From 513ee7e2e51359f68b62d065c384ebbd5fda955a Mon Sep 17 00:00:00 2001 From: JSicardi Date: Tue, 14 Jun 2022 15:14:04 -0300 Subject: [PATCH 01/25] Initial TP5 commit --- TP5/README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 TP5/README.md diff --git a/TP5/README.md b/TP5/README.md new file mode 100644 index 0000000..008059f --- /dev/null +++ b/TP5/README.md @@ -0,0 +1,15 @@ +# TP5 + +## 72.27 - Sistemas de Inteligencia Artificial - 2º cuatrimestre 2022 + +### Instituto Tecnológico de Buenos Aires (ITBA) + +## Autores + +- [Sicardi, Julián Nicolas](https://github.com/Jsicardi) - Legajo 60347 +- [Quintairos, Juan Ignacio](https://github.com/juaniq99) - Legajo 59715 +- [Zavalia Pángaro, Salustiano Jose](https://github.com/szavalia) - Legajo 60312 + +## Índice +- [Autores](#autores) +- [Índice](#índice) \ No newline at end of file From 21c87e7ff2dc0c25fedbd290dcc0e679a1658c53 Mon Sep 17 00:00:00 2001 From: szavalia Date: Thu, 16 Jun 2022 17:16:42 -0300 Subject: [PATCH 02/25] Implemented IO parser --- TP5/config.json | 8 +++ TP5/fonts.py | 134 +++++++++++++++++++++++++++++++++++++++++++++++ TP5/io_parser.py | 72 +++++++++++++++++++++++++ TP5/models.py | 12 +++++ 4 files changed, 226 insertions(+) create mode 100644 TP5/config.json create mode 100644 TP5/fonts.py create mode 100644 TP5/io_parser.py create mode 100644 TP5/models.py diff --git a/TP5/config.json b/TP5/config.json new file mode 100644 index 0000000..66c0b71 --- /dev/null +++ b/TP5/config.json @@ -0,0 +1,8 @@ +{ + "neurons_per_layer": [5, 4, 3], + "latent_layer_neurons": 2, + "font_set": "font1", + "learning_rate": 0.01, + "beta": 0.1, + "epochs": 100 +} \ No newline at end of file diff --git a/TP5/fonts.py b/TP5/fonts.py new file mode 100644 index 0000000..22a652b --- /dev/null +++ b/TP5/fonts.py @@ -0,0 +1,134 @@ +# Aca tienen 3 juegos de fonts para entrenar el autoencoder. +# Usen solo uno de los tres. Son 32 patrones de 7x5 cada uno. + +font_sets = { + "font1": [ + [0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00], # 0x20, space + [0x04, 0x04, 0x04, 0x04, 0x04, 0x00, 0x04], # 0x21, ! + [0x09, 0x09, 0x12, 0x00, 0x00, 0x00, 0x00], # 0x22, " + [0x0a, 0x0a, 0x1f, 0x0a, 0x1f, 0x0a, 0x0a], # 0x23, # + [0x04, 0x0f, 0x14, 0x0e, 0x05, 0x1e, 0x04], # 0x24, $ + [0x19, 0x19, 0x02, 0x04, 0x08, 0x13, 0x13], # 0x25, % + [0x04, 0x0a, 0x0a, 0x0a, 0x15, 0x12, 0x0d], # 0x26, & + [0x04, 0x04, 0x08, 0x00, 0x00, 0x00, 0x00], # 0x27, ' + [0x02, 0x04, 0x08, 0x08, 0x08, 0x04, 0x02], # 0x28, ( + [0x08, 0x04, 0x02, 0x02, 0x02, 0x04, 0x08], # 0x29, ) + [0x04, 0x15, 0x0e, 0x1f, 0x0e, 0x15, 0x04], # 0x2a, * + [0x00, 0x04, 0x04, 0x1f, 0x04, 0x04, 0x00], # 0x2b, + + [0x00, 0x00, 0x00, 0x00, 0x04, 0x04, 0x08], # 0x2c, , + [0x00, 0x00, 0x00, 0x1f, 0x00, 0x00, 0x00], # 0x2d, - + [0x00, 0x00, 0x00, 0x00, 0x00, 0x0c, 0x0c], # 0x2e, . + [0x01, 0x01, 0x02, 0x04, 0x08, 0x10, 0x10], # 0x2f, / + [0x0e, 0x11, 0x13, 0x15, 0x19, 0x11, 0x0e], # 0x30, 0 + [0x04, 0x0c, 0x04, 0x04, 0x04, 0x04, 0x0e], # 0x31, 1 + [0x0e, 0x11, 0x01, 0x02, 0x04, 0x08, 0x1f], # 0x32, 2 + [0x0e, 0x11, 0x01, 0x06, 0x01, 0x11, 0x0e], # 0x33, 3 + [0x02, 0x06, 0x0a, 0x12, 0x1f, 0x02, 0x02], # 0x34, 4 + [0x1f, 0x10, 0x1e, 0x01, 0x01, 0x11, 0x0e], # 0x35, 5 + [0x06, 0x08, 0x10, 0x1e, 0x11, 0x11, 0x0e], # 0x36, 6 + [0x1f, 0x01, 0x02, 0x04, 0x08, 0x08, 0x08], # 0x37, 7 + [0x0e, 0x11, 0x11, 0x0e, 0x11, 0x11, 0x0e], # 0x38, 8 + [0x0e, 0x11, 0x11, 0x0f, 0x01, 0x02, 0x0c], # 0x39, 9 + [0x00, 0x0c, 0x0c, 0x00, 0x0c, 0x0c, 0x00], # 0x3a, : + [0x00, 0x0c, 0x0c, 0x00, 0x0c, 0x04, 0x08], # 0x3b, ; + [0x02, 0x04, 0x08, 0x10, 0x08, 0x04, 0x02], # 0x3c, < + [0x00, 0x00, 0x1f, 0x00, 0x1f, 0x00, 0x00], # 0x3d, = + [0x08, 0x04, 0x02, 0x01, 0x02, 0x04, 0x08], # 0x3e, > + [0x0e, 0x11, 0x01, 0x02, 0x04, 0x00, 0x04] # 0x3f, ? + ], + + "font2": [ + [0x0e, 0x11, 0x17, 0x15, 0x17, 0x10,0x0f], # 0x40, @ + [0x04, 0x0a, 0x11, 0x11, 0x1f, 0x11, 0x11], # 0x41, A + [0x1e, 0x11, 0x11, 0x1e, 0x11, 0x11, 0x1e], # 0x42, B + [0x0e, 0x11, 0x10, 0x10, 0x10, 0x11, 0x0e], # 0x43, C + [0x1e, 0x09, 0x09, 0x09, 0x09, 0x09, 0x1e], # 0x44, D + [0x1f, 0x10, 0x10, 0x1c, 0x10, 0x10, 0x1f], # 0x45, E + [0x1f, 0x10, 0x10, 0x1f, 0x10, 0x10, 0x10], # 0x46, F + [0x0e, 0x11, 0x10, 0x10, 0x13, 0x11, 0x0f], # 0x37, G + [0x11, 0x11, 0x11, 0x1f, 0x11, 0x11, 0x11], # 0x48, H + [0x0e, 0x04, 0x04, 0x04, 0x04, 0x04, 0x0e], # 0x49, I + [0x1f, 0x02, 0x02, 0x02, 0x02, 0x12, 0x0c], # 0x4a, J + [0x11, 0x12, 0x14, 0x18, 0x14, 0x12, 0x11], # 0x4b, K + [0x10, 0x10, 0x10, 0x10, 0x10, 0x10, 0x1f], # 0x4c, L + [0x11, 0x1b, 0x15, 0x11, 0x11, 0x11, 0x11], # 0x4d, M + [0x11, 0x11, 0x19, 0x15, 0x13, 0x11, 0x11], # 0x4e, N + [0x0e, 0x11, 0x11, 0x11, 0x11, 0x11, 0x0e], # 0x4f, O + [0x1e, 0x11, 0x11, 0x1e, 0x10, 0x10, 0x10], # 0x50, P + [0x0e, 0x11, 0x11, 0x11, 0x15, 0x12, 0x0d], # 0x51, Q + [0x1e, 0x11, 0x11, 0x1e, 0x14, 0x12, 0x11], # 0x52, R + [0x0e, 0x11, 0x10, 0x0e, 0x01, 0x11, 0x0e], # 0x53, S + [0x1f, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04], # 0x54, T + [0x11, 0x11, 0x11, 0x11, 0x11, 0x11, 0x0e], # 0x55, U + [0x11, 0x11, 0x11, 0x11, 0x11, 0x0a, 0x04], # 0x56, V + [0x11, 0x11, 0x11, 0x15, 0x15, 0x1b, 0x11], # 0x57, W + [0x11, 0x11, 0x0a, 0x04, 0x0a, 0x11, 0x11], # 0x58, X + [0x11, 0x11, 0x0a, 0x04, 0x04, 0x04, 0x04], # 0x59, Y + [0x1f, 0x01, 0x02, 0x04, 0x08, 0x10, 0x1f], # 0x5a, Z + [0x0e, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0e], # 0x5b, [ + [0x10, 0x10, 0x08, 0x04, 0x02, 0x01, 0x01], # 0x5c, \\ + [0x0e, 0x02, 0x02, 0x02, 0x02, 0x02, 0x0e], # 0x5d, ] + [0x04, 0x0a, 0x11, 0x00, 0x00, 0x00, 0x00], # 0x5e, ^ + [0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x1f] # 0x5f, _ + ], + + "font3": [ + [0x04, 0x04, 0x02, 0x00, 0x00, 0x00, 0x00], # 0x60, ` + [0x00, 0x0e, 0x01, 0x0d, 0x13, 0x13, 0x0d], # 0x61, a + [0x10, 0x10, 0x10, 0x1c, 0x12, 0x12, 0x1c], # 0x62, b + [0x00, 0x00, 0x00, 0x0e, 0x10, 0x10, 0x0e], # 0x63, c + [0x01, 0x01, 0x01, 0x07, 0x09, 0x09, 0x07], # 0x64, d + [0x00, 0x00, 0x0e, 0x11, 0x1f, 0x10, 0x0f], # 0x65, e + [0x06, 0x09, 0x08, 0x1c, 0x08, 0x08, 0x08], # 0x66, f + [0x0e, 0x11, 0x13, 0x0d, 0x01, 0x01, 0x0e], # 0x67, g + [0x10, 0x10, 0x10, 0x16, 0x19, 0x11, 0x11], # 0x68, h + [0x00, 0x04, 0x00, 0x0c, 0x04, 0x04, 0x0e], # 0x69, i + [0x02, 0x00, 0x06, 0x02, 0x02, 0x12, 0x0c], # 0x6a, j + [0x10, 0x10, 0x12, 0x14, 0x18, 0x14, 0x12], # 0x6b, k + [0x0c, 0x04, 0x04, 0x04, 0x04, 0x04, 0x04], # 0x6c, l + [0x00, 0x00, 0x0a, 0x15, 0x15, 0x11, 0x11], # 0x6d, m + [0x00, 0x00, 0x16, 0x19, 0x11, 0x11, 0x11], # 0x6e, n + [0x00, 0x00, 0x0e, 0x11, 0x11, 0x11, 0x0e], # 0x6f, o + [0x00, 0x1c, 0x12, 0x12, 0x1c, 0x10, 0x10], # 0x70, p + [0x00, 0x07, 0x09, 0x09, 0x07, 0x01, 0x01], # 0x71, q + [0x00, 0x00, 0x16, 0x19, 0x10, 0x10, 0x10], # 0x72, r + [0x00, 0x00, 0x0f, 0x10, 0x0e, 0x01, 0x1e], # 0x73, s + [0x08, 0x08, 0x1c, 0x08, 0x08, 0x09, 0x06], # 0x74, t + [0x00, 0x00, 0x11, 0x11, 0x11, 0x13, 0x0d], # 0x75, u + [0x00, 0x00, 0x11, 0x11, 0x11, 0x0a, 0x04], # 0x76, v + [0x00, 0x00, 0x11, 0x11, 0x15, 0x15, 0x0a], # 0x77, w + [0x00, 0x00, 0x11, 0x0a, 0x04, 0x0a, 0x11], # 0x78, x + [0x00, 0x11, 0x11, 0x0f, 0x01, 0x11, 0x0e], # 0x79, y + [0x00, 0x00, 0x1f, 0x02, 0x04, 0x08, 0x1f], # 0x7a, z + [0x06, 0x08, 0x08, 0x10, 0x08, 0x08, 0x06], # 0x7b, { + [0x04, 0x04, 0x04, 0x00, 0x04, 0x04, 0x04], # 0x7c, | + [0x0c, 0x02, 0x02, 0x01, 0x02, 0x02, 0x0c], # 0x7d, } + [0x08, 0x15, 0x02, 0x00, 0x00, 0x00, 0x00], # 0x7e, ~ + [0x1f, 0x1f, 0x1f, 0x1f, 0x1f, 0x1f, 0x1f] # 0x7f, DEL + ] +} + +# From hex array to flattened binary array discarding 3 first bits +# e.g.: [0x04, 0x04, ...] -> [0, 0, 1, 0, 0, 0, 0, 1, 0, 0, ...] +def font_char_to_bin_arr(hex_arr): + bin_arr = [] + for hex in hex_arr: + transformed = f'{hex:0>5b}' # To binary and drops 3 most significant bits + for char in transformed: + bin_arr.append(int(char)) + return bin_arr + + +# From flattened 0/1s to matrix for graphication +# e.g.: [0, 0, 1, 0, 0, 0, 0, 1, 0, 0, ...] -> [[0, 0, 1, 0, 0], [0, 0, 1, 0, 0, ], ...] +def bin_arr_to_bin_mat(bin_arr): + bin_mat = [] + for i in range(0, len(bin_arr), 5): + bin_mat.append(bin_arr[i:i+5]) + return bin_mat + + +# Prints a matrix of 0/1s in a readable way +def print_bin_mat(bin_mat): + for row in bin_mat: + print(row) diff --git a/TP5/io_parser.py b/TP5/io_parser.py new file mode 100644 index 0000000..a326b1f --- /dev/null +++ b/TP5/io_parser.py @@ -0,0 +1,72 @@ +import json +import numpy as np +from models import Properties +import fonts + +def parse_properties(path_to_json): + with open(path_to_json) as json_file: + json_values = json.load(json_file) + + + properties = Properties() + #TODO: Add "mode" field to config.json + + set_hidden_layer_neurons(properties, json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) + + set_training_set(properties, json_values.get("font_set")) + + learning_rate = json_values.get("learning_rate") + if learning_rate == None or learning_rate <= 0: + print("Positive learning rate required") + exit(-1) + properties.learning_rate = learning_rate + + beta = json_values.get("beta") + if beta == None or beta <= 0: + print("Positive beta required") + exit(-1) + properties.beta = beta + + epochs = json_values.get("epochs") + if epochs == None or epochs <= 0: + print("Positive epochs required") + exit(-1) + properties.epochs = epochs + + return properties + +# Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. +def set_hidden_layer_neurons(properties:Properties, neurons_per_layer, latent_layer_neurons): + if neurons_per_layer == None or latent_layer_neurons == None: + return None + if len(neurons_per_layer) <= 0 or latent_layer_neurons <= 0: + return None + + hidden_layer_neurons = neurons_per_layer.copy() + hidden_layer_neurons.append(latent_layer_neurons) + for neurons in reversed(neurons_per_layer): + hidden_layer_neurons.append(neurons) + + properties.neurons_per_layer = hidden_layer_neurons + +# Sets the training set of the given properties to the given font set +def set_training_set(properties:Properties, font_set): + if font_set == None: + return None + if font_set not in fonts.font_sets: + return None + + training_set = [] + font_set = fonts.font_sets[font_set] + for letter in font_set: + binary_array = fonts.font_char_to_bin_arr(letter) + training_set.append(binary_array) + + properties.training_set = training_set + properties.output_set = training_set + + #TODO: if "mode" is "DAE", add noise to the training set and set the original as output set + + + + diff --git a/TP5/models.py b/TP5/models.py new file mode 100644 index 0000000..eea10e9 --- /dev/null +++ b/TP5/models.py @@ -0,0 +1,12 @@ +class Properties: + def __init__(self,neurons_per_layer,font,learning_rate,beta,error_threshold,epochs): + self.neurons_per_layer = neurons_per_layer + self.font = font + self.learning_rate = learning_rate + self.beta = beta + self.epochs = epochs + self.training_set = [] + self.output_set = [] + + def __init__(self): + pass \ No newline at end of file From 7a8c2a70266c98d8c22da1dbc157de3f9d1b4a29 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Thu, 16 Jun 2022 21:08:15 -0300 Subject: [PATCH 03/25] Autoencoder with adam autograd (fix needed) --- TP5/autoencoder.py | 50 +++++++++++++++++++++++++++++++++++++ TP5/config.json | 4 +-- TP5/io_parser.py | 32 +++++++++++------------- TP5/main.py | 13 ++++++++++ TP5/models.py | 62 +++++++++++++++++++++++++++++++++++++++++----- 5 files changed, 135 insertions(+), 26 deletions(-) create mode 100644 TP5/autoencoder.py create mode 100644 TP5/main.py diff --git a/TP5/autoencoder.py b/TP5/autoencoder.py new file mode 100644 index 0000000..2879569 --- /dev/null +++ b/TP5/autoencoder.py @@ -0,0 +1,50 @@ +from models import Autoencoder, Properties +#import tensorflow as tf +#from tensorflow.keras.optimizers import Adam +import numpy as np +import numdifftools as nd +from autograd.misc.optimizers import adam + +def execute(properties:Properties): + # Create autoencoder + autoencoder:Autoencoder = build_autoencoder(properties) + + # Train + trained_weigths = train_autoencoder(autoencoder,properties) + + print("\nTrained weights:\n\n" + str(trained_weigths)) + +def