epochs = pre_epochs +batch_size = pre_batch_size + +if pre_training: + + for stage in stages: + + autoencoder_pre_train = stage.fit(train_data, train_data, + epochs = epochs, + batch_size = batch_size, + validation_data = (vali_data, vali_data), + shuffle = True) + + autoencoder.save("../modelos/autoencoder_true_pretraining.h5") + autoencoder_pre_weights = autoencoder.get_weights() + +# ------------------------------------------------------------------------------------------------------------------- # + +epochs_list = ae_epochs_list +batch_list = ae_batch_list # Distintas batch size para comparación + +epochs = ae_epochs # Número de vueltas completas al set de entrenamiento. +batch_size = ae_batch_size # Número de ejemplos antes de calcular el error de la función de coste. + +mc = ModelCheckpoint(filepath = "../modelos/autoencoder_true.h5", + monitor = "val_loss", + mode = "min", + save_best_only = True, + verbose = 1) + +if ae_batch_multiple: + + for batch_size in batch_list: + + autoencoder.set_weights(autoencoder_pre_weights) + + autoencoder_train = autoencoder.fit(train_data, train_data, + epochs = epochs_list, + batch_size = batch_size, + verbose = 1, + validation_data = (vali_data, vali_data), + shuffle = True, + callbacks = [mc]) + + training_plot(network_train = autoencoder_train, epochs = epochs_list, batch_size = batch_size, dropout = dropout, loss = "mse", metric = "mae", identification = "true_list") + +else: + + autoencoder.set_weights(autoencoder_pre_weights) + + autoencoder_train = autoencoder.fit(train_data, train_data, + epochs = epochs, + batch_size = batch_size, + verbose = 1, + validation_data = (vali_data, vali_data), + shuffle = True, + callbacks = [mc]) + + training_plot(network_train = autoencoder_train, epochs = epochs, batch_size = batch_size, dropout = dropout, loss = "mse", metric = "mae", identification = "true_single") diff --git a/code/datos_funciones.py b/code/datos_funciones.py new file mode 100644 index 0000000000000000000000000000000000000000..d9c13d5a8b4a01c758d4c4d6e486ef2b565650f4 --- /dev/null +++ b/code/datos_funciones.py @@ -0,0 +1,112 @@ +# ------------------------------------------------------------------------------------------------------------------- # + +import os +import sys +import numpy as np + +sys.path.append("../tools") # Herramientas propias de MantaFlow. +import uniio # Lectura de ficheros .uni + + +def carga_datos(num_inicio, num_sims, frames): + + base_path = "../data" + + densities = [] + + for sim in range(num_inicio, num_sims): + + if os.path.exists("%s/simSimple_%04d" % (base_path, sim)): # Comprueba la existencia de las carpetas (cada una 200 frames de datos). + + for i in range(0, frames): + + filename = "%s/simSimple_%04d/density_%04d.uni" # Nombre de cada frame (densidad). + uni_path = filename % (base_path, sim, i) # 200 frames por sim, rellena parametros de la ruta. + header, content = uniio.readUni(uni_path) # Devuelve un array Numpy [Z, Y, X, C]. + + h = header["dimX"] + w = header["dimY"] + + arr = content[:, ::-1, :, :] # Cambia el orden del eje Y. + arr = np.reshape(arr, [w, h, 1]) # Deshecha el eje Z. + + densities.append(arr) + + load_num = len(densities) + + if load_num < 2 * frames: + + print("Error - Usa al menos dos simulaciones completas") + + exit(True) + + densities = np.reshape(densities, (len(densities), 64, 64, 1)) # Reconvierte la lista en array de Numpy. + + print("Forma del array: {}".format(densities.shape)) + print("Dimensiones del array: {}".format(densities.ndim)) + print("Número de pixels en total: {}".format(densities.size)) + + return densities + +# ------------------------------------------------------------------------------------------------------------------- # + +def carga_datos_velocity(num_inicio, num_sims, frames): + + base_path = "../data" + + velocities = [] + + for sim in range(num_inicio, num_sims): + + if os.path.exists("%s/simSimple_%04d" % (base_path, sim)): # Comprueba