train_autoencoder(autoencoder:Autoencoder,properties:Properties): + flattened_weights = np.array([]) + for (i,layer) in enumerate(autoencoder.weights): + flattened_weights = np.append(flattened_weights,layer.flatten()) + flattened_weights = flattened_weights.flatten() + print("\nEpochs: " + str(properties.epochs)) + trained_weights = adam(nd.Gradient(autoencoder.error),flattened_weights,callback=None,num_iters=properties.epochs,step_size=0.001, b1=0.9, b2=0.999, eps=10**-8) + return trained_weights + +def build_autoencoder(properties:Properties): + weights = [] + + # Add layers + for layer_index, neurons_count in enumerate(properties.neurons_per_layer): + weights.append([]) + for index in range(0, neurons_count): + if layer_index == 0: + w = np.random.randn(len(properties.training_set[0])) + else: + w = np.random.randn(len(weights[-2])) + weights[-1].append(w) + + # Add output layer of decoder + # Number of neurons in output layer depends on number of camps in expected output values + weights.append([]) + for i in range(len(properties.output_set[0])): + w = np.random.randn(len(weights[-2])) + weights[-1].append(w) + + # Convert to ndarray + for (i, layer) in enumerate(weights): + weights[i] = np.array(layer, dtype=float) + + return Autoencoder(np.array(weights, dtype=object),(len(properties.neurons_per_layer) + 1)/ 2,properties.training_set,properties.output_set,properties.neurons_per_layer) diff --git a/TP5/config.json b/TP5/config.json index 66c0b71..a8880d1 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,8 +1,8 @@ { - "neurons_per_layer": [5, 4, 3], + "neurons_per_layer": [5], "latent_layer_neurons": 2, "font_set": "font1", "learning_rate": 0.01, "beta": 0.1, - "epochs": 100 + "epochs": 2 } \ No newline at end of file diff --git a/TP5/io_parser.py b/TP5/io_parser.py index a326b1f..ac0dc47 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -3,43 +3,40 @@ from models import Properties import fonts -def parse_properties(path_to_json): - with open(path_to_json) as json_file: +def parse_properties(): + with open("config.json") as json_file: json_values = json.load(json_file) - - properties = Properties() #TODO: Add "mode" field to config.json - set_hidden_layer_neurons(properties, json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) + neurons_per_layer = get_hidden_layer_neurons(json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) - set_training_set(properties, json_values.get("font_set")) + font = json_values.get("font_set") + training_set = get_training_set(font) learning_rate = json_values.get("learning_rate") if learning_rate == None or learning_rate <= 0: print("Positive learning rate required") exit(-1) - properties.learning_rate = learning_rate beta = json_values.get("beta") if beta == None or beta <= 0: print("Positive beta required") exit(-1) - properties.beta = beta + Properties.beta = beta epochs = json_values.get("epochs") if epochs == None or epochs <= 0: print("Positive epochs required") exit(-1) - properties.epochs = epochs - return properties + return Properties(neurons_per_layer,font,learning_rate,epochs,list(zeros(35)),list(zeros(35))) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. -def set_hidden_layer_neurons(properties:Properties, neurons_per_layer, latent_layer_neurons): +def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): if neurons_per_layer == None or latent_layer_neurons == None: return None - if len(neurons_per_layer) <= 0 or latent_layer_neurons <= 0: + if len(neurons_per_layer) < 0 or latent_layer_neurons <= 0: return None hidden_layer_neurons = neurons_per_layer.copy() @@ -47,23 +44,22 @@ def set_hidden_layer_neurons(properties:Properties, neurons_per_layer, latent_la for neurons in reversed(neurons_per_layer): hidden_layer_neurons.append(neurons) - properties.neurons_per_layer = hidden_layer_neurons + return hidden_layer_neurons # Sets the training set of the given properties to the given font set -def set_training_set(properties:Properties, font_set): +def get_training_set(font_set): if font_set == None: return None if font_set not in fonts.font_sets: return None training_set = [] - font_set = fonts.font_sets[font_set] + font_set = fonts.font_sets.get(font_set) for letter in font_set: binary_array = fonts.font_char_to_bin_arr(letter) training_set.append(binary_array) - - properties.training_set = training_set - properties.output_set = training_set + + return training_set #TODO: if "mode" is "DAE", add noise to the training set and set the original as output set diff --git a/TP5/main.py b/TP5/main.py new file mode 100644 index 0000000..64ab7dc --- /dev/null +++ b/TP5/main.py @@ -0,0 +1,13 @@ +from models import Properties +from io_parser import parse_properties +from autoencoder import execute +def __main__(): + + #Parse parameters + properties:Properties = parse_properties() + + execute(properties) + + +if __name__ == "__main__": + __main__() \ No newline at end of file diff --git a/TP5/models.py b/TP5/models.py index eea10e9..71e9dbd 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -1,12 +1,62 @@ +import numpy as np + class Properties: - def __init__(self,neurons_per_layer,font,learning_rate,beta,error_threshold,epochs): + beta = 0 + def __init__(self,neurons_per_layer,font,learning_rate,epochs,training_set,output_set): self.neurons_per_layer = neurons_per_layer self.font = font self.learning_rate = learning_rate - self.beta = beta self.epochs = epochs - self.training_set = [] - self.output_set = [] + self.training_set = training_set + self.output_set = output_set - def __init__(self): - pass \ No newline at end of file +class Autoencoder: + def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer): + self.weights = weights + self.latent_index = latent_index + self.training_set = training_set + self.output_set = output_set + self.neurons_per_layer = neurons_per_layer + + + def logistic(self, x): + return 1 / (1 + np.exp(-Properties.beta * x)) + + + def get_output(self, input, weights): + for layer in weights: + h = np.dot(layer, input) + # Transform dot products into activations + input = self.logistic(h) + + # Return results of last layer (network outputs) + return input + + + def error(self, weights,step): + print("Step: " + str(step)) + error = 0 + unflattened_weights = self.unflatten_weights(weights) + for (i,entry) in enumerate(self.training_set): + expected = np.array(self.output_set[i]) + output = np.array(self.get_output(entry, unflattened_weights)) + + for (idx,output_value) in enumerate(output): + error += (output_value - expected[idx])**2 + + return error*(1/2) + + + # Converts from 1D array back to 3D structure + def unflatten_weights(self, array): + new_arr = [] + i = 0 + for layer in self.weights: + curr_size = layer.size + flatted = np.array(array[i:i+curr_size]) + new_arr.append(flatted.reshape(layer.shape)) + i += curr_size + + self.weights = new_arr + #print("After unflatten: " + str(self.weights)) + return new_arr From d8b3c7698c38305b98733dcca46afaf312470593 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Thu, 16 Jun 2022 21:11:42 -0300 Subject: [PATCH 04/25] Reverse test change in io_parser --- TP5/io_parser.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/TP5/io_parser.py b/TP5/io_parser.py index ac0dc47..13237ab 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -30,7 +30,7 @@ def parse_properties(): print("Positive epochs required") exit(-1) - return Properties(neurons_per_layer,font,learning_rate,epochs,list(zeros(35)),list(zeros(35))) + return Properties(neurons_per_layer,font,learning_rate,epochs,training_set,training_set) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): From 26cec3c12aa9c5b64c43cdd13bec3958f2c6d3aa Mon Sep 17 00:00:00 2001 From: Juan Quintairos Date: Thu, 16 Jun 2022 22:50:47 -0300 Subject: [PATCH 05/25] Example adam working --- TP5/autoencoder.py | 10 ++++++---- TP5/models.py | 3 ++- 2 files changed, 8 insertions(+), 5 deletions(-) diff --git a/TP5/autoencoder.py b/TP5/autoencoder.py index 2879569..9508817 100644 --- a/TP5/autoencoder.py +++ b/TP5/autoencoder.py @@ -1,6 +1,4 @@ from models import Autoencoder, Properties -#import tensorflow as tf -#from tensorflow.keras.optimizers import Adam import numpy as np import numdifftools as nd from autograd.misc.optimizers import adam @@ -14,13 +12,17 @@ def execute(properties:Properties): print("\nTrained weights:\n\n" + str(trained_weigths)) +def callback(x, i, g): + print("x: " + str(x)) + print("i: " + str(i)) + print("g: " + str(g)) + def train_autoencoder(autoencoder:Autoencoder,properties:Properties): flattened_weights = np.array([]) for (i,layer) in enumerate(autoencoder.weights): flattened_weights = np.append(flattened_weights,layer.flatten()) flattened_weights = flattened_weights.flatten() - print("\nEpochs: " + str(properties.epochs)) - trained_weights = adam(nd.Gradient(autoencoder.error),flattened_weights,callback=None,num_iters=properties.epochs,step_size=0.001, b1=0.9, b2=0.999, eps=10**-8) + trained_weights = adam(nd.Gradient(autoencoder.error), flattened_weights, callback=callback, num_iters=properties.epochs, step_size=0.1, b1=0.9, b2=0.999, eps=10**-2) return trained_weights def build_autoencoder(properties:Properties): diff --git a/TP5/models.py b/TP5/models.py index 71e9dbd..0b9faa9 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -43,7 +43,8 @@ def error(self, weights,step): for (idx,output_value) in enumerate(output): error += (output_value - expected[idx])**2 - + + print("Error: " + str(error)) return error*(1/2) From 83fe4635b28c96e2e21db0cd9c36063a6ff8b5c9 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Fri, 17 Jun 2022 12:16:36 -0300 Subject: [PATCH 06/25] Refactor of autoencoder.py --- TP5/{ => algorithms}/autoencoder.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename TP5/{ => algorithms}/autoencoder.py (100%) diff --git a/TP5/autoencoder.py b/TP5/algorithms/autoencoder.py similarity index 100% rename from TP5/autoencoder.py rename to TP5/algorithms/autoencoder.py From cdfcfd9d4516a7ef20bf679d63d95ca8f6b6866b Mon Sep 17 00:00:00 2001 From: JSicardi Date: Fri, 17 Jun 2022 12:17:00 -0300 Subject: [PATCH 07/25] Fix main new import path --- TP5/main.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/TP5/main.py b/TP5/main.py index 64ab7dc..43940cc 100644 --- a/TP5/main.py +++ b/TP5/main.py @@ -1,6 +1,6 @@ from models import Properties from io_parser import parse_properties -from autoencoder import execute +from algorithms.autoencoder import execute def __main__(): #Parse parameters From f7965e266061c5586a69ae9b6bdfee8e1e289b2e Mon Sep 17 00:00:00 2001 From: Juan Quintairos Date: Fri, 17 Jun 2022 15:04:59 -0300 Subject: [PATCH 08/25] Added noising functions for DAE --- TP5/algorithms/noiser.py | 19 +++++++++++++++++++ TP5/config.json | 2 ++ TP5/io_parser.py | 8 +++++--- 3 files changed, 26 insertions(+), 3 deletions(-) create mode 100644 TP5/algorithms/noiser.py diff --git a/TP5/algorithms/noiser.py b/TP5/algorithms/noiser.py new file mode 100644 index 0000000..b2fd3ae --- /dev/null +++ b/TP5/algorithms/noiser.py @@ -0,0 +1,19 @@ +import random + +# Adds noise to all elements in font, with probability prob to switch binary value +def noise_font(font, prob): + new_font = [] + for letter in font: + new_font.append(noise_elem(letter, prob)) + return new_font + + +# Adds noise to single character image +def noise_elem(elem, prob): + new_elem = [] + for bit in elem: + if random.random() < prob: + new_elem.append(1 - bit) + else: + new_elem.append(bit) + return new_elem \ No newline at end of file diff --git a/TP5/config.json b/TP5/config.json index a8880d1..e7d28c6 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,4 +1,6 @@ { + "mode": "DEFAULT", + "noise_probability": 0.1, "neurons_per_layer": [5], "latent_layer_neurons": 2, "font_set": "font1", diff --git a/TP5/io_parser.py b/TP5/io_parser.py index 13237ab..e243206 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -2,17 +2,20 @@ import numpy as np from models import Properties import fonts +from algorithms.noiser import noise_font def parse_properties(): with open("config.json") as json_file: json_values = json.load(json_file) - #TODO: Add "mode" field to config.json neurons_per_layer = get_hidden_layer_neurons(json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) font = json_values.get("font_set") training_set = get_training_set(font) + output_set = training_set + if (json_values.get("mode") == "DAE"): + training_set = noise_font(training_set, json_values.get("noise_probability")) learning_rate = json_values.get("learning_rate") if learning_rate == None or learning_rate <= 0: @@ -30,7 +33,7 @@ def parse_properties(): print("Positive epochs required") exit(-1) - return Properties(neurons_per_layer,font,learning_rate,epochs,training_set,training_set) + return Properties(neurons_per_layer,font,learning_rate,epochs,training_set,output_set) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): @@ -61,7 +64,6 @@ def get_training_set(font_set): return training_set - #TODO: if "mode" is "DAE", add noise to the training set and set the original as output set From 08ce1537164af619b51dea89d6654652d6f2c8c9 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Fri, 17 Jun 2022 16:14:41 -0300 Subject: [PATCH 09/25] Modifications on adam --- TP5/algorithms/autoencoder.py | 23 +++++++++++++++++------ TP5/config.json | 4 ++-- TP5/models.py | 32 ++++++++++++++++++++++++++------ 3 files changed, 45 insertions(+), 14 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index 9508817..2c90fed 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -1,3 +1,4 @@ +from distutils.log import error from models import Autoencoder, Properties import numpy as np import numdifftools as nd @@ -12,16 +13,26 @@ def execute(properties:Properties): print("\nTrained weights:\n\n" + str(trained_weigths)) + print(autoencoder.error(trained_weigths,0)) + + autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) + + def callback(x, i, g): - print("x: " + str(x)) - print("i: " + str(i)) - print("g: " + str(g)) + #print("x: " + str(x)) + #print("i: " + str(i)) + #print("g: " + str(g)) + print("Step: {0}".format(i)) + print("Error: {0}".format(g)) -def train_autoencoder(autoencoder:Autoencoder,properties:Properties): +def flatten_weights(weigths): flattened_weights = np.array([]) - for (i,layer) in enumerate(autoencoder.weights): + for (i,layer) in enumerate(weigths): flattened_weights = np.append(flattened_weights,layer.flatten()) - flattened_weights = flattened_weights.flatten() + return flattened_weights.flatten() + +def train_autoencoder(autoencoder:Autoencoder,properties:Properties): + flattened_weights = flatten_weights(autoencoder.weights) trained_weights = adam(nd.Gradient(autoencoder.error), flattened_weights, callback=callback, num_iters=properties.epochs, step_size=0.1, b1=0.9, b2=0.999, eps=10**-2) return trained_weights diff --git a/TP5/config.json b/TP5/config.json index e7d28c6..cdfb6c7 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,10 +1,10 @@ { "mode": "DEFAULT", "noise_probability": 0.1, - "neurons_per_layer": [5], + "neurons_per_layer": [20], "latent_layer_neurons": 2, "font_set": "font1", "learning_rate": 0.01, "beta": 0.1, - "epochs": 2 + "epochs": 4 } \ No newline at end of file diff --git a/TP5/models.py b/TP5/models.py index 0b9faa9..9630b06 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -17,24 +17,44 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer self.training_set = training_set self.output_set = output_set self.neurons_per_layer = neurons_per_layer + self.functions = [] + for i in range(0,len(weights)): + if i < latent_index: + self.functions.append(self.linear) + elif i == latent_index: + self.functions.append(self.relu) + else: + self.functions.append(self.logistic) - + def relu(self,x): + ret = [] + + for value in x: + ret.append(value) + if(value <= 0): + ret[-1] = 0 + + return np.array(ret) + def logistic(self, x): return 1 / (1 + np.exp(-Properties.beta * x)) + def linear(self,x): + return x def get_output(self, input, weights): - for layer in weights: + for (i,layer) in enumerate(weights): h = np.dot(layer, input) # Transform dot products into activations - input = self.logistic(h) + input = self.functions[i](h) + #print(input) # Return results of last layer (network outputs) return input def error(self, weights,step): - print("Step: " + str(step)) + #print("Step: " + str(step)) error = 0 unflattened_weights = self.unflatten_weights(weights) for (i,entry) in enumerate(self.training_set): @@ -44,7 +64,7 @@ def error(self, weights,step): for (idx,output_value) in enumerate(output): error += (output_value - expected[idx])**2 - print("Error: " + str(error)) + #print("Error: " + str(error)) return error*(1/2) @@ -57,7 +77,7 @@ def unflatten_weights(self, array): flatted = np.array(array[i:i+curr_size]) new_arr.append(flatted.reshape(layer.shape)) i += curr_size - + new_arr = np.array(new_arr, dtype=object) self.weights = new_arr #print("After unflatten: " + str(self.weights)) return new_arr From caf8d0943139adc906b38c54fa551a168fb340d0 Mon Sep 17 00:00:00 2001 From: szavalia Date: Fri, 17 Jun 2022 22:54:03 -0300 Subject: [PATCH 10/25] Refactored into Powell minimization, errors persist --- TP5/algorithms/autoencoder.py | 10 ++++++++-- TP5/config.json | 2 +- TP5/models.py | 11 ++++++++--- 3 files changed, 17 insertions(+), 6 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index 2c90fed..0dbde92 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -3,6 +3,7 @@ import numpy as np import numdifftools as nd from autograd.misc.optimizers import adam +import scipy.optimize as sco def execute(properties:Properties): # Create autoencoder @@ -19,7 +20,7 @@ def execute(properties:Properties): def callback(x, i, g): - #print("x: " + str(x)) + print("x: " + str(x)) #print("i: " + str(i)) #print("g: " + str(g)) print("Step: {0}".format(i)) @@ -33,7 +34,12 @@ def flatten_weights(weigths): def train_autoencoder(autoencoder:Autoencoder,properties:Properties): flattened_weights = flatten_weights(autoencoder.weights) - trained_weights = adam(nd.Gradient(autoencoder.error), flattened_weights, callback=callback, num_iters=properties.epochs, step_size=0.1, b1=0.9, b2=0.999, eps=10**-2) + trained_weights = sco.minimize( + autoencoder.error, flattened_weights, method='Powell', callback=None, + options={'maxiter': properties.epochs} + ).x + # adam(nd.Gradient(autoencoder.error), flattened_weights, callback=callback, num_iters=properties.epochs, step_size=0.1, b1=0.9, b2=0.999, eps=10**-2) + print("Corrí el método!") return trained_weights def build_autoencoder(properties:Properties): diff --git a/TP5/config.json b/TP5/config.json index cdfb6c7..558c9b6 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,7 +1,7 @@ { "mode": "DEFAULT", "noise_probability": 0.1, - "neurons_per_layer": [20], + "neurons_per_layer": [35,20], "latent_layer_neurons": 2, "font_set": "font1", "learning_rate": 0.01, diff --git a/TP5/models.py b/TP5/models.py index 9630b06..c7c0178 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -37,7 +37,12 @@ def relu(self,x): return np.array(ret) def logistic(self, x): - return 1 / (1 + np.exp(-Properties.beta * x)) + + try: + result = 1 / (1 + np.exp(-Properties.beta * x)) + except OverflowError: + result = 1 + return result def linear(self,x): return x @@ -53,8 +58,8 @@ def get_output(self, input, weights): return input - def error(self, weights,step): - #print("Step: " + str(step)) + def error(self, weights): + # print("Step: " + str(step)) error = 0 unflattened_weights = self.unflatten_weights(weights) for (i,entry) in enumerate(self.training_set): From e9b425e492ea68a723b40af60e559ad7de02da43 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Sat, 18 Jun 2022 01:37:57 -0300 Subject: [PATCH 11/25] Inprovements to Powell minimization, slow iterations --- TP5/algorithms/autoencoder.py | 23 +++++++---------------- TP5/config.json | 4 ++-- TP5/models.py | 30 +++++++++++++----------------- 3 files changed, 22 insertions(+), 35 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index 0dbde92..6d7630d 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -1,8 +1,6 @@ from distutils.log import error from models import Autoencoder, Properties import numpy as np -import numdifftools as nd -from autograd.misc.optimizers import adam import scipy.optimize as sco def execute(properties:Properties): @@ -14,18 +12,10 @@ def execute(properties:Properties): print("\nTrained weights:\n\n" + str(trained_weigths)) - print(autoencoder.error(trained_weigths,0)) + print(autoencoder.error(trained_weigths)) autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) - -def callback(x, i, g): - print("x: " + str(x)) - #print("i: " + str(i)) - #print("g: " + str(g)) - print("Step: {0}".format(i)) - print("Error: {0}".format(g)) - def flatten_weights(weigths): flattened_weights = np.array([]) for (i,layer) in enumerate(weigths): @@ -34,11 +24,12 @@ def flatten_weights(weigths): def train_autoencoder(autoencoder:Autoencoder,properties:Properties): flattened_weights = flatten_weights(autoencoder.weights) + trained_weights = sco.minimize( - autoencoder.error, flattened_weights, method='Powell', callback=None, - options={'maxiter': properties.epochs} - ).x - # adam(nd.Gradient(autoencoder.error), flattened_weights, callback=callback, num_iters=properties.epochs, step_size=0.1, b1=0.9, b2=0.999, eps=10**-2) + autoencoder.error, flattened_weights, method='Powell', callback=autoencoder.callback, + options={'maxiter': properties.epochs} + ).x + print("Corrí el método!") return trained_weights @@ -66,4 +57,4 @@ def build_autoencoder(properties:Properties): for (i, layer) in enumerate(weights): weights[i] = np.array(layer, dtype=float) - return Autoencoder(np.array(weights, dtype=object),(len(properties.neurons_per_layer) + 1)/ 2,properties.training_set,properties.output_set,properties.neurons_per_layer) + return Autoencoder(np.array(weights, dtype=object),int((len(properties.neurons_per_layer))/2),properties.training_set,properties.output_set,properties.neurons_per_layer) \ No newline at end of file diff --git a/TP5/config.json b/TP5/config.json index 558c9b6..278ee02 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,10 +1,10 @@ { "mode": "DEFAULT", "noise_probability": 0.1, - "neurons_per_layer": [35,20], + "neurons_per_layer": [20], "latent_layer_neurons": 2, "font_set": "font1", "learning_rate": 0.01, "beta": 0.1, - "epochs": 4 + "epochs": 100 } \ No newline at end of file diff --git a/TP5/models.py b/TP5/models.py index c7c0178..ab29d84 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -1,4 +1,6 @@ import numpy as np +import math +import scipy.optimize as sco class Properties: beta = 0 @@ -25,24 +27,21 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer self.functions.append(self.relu) else: self.functions.append(self.logistic) - + + def callback(self,x): + print("Error: {0}".format(self.error(x))) + def relu(self,x): + return np.where(x <= 0, x, 0) + + def logistic(self,x): ret = [] - for value in x: - ret.append(value) - if(value <= 0): - ret[-1] = 0 - + try: + ret.append(1 / (1 + math.exp(-2 * Properties.beta * value))) + except: + ret.append(1) return np.array(ret) - - def logistic(self, x): - - try: - result = 1 / (1 + np.exp(-Properties.beta * x)) - except OverflowError: - result = 1 - return result def linear(self,x): return x @@ -57,9 +56,7 @@ def get_output(self, input, weights): # Return results of last layer (network outputs) return input - def error(self, weights): - # print("Step: " + str(step)) error = 0 unflattened_weights = self.unflatten_weights(weights) for (i,entry) in enumerate(self.training_set): @@ -69,7 +66,6 @@ def error(self, weights): for (idx,output_value) in enumerate(output): error += (output_value - expected[idx])**2 - #print("Error: " + str(error)) return error*(1/2) From 8d53257a4c6ff13ba6896e9a5bbd7d4d34a5e249 Mon Sep 17 00:00:00 2001 From: Juan Quintairos Date: Sat, 18 Jun 2022 13:34:40 -0300 Subject: [PATCH 12/25] Added option to pass subset of font --- TP5/config.json | 9 +++++---- TP5/io_parser.py | 8 ++++++-- TP5/models.py | 5 ++--- 3 files changed, 13 insertions(+), 9 deletions(-) diff --git a/TP5/config.json b/TP5/config.json index 278ee02..f813016 