la existencia de las carpetas (cada una 200 frames de datos). + + for i in range(0, frames): + + filename = "%s/simSimple_%04d/vel_%04d.uni" # Nombre de cada frame (velocidad). + uni_path = filename % (base_path, sim, i) # 200 frames por sim, rellena parametros de la ruta. + header, content = uniio.readUni(uni_path) # Devuelve un array Numpy [Z, Y, X, C]. + h = header["dimX"] + w = header["dimY"] + arr = content[:, ::-1, :, :] # Cambia el orden del eje Y. + arr = np.reshape(arr, [w, h, 1]) # Deshecha el eje Z. + velocities.append(arr) + + load_num = len(velocities) + + if load_num < 2 * frames: + + print("Error - Usa al menos dos simulaciones completas") + + exit(True) + + velocities = np.reshape(velocities, (len(velocities), 64, 64, 1)) # Reconvierte la lista en array de Numpy + + print("Forma del array: {}".format(velocities.shape)) + print("Dimensiones del array: {}".format(velocities.ndim)) + print("Número de pixels en total: {}".format(velocities.size)) + + return densities + +# ------------------------------------------------------------------------------------------------------------------- # + +def crea_sets(densities): + + load_num = len(densities) + + vali_set_size = max(200, int(load_num * 0.1)) # Al menos una sim completa o el 10% de los datos. + + vali_data = densities[load_num - vali_set_size : load_num, :] # "load_num" datos del final de "densities". + train_data = densities[0 : load_num - vali_set_size, :] # El resto de datos de "densities". + + print("Separamos en {} frames de entrenamiento y {} frames de validación.".format(train_data.shape[0], vali_data.shape[0])) + + train_data = np.reshape(train_data, (len(train_data), 64, 64, 1)) # Reconvertimos a arrays de Numpy. + vali_data = np.reshape(vali_data, (len(vali_data), 64, 64, 1)) + + print("Forma del set de entrenamiento: {}".format(train_data.shape)) + print("Forma del set de validación: {}".format(vali_data.shape)) + + return train_data, vali_data + +# ------------------------------------------------------------------------------------------------------------------- # + diff --git a/code/gif_maker.py b/code/gif_maker.py new file mode 100644 index 0000000000000000000000000000000000000000..7f2144cd4d0693fecf58419d39afe60dc61699f0 --- /dev/null +++ b/code/gif_maker.py @@ -0,0 +1,37 @@ +import imageio +import PIL +import numpy as np + +FRAMES = 200 +TIME_STEPS = 6 + +images_in = [] +images_out = [] +images_pred = [] +images_combi = [] + +for number in range(TIME_STEPS, FRAMES): + images_in.append(imageio.imread("../imagenes/in_" + str(number) + ".png")) + images_out.append(imageio.imread("../imagenes/out_" + str(number) + ".png")) + + imageio.mimsave("../gifs/in.gif", images_in) + imageio.mimsave("../gifs/out.gif", images_out) + +for number in range(TIME_STEPS, FRAMES): + + images_pred.append(imageio.imread("../imagenes/pred_" + str(number) + ".png")) + imageio.mimsave("../gifs/pred.gif", images_pred) + +for number in range(TIME_STEPS, FRAMES): + + list_im = ["../imagenes/in_" + str(number) + ".png", "../imagenes/out_" + str(number) + ".png", "../imagenes/pred_" + str(number) + ".png"] + imgs = [PIL.Image.open(i) for i in list_im] + min_shape = sorted([(np.sum(i.size), i.size) for i in imgs])[0][1] + imgs_comb = np.hstack((np.asarray(i.resize(min_shape)) for i in imgs)) + imgs_comb = PIL.Image.fromarray(imgs_comb) + imgs_comb.save("../imagenes/combi_" + str(number) + ".png") + +for number in range(TIME_STEPS, FRAMES): + + images_combi.append(imageio.imread("../imagenes/combi_" + str(number) + ".png")) + imageio.mimsave("../gifs/combi.gif", images_combi) diff --git a/code/loss_physics.py b/code/loss_physics.py new file mode 100644 index 0000000000000000000000000000000000000000..0459809a9e547163e2de915df9ff9aa3c8520ffe --- /dev/null +++ b/code/loss_physics.py @@ -0,0 +1,5 @@ +import tensorflow as tf + +def loss_fluid_velocity(y_true, y_pred): + + diff --git a/code/lstm_funciones.py b/code/lstm_funciones.py new file mode 100644 index 0000000000000000000000000000000000000000..92c91078b8561dedc15d1bc121e0bcc5e4c7e58f --- /dev/null +++ b/code/lstm_funciones.py @@ -0,0 +1,157 @@ +# ------------------------------------------------------------------------------------------------------------------- # +import tensorflow as tf +import numpy as np +from tensorflow.keras.layers import RepeatVector, LSTM, Conv1D, Reshape, Input, Flatten +from tensorflow.keras.losses import mean_absolute_error, mean_squared_error +from tensorflow.keras.optimizers import RMSprop +from tensorflow.keras.models import Model +from math import floor + +# ------------------------------------------------------------------------------------------------------------------- # + +def prepara_datos_lstm(encoder, train_data, vali_data, batch_size, time_steps, out_time_steps, frames): + + encoded_train = encoder.predict(train_data) + encoded_vali = encoder.predict(vali_data) + + def generator_count(encoded_data, batch_size, time_steps, out_time_steps, frames): + + scene_count = len(encoded_data) // frames + sample_count = frames + scene_iteration_count = floor((sample_count + 1 - (time_steps + out_time_steps)) / batch_size) + + return scene_count, sample_count, scene_iteration_count + + def generator_batch_samples(encoded_data, batch_size, time_steps, out_time_steps, frames): + + scene_count, sample_count, scene_iteration_count = generator_count(encoded_data, batch_size, time_steps, out_time_steps, frames) + batch_samples = scene_count * scene_iteration_count + + return batch_samples + + def shuffle_in_unison(*np_arrays): + + rng = np.random.get_state() + + for array in np_arrays: + + np.random.set_state(rng) + np.random.shuffle(array) + + def restructure_encoded_data(encoded_data, time_steps, out_time_steps, batch_size): + + content_shape = encoded_data[0].shape # (256,) + final_sample_count = encoded_data.shape[0] - time_steps - out_time_steps # frames, frames - batch_size, frames - 2 * batch_size, ... + final_sample_count = min(batch_size, final_sample_count) # 8 + + X_data = np.zeros((final_sample_count, time_steps) + content_shape) # (8, 6, 256) + y_data = np.zeros((final_sample_count, out_time_steps) + content_shape) # (8, 1, 256) + + curTS = 0 + + for z in range(time_steps, final_sample_count + time_steps): + + X_data[curTS] = np.array(encoded_data[curTS:z]) + y_data[curTS] = np.array(encoded_data[z:z+out_time_steps]) + curTS += 1 + + return X_data, y_data + + def generator_scene(encoded_data, batch_size, time_steps, out_time_steps, frames): + + scene_count, sample_count, scene_iteration_count = generator_count(encoded_data, batch_size, time_steps, out_time_steps, frames) + + while True: + + for i in range(scene_count): + + scene = encoded_train[(i * frames):((i + 1) * frames)] # Selecciona escenas individualmente. + + for j in range(scene_iteration_count): # Número de batches que entran en una escena individual. + + start = j * batch_size + end = sample_count + + data = scene[start:end] + X, Y = restructure_encoded_data(data, time_steps, out_time_steps, batch_size) + + X = X.reshape(*X.shape[0:2], -1) + Y = np.squeeze(Y.reshape(Y.shape[0], out_time_steps, -1)) + + shuffle_in_unison(X, Y) + + yield X, Y + + train_gen_samples = generator_batch_samples(encoded_train, batch_size, time_steps, out_time_steps, frames) + print ("Number of train batch samples per epoch: {}".format(train_gen_samples)) + train_generator = generator_scene(encoded_train, batch_size, time_steps, out_time_steps, frames) + + vali_gen_samples = generator_batch_samples(encoded_vali, batch_size, time_steps, out_time_steps, frames) + print ("Number of validation batch samples per epoch: {}".format(vali_gen_samples)) + vali_generator = generator_scene(encoded_vali, batch_size, time_steps, out_time_steps, frames) + + return train_gen_samples, train_generator, vali_gen_samples, vali_generator + +def crea_lstm(time_steps, out_time_steps, latent_dimension, encoder_lstm_neurons, decoder_lstm_neurons, activation, use_bias, dropout, recurrent_dropout, stateful, lstm_optimizer, loss): + + lstm_input = Input(shape = (time_steps, latent_dimension)) + + x = lstm_input + + x = LSTM(units = encoder_lstm_neurons, + activation = activation, + use_bias = use_bias, + recurrent_activation = "hard_sigmoid", + kernel_initializer = "glorot_uniform", + recurrent_initializer = "orthogonal", + bias_initializer = "zeros", + unit_forget_bias = True, + dropout = dropout, + recurrent_dropout = recurrent_dropout, + return_sequences = False, + go_backwards = True, + stateful = stateful)(x) + + x = RepeatVector(out_time_steps)(x) + + x = LSTM(units = decoder_lstm_neurons, + activation = activation, + use_bias = use_bias, + recurrent_activation = "hard_sigmoid", + kernel_initializer = "glorot_uniform", + recurrent_initializer = "orthogonal", + bias_initializer = "zeros", + unit_forget_bias = True, + dropout = dropout, + recurrent_dropout = recurrent_dropout, + return_sequences = True, + go_backwards = False, + stateful = stateful)(x) + + x = Conv1D(filters = latent_dimension, kernel_size = 1)(x) + + x = Flatten()(x) if out_time_steps == 1 else x + + lstm_output = x + + lstm = Model(inputs = lstm_input, outputs = lstm_output) + + lstm.compile(loss = loss, + optimizer = lstm_optimizer, + metrics = ["mse"]) + + return lstm + +# ------------------------------------------------------------------------------------------------------------------- # + +def crea_optimizador_lstm(): + + optimizer = RMSprop(lr = 0.000126, + rho = 0.9, + epsilon = 1e-08, + decay = 0.000334) + + return optimizer + +# ------------------------------------------------------------------------------------------------------------------- # + diff --git a/code/lstm_train.py b/code/lstm_train.py new file mode 100644 index 0000000000000000000000000000000000000000..5f943d97bced7c27916420aaeb0c83a2efe42405 --- /dev/null +++ b/code/lstm_train.py @@ -0,0 +1,70 @@ +##### -------------------------------------------------- Librerías -------------------------------------------------- ##### + +import tensorflow as tf +import numpy as np +import h5py +import os +from tensorflow.keras.models import Model, load_model +from tensorflow.keras.callbacks import ModelCheckpoint + +from datos_funciones import carga_datos, crea_sets +from lstm_funciones import crea_lstm, crea_optimizador_lstm, prepara_datos_lstm +from plots_funciones import training_plot + +##### -------------------------------------------------- Selección GPU ---------------------------------------------- ##### + +os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID" + +os.environ["CUDA_VISIBLE_DEVICES"] = "3" + +# ------------------------------------------------------------------------------------------------------------------- # + +TIME_STEPS = 6 # 6 frames para alimentar al LSTM. +OUT_TIME_STEPS = 1 # Predicción de 1 frame por el LSTM. +LATENT_DIMENSION = 256 # 256 features en el codificado. +NUM_FRAMES = 200 +NUM_SIMS = 1900 + +ENCODER_NEURONS = 256 +DECODER_NEURONS = 512 + +ACTIVATION = "tanh" +LOSS = "mae" + +LSTM_BATCH_SIZE = 16 +LSTM_EPOCHS = 100 + +DROPOUT = 0.0132 +RECURRENT_DROPOUT = 0.385 +USE_BIAS = True +STATEFUL = False + +# ------------------------------------------------------------------------------------------------------------------- # + +densities = carga_datos(num_sims = NUM_SIMS, frames = NUM_FRAMES) + +train_data, vali_data = crea_sets(densities) + +encoder = load_model("../modelos/encoder_true.h5") + +train_gen_samples, train_generator, vali_gen_samples, vali_generator = prepara_datos_lstm(encoder = encoder, train_data = train_data, vali_data = vali_data, batch_size = LSTM_BATCH_SIZE, time_steps = TIME_STEPS, out_time_steps = OUT_TIME_STEPS, frames = NUM_FRAMES) + +optimizador = crea_optimizador_lstm() + +lstm = crea_lstm(time_steps = TIME_STEPS, out_time_steps = OUT_TIME_STEPS, latent_dimension = LATENT_DIMENSION, encoder_lstm_neurons = ENCODER_NEURONS, decoder_lstm_neurons = DECODER_NEURONS, activation = ACTIVATION, use_bias = USE_BIAS, dropout = DROPOUT, recurrent_dropout = RECURRENT_DROPOUT, stateful = STATEFUL, lstm_optimizer = optimizador, loss = LOSS) + +lstm_train = lstm.fit_generator(generator = train_generator, + steps_per_epoch = train_gen_samples, + epochs = LSTM_EPOCHS, + verbose = 1, + callbacks = None, + validation_data = vali_generator, + validation_steps = vali_gen_samples, + class_weight = None, + workers = 1) + + +lstm.save("../modelos/lstm_true.h5") + +training_plot(network_train = lstm_train, epochs = LSTM_EPOCHS, batch_size = LSTM_BATCH_SIZE, dropout = DROPOUT, identification = "lstm_true_single", loss = LOSS, metric = "mse") + diff --git a/code/plots_funciones.py b/code/plots_funciones.py new file mode 100644 index 0000000000000000000000000000000000000000..9bf90c913dd0b94e4f14f0e15934cdd936a83279 --- /dev/null +++ b/code/plots_funciones.py @@ -0,0 +1,38 @@ +# ------------------------------------------------------------------------------------------------------------------- # + +import matplotlib.pyplot as plt + +def training_plot(network_train, epochs, batch_size, dropout, identification, loss, metric): + + plot_epochs = range(epochs) + plot_loss = network_train.history["loss"] + plot_val_loss = network_train.history["val_loss"] + plot_metric = network_train.history[metric] + plot_val_metric = network_train.history["val_" + metric] + + plt.figure(figsize = (15, 5)) + + ax = plt.subplot(1, 2, 1) + plt.plot(plot_epochs, plot_loss, label = loss.upper()) + plt.plot(plot_epochs, plot_val_loss, label = "Validation " + loss.upper()) + plt.legend() + plt.xlabel("Epoch") + plt.ylabel(loss.upper()) + + ax = plt.subplot(1, 2, 2) + plt.plot(plot_epochs, plot_metric, label = metric.upper()) + plt.plot(plot_epochs, plot_val_metric, label = "Validation " + metric.upper()) + plt.legend() + plt.xlabel("Epoch") + plt.ylabel(metric.upper()) + + if dropout > 0.0: + + plt.savefig("../plots/model_" + identification + "_DO-" + str(dropout * 100) + "_BS-" + str(batch_size) + ".png") + + else: + + plt.savefig("../plots/model_" + identification + "_BS-" + str(batch_size) + ".png") + +# ------------------------------------------------------------------------------------------------------------------- # + diff --git a/code/predicciones.py b/code/predicciones.py new file mode 100644 index 0000000000000000000000000000000000000000..93dcf56cbf103df041d6dafc6cf80d2758d04ada --- /dev/null +++ b/code/predicciones.py @@ -0,0 +1,83 @@ +import os +import tensorflow as tf +import numpy as np +import scipy.misc +import matplotlib.pyplot as plt +from tensorflow.keras.models import load_model +from random import randrange + +from datos_funciones import carga_datos + +NUM_INICIO = 1900 +NUM_SIMS = 2000 +FRAMES = 200 +TIME_STEPS = 6 +OUT_TIME_STEPS = 1 + +os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID" + +os.environ["CUDA_VISIBLE_DEVICES"] = "3" + +densities = carga_datos(num_inicio = NUM_INICIO, num_sims = NUM_SIMS, frames = FRAMES) + +autoencoder = load_model("../modelos/autoencoder_24e-5.h5") +encoder = load_model("../modelos/encoder_24e-5.h5") +decoder = load_model("../modelos/decoder_24e-5.h5") +lstm = load_model("../modelos/lstm_true.h5") + +NUM_SCENES = densities.shape[0] // FRAMES +RAND_SCENE = randrange(0, NUM_SCENES) + +scene = densities[RAND_SCENE*FRAMES : RAND_SCENE*FRAMES + FRAMES, :, :, :] + +autoencoder_scene = autoencoder.predict(scene) + +encoded_scene = encoder.predict(scene) +latent_dim = encoded_scene.shape[-1] + +lstm_scene = [] + +for i in range(FRAMES - 5): + + time_frames = encoded_scene[i : i + 6] + time_frames = time_frames.reshape(1, 6, latent_dim) + lstm_prediction = lstm.predict(time_frames, batch_size = 1) + decoded_frame = decoder.predict(lstm_prediction) + lstm_scene.append(decoded_frame) + +lstm_scene = np.reshape(lstm_scene, (len(lstm_scene), 64, 64, 1)) + +n = 10 + +plt.figure(figsize = (10, 3)) + +for i in range(n): + + ax = plt.subplot(3, n, i + 1) + plt.imshow(scene[i].reshape(64, 64)) + plt.gray() + ax.get_xaxis().set_visible(False) + ax.get_yaxis().set_visible(False) + + ax = plt.subplot(3, n, i + 1 + n) + plt.imshow(autoencoder_scene[i].reshape(64, 64)) + plt.gray() + ax.get_xaxis().set_visible(False) + ax.get_yaxis().set_visible(False) + + ax = plt.subplot(3, n, i + 1 + n + n) + plt.imshow(lstm_scene[i].reshape(64, 64)) + plt.gray() + ax.get_xaxis().set_visible(False) + ax.get_yaxis().set_visible(False) + + plt.savefig("../plots/comparativa.png") + +out_dir = "../imagenes" +if not os.path.exists(out_dir): os.makedirs(out_dir) + +for i in range(TIME_STEPS, FRAMES): + scipy.misc.toimage(np.reshape(scene[i - TIME_STEPS], [64, 64])).save("{}/in_{}.png".format(out_dir, i)) + scipy.misc.toimage(np.reshape(autoencoder_scene[i - TIME_STEPS], [64, 64])).save("{}/out_{}.png".format(out_dir, i)) + scipy.misc.toimage(np.reshape(lstm_scene[i - TIME_STEPS], [64, 64])).save("{}/pred_{}.png".format(out_dir, i)) + diff --git a/code/test_velocity.py b/code/test_velocity.py new file mode 100644 index 0000000000000000000000000000000000000000..20b479e470105cdbc9f0400c30de5cbe75184bbf --- /dev/null +++ b/code/test_velocity.py @@ -0,0 +1,35 @@ +import numpy as np +import tensorflow as tf +import os +import matplotlib.pyplot as plt + +from datos_funciones import carga_datos_velocity + +##### -------------------------------------------------- Selección GPU ---------------------------------------------- ##### + +os.environ["CUDA_DEVICE_ORDER"] = "PCI_BUS_ID" + +os.environ["CUDA_VISIBLE_DEVICES"] = "3" + +##### -------------------------------------------------- Hiperparámetros -------------------------------------------- ##### + +NUM_SIMS = 1900 # Índice máximo escenas. +NUM_INICIO = 1000 +NUM_SCENES = NUM_SIMS - 1000 # Número de escenas. +NUM_FRAMES = 200 # Frames por escena. + +AE_EPOCHS = 100 # Epochs para entrenamiento normal. +AE_EPOCHS_LIST = 5 # Epochs para cada batch size de la lista. +PRE_EPOCHS = 1 # Epochs de preentrenamiento. + +AE_BATCH_MULTIPLE = False # Probar distintos batch sizes, comparar diferencias. +PRE_TRAINING = True # Realizar preentrenamiento. + +ae_batch_list = [1024, 512, 256, 128, 64, 32] # Posibles batch sizes de prueba. +AE_BATCH_SIZE = 128 # Batch size oficial. +PRE_BATCH_SIZE = 128 # Bacth size para preentrenamiento. + +##### -------------------------------------------------- Carga de datos --------------------------------------------- ##### + +velocities = carga_datos_velocity(num_inicio = NUM_INICIO, num_sims = NUM_SIMS, frames = NUM_FRAMES) + diff --git a/code/total_train.py b/code/total_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ecc04c49f7d265f8b8374a6e6df2b256f94b2ffc --- /dev/null +++ b/code/total_train.py @@ -0,0 +1,4 @@ +from os import system as sys + +sys("python3 autoencoder_train.py") +sys("python3 lstm_train.py") diff --git a/deeplearningcode.zip 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a/plots/model_lstm_true_single_DO-1.32_BS-16.png b/plots/model_lstm_true_single_DO-1.32_BS-16.png new file mode 100644 index 0000000000000000000000000000000000000000..608fd8439a8d3a56dd1eba671e6daf7f28a20489 Binary files /dev/null and b/plots/model_lstm_true_single_DO-1.32_BS-16.png differ diff --git a/update_files.py b/update_files.py new file mode 100644 index 0000000000000000000000000000000000000000..5bb84716080fe13260adb48e056f4372b16d63e7 --- /dev/null +++ b/update_files.py @@ -0,0 +1,8 @@ +from os import system as sys + +sys("scp -r guest@172.26.211.24:./deeplearningjon/code ./") +sys("scp -r guest@172.26.211.24:./deeplearningjon/plots ./") +sys("scp -r guest@172.26.211.24:./deeplearningjon/modelos ./") +sys("scp -r guest@172.26.211.24:./deeplearningjon/imagenes ./") +sys("scp -r guest@172.26.211.24:./deeplearningjon/gifs ./") +sys("zip -r deeplearningcode.zip ./code")