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,10 +1,11 @@ { "mode": "DEFAULT", "noise_probability": 0.1, - "neurons_per_layer": [20], + "neurons_per_layer": [10,5,3], "latent_layer_neurons": 2, - "font_set": "font1", - "learning_rate": 0.01, + "font_set": "font1", + "font_subset_size": 10, + "learning_rate": 0.5, "beta": 0.1, - "epochs": 100 + "epochs": 10 } \ No newline at end of file diff --git a/TP5/io_parser.py b/TP5/io_parser.py index e243206..42aa7a4 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -12,7 +12,8 @@ def parse_properties(): neurons_per_layer = get_hidden_layer_neurons(json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) font = json_values.get("font_set") - training_set = get_training_set(font) + font_subset_size = json_values.get("font_subset_size") + training_set = get_training_set(font, font_subset_size) output_set = training_set if (json_values.get("mode") == "DAE"): training_set = noise_font(training_set, json_values.get("noise_probability")) @@ -50,7 +51,7 @@ def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): return hidden_layer_neurons # Sets the training set of the given properties to the given font set -def get_training_set(font_set): +def get_training_set(font_set, font_subset_size=None): if font_set == None: return None if font_set not in fonts.font_sets: @@ -62,6 +63,9 @@ def get_training_set(font_set): binary_array = fonts.font_char_to_bin_arr(letter) training_set.append(binary_array) + if font_subset_size != None and font_subset_size < len(training_set): + training_set = training_set[:font_subset_size] + return training_set diff --git a/TP5/models.py b/TP5/models.py index ab29d84..83eea54 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -32,7 +32,7 @@ def callback(self,x): print("Error: {0}".format(self.error(x))) def relu(self,x): - return np.where(x <= 0, x, 0) + return np.where(x <= 0, 0, x) def logistic(self,x): ret = [] @@ -51,7 +51,6 @@ def get_output(self, input, weights): h = np.dot(layer, input) # Transform dot products into activations input = self.functions[i](h) - #print(input) # Return results of last layer (network outputs) return input @@ -79,6 +78,6 @@ def unflatten_weights(self, array): new_arr.append(flatted.reshape(layer.shape)) i += curr_size new_arr = np.array(new_arr, dtype=object) - self.weights = new_arr + #self.weights = new_arr #print("After unflatten: " + str(self.weights)) return new_arr From c2a7977136cec340d842405ce021f06d6e026850 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Sat, 18 Jun 2022 15:21:17 -0300 Subject: [PATCH 13/25] Add generation of output files for latent outputs and error per step --- TP5/.gitignore | 1 + TP5/algorithms/autoencoder.py | 44 +++++++++++++++++++++-------------- TP5/config.json | 6 ++--- TP5/fonts.py | 11 +++++---- TP5/io_parser.py | 36 +++++++++++++++++++++------- TP5/main.py | 8 ++++--- TP5/models.py | 34 +++++++++++++++++++++------ 7 files changed, 96 insertions(+), 44 deletions(-) create mode 100644 TP5/.gitignore diff --git a/TP5/.gitignore b/TP5/.gitignore new file mode 100644 index 0000000..16f2dc5 --- /dev/null +++ b/TP5/.gitignore @@ -0,0 +1 @@ +*.csv \ No newline at end of file diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index 6d7630d..9a6d3c5 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -1,5 +1,4 @@ -from distutils.log import error -from models import Autoencoder, Properties +from models import Autoencoder, Observables, Properties import numpy as np import scipy.optimize as sco @@ -16,22 +15,9 @@ def execute(properties:Properties): autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) -def flatten_weights(weigths): - flattened_weights = np.array([]) - for (i,layer) in enumerate(weigths): - flattened_weights = np.append(flattened_weights,layer.flatten()) - return flattened_weights.flatten() - -def train_autoencoder(autoencoder:Autoencoder,properties:Properties): - flattened_weights = flatten_weights(autoencoder.weights) + latent_outputs = get_latent_outputs(autoencoder) - trained_weights = sco.minimize( - autoencoder.error, flattened_weights, method='Powell', callback=autoencoder.callback, - options={'maxiter': properties.epochs} - ).x - - print("Corrí el método!") - return trained_weights + return Observables(autoencoder.errors_per_step,latent_outputs) def build_autoencoder(properties:Properties): weights = [] @@ -57,4 +43,26 @@ def build_autoencoder(properties:Properties): for (i, layer) in enumerate(weights): weights[i] = np.array(layer, dtype=float) - return Autoencoder(np.array(weights, dtype=object),int((len(properties.neurons_per_layer))/2),properties.training_set,properties.output_set,properties.neurons_per_layer) \ No newline at end of file + return Autoencoder(np.array(weights, dtype=object),int((len(properties.neurons_per_layer))/2),properties.training_set,properties.output_set,properties.neurons_per_layer) + +def flatten_weights(weigths): + flattened_weights = np.array([]) + for (i,layer) in enumerate(weigths): + flattened_weights = np.append(flattened_weights,layer.flatten()) + return flattened_weights.flatten() + +def train_autoencoder(autoencoder:Autoencoder,properties:Properties): + flattened_weights = flatten_weights(autoencoder.weights) + + trained_weights = sco.minimize( + autoencoder.error, flattened_weights, method='Powell', callback=autoencoder.callback, + options={'maxiter': properties.epochs} + ).x + + return trained_weights + +def get_latent_outputs(autoencoder:Autoencoder): + outputs = [] + for input in autoencoder.training_set: + outputs.append(autoencoder.get_latent_output(input)) + return outputs diff --git a/TP5/config.json b/TP5/config.json index f813016..082775f 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -3,9 +3,7 @@ "noise_probability": 0.1, "neurons_per_layer": [10,5,3], "latent_layer_neurons": 2, - "font_set": "font1", - "font_subset_size": 10, - "learning_rate": 0.5, + "font_set": "font2", "beta": 0.1, - "epochs": 10 + "epochs": 2 } \ No newline at end of file diff --git a/TP5/fonts.py b/TP5/fonts.py index 22a652b..89c161a 100644 --- a/TP5/fonts.py +++ b/TP5/fonts.py @@ -1,6 +1,3 @@ -# Aca tienen 3 juegos de fonts para entrenar el autoencoder. -# Usen solo uno de los tres. Son 32 patrones de 7x5 cada uno. - font_sets = { "font1": [ [0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00], # 0x20, space @@ -66,7 +63,7 @@ [0x11, 0x11, 0x0a, 0x04, 0x04, 0x04, 0x04], # 0x59, Y [0x1f, 0x01, 0x02, 0x04, 0x08, 0x10, 0x1f], # 0x5a, Z [0x0e, 0x08, 0x08, 0x08, 0x08, 0x08, 0x0e], # 0x5b, [ - [0x10, 0x10, 0x08, 0x04, 0x02, 0x01, 0x01], # 0x5c, \\ + [0x10, 0x10, 0x08, 0x04, 0x02, 0x01, 0x01], # 0x5c, \ [0x0e, 0x02, 0x02, 0x02, 0x02, 0x02, 0x0e], # 0x5d, ] [0x04, 0x0a, 0x11, 0x00, 0x00, 0x00, 0x00], # 0x5e, ^ [0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x1f] # 0x5f, _ @@ -108,6 +105,12 @@ ] } +font_names = { + "font1" : ["space", "!","\"\"", "#","$","%","&","'","(",")","*","+",",","-",".","/","0","1","2","3","4","5","6","7","8","9",":",";","<","=",">","?"], + "font2" : ["@","A","B","C","D","E","F","G","H","I","J","K","L","M","N","O","P","Q","R","S","T","U","V","W","X","Y","Z","[","\\","]","^","_"], + "font3": ["`","a","b","c","d","e","f","g","h","i","j","k","l","m","n","o","p","q","r","s","t","u","v","w","x","y","z","{","|","}","~","DEL"] +} + # From hex array to flattened binary array discarding 3 first bits # e.g.: [0x04, 0x04, ...] -> [0, 0, 1, 0, 0, 0, 0, 1, 0, 0, ...] def font_char_to_bin_arr(hex_arr): diff --git a/TP5/io_parser.py b/TP5/io_parser.py index 42aa7a4..39d67ea 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -1,9 +1,29 @@ import json import numpy as np -from models import Properties +from models import Properties,Observables import fonts from algorithms.noiser import noise_font +def generate_output(properties:Properties, observables:Observables): + print("Mode: {0}".format(properties.mode)) + print("Neurons per layer: {0}".format(properties.neurons_per_layer)) + print("Font: {0}".format(properties.font)) + print("Epochs: {0}".format(properties.epochs)) + generate_latent_outputs(observables.latent_outputs,properties.font_chars) + generate_errors_output(observables.errors_per_step) + +def generate_latent_outputs(latent_outputs, font_chars): + with open("latent.csv", "w") as f: + f.write("Char,X,Y\n") + for (i,output) in enumerate(latent_outputs): + f.write("{0},{1},{2}\n".format(font_chars[i], latent_outputs[i][0], latent_outputs[i][1])) + +def generate_errors_output(errors): + with open("errors.csv", "w") as f: + f.write("Step,Error\n") + for (i,error) in enumerate(errors): + f.write("{0},{1}\n".format(i+1, error)) + def parse_properties(): with open("config.json") as json_file: json_values = json.load(json_file) @@ -12,17 +32,14 @@ def parse_properties(): neurons_per_layer = get_hidden_layer_neurons(json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) font = json_values.get("font_set") + font_chars = get_font_characters(font) font_subset_size = json_values.get("font_subset_size") training_set = get_training_set(font, font_subset_size) output_set = training_set - if (json_values.get("mode") == "DAE"): + mode = json_values.get("mode") + if (mode == "DAE"): training_set = noise_font(training_set, json_values.get("noise_probability")) - learning_rate = json_values.get("learning_rate") - if learning_rate == None or learning_rate <= 0: - print("Positive learning rate required") - exit(-1) - beta = json_values.get("beta") if beta == None or beta <= 0: print("Positive beta required") @@ -34,7 +51,7 @@ def parse_properties(): print("Positive epochs required") exit(-1) - return Properties(neurons_per_layer,font,learning_rate,epochs,training_set,output_set) + return Properties(mode,neurons_per_layer,font,font_chars,epochs,training_set,output_set) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): @@ -68,6 +85,9 @@ def get_training_set(font_set, font_subset_size=None): return training_set +def get_font_characters(font_set): + return fonts.font_names.get(font_set) + diff --git a/TP5/main.py b/TP5/main.py index 43940cc..6c77f55 100644 --- a/TP5/main.py +++ b/TP5/main.py @@ -1,12 +1,14 @@ -from models import Properties -from io_parser import parse_properties +from models import Observables, Properties +from io_parser import parse_properties,generate_output from algorithms.autoencoder import execute def __main__(): #Parse parameters properties:Properties = parse_properties() - execute(properties) + observables:Observables = execute(properties) + + generate_output(properties,observables) if __name__ == "__main__": diff --git a/TP5/models.py b/TP5/models.py index 83eea54..404a23c 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -4,13 +4,19 @@ class Properties: beta = 0 - def __init__(self,neurons_per_layer,font,learning_rate,epochs,training_set,output_set): + def __init__(self,mode,neurons_per_layer,font,font_chars,epochs,training_set,output_set): + self.mode = mode self.neurons_per_layer = neurons_per_layer self.font = font - self.learning_rate = learning_rate + self.font_chars = font_chars self.epochs = epochs self.training_set = training_set self.output_set = output_set + +class Observables: + def __init__(self,errors_per_step,latent_outputs): + self.errors_per_step = errors_per_step + self.latent_outputs = latent_outputs class Autoencoder: def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer): @@ -20,16 +26,21 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer self.output_set = output_set self.neurons_per_layer = neurons_per_layer self.functions = [] - for i in range(0,len(weights)): - if i < latent_index: + self.set_functions() + self.errors_per_step = [] + + def set_functions(self): + for i in range(0,len(self.weights)): + if i < self.latent_index: self.functions.append(self.linear) - elif i == latent_index: + elif i == self.latent_index: self.functions.append(self.relu) else: self.functions.append(self.logistic) def callback(self,x): - print("Error: {0}".format(self.error(x))) + self.errors_per_step.append(self.error(x)) + print("Error: {0}".format(self.errors_per_step[-1])) def relu(self,x): return np.where(x <= 0, 0, x) @@ -55,6 +66,16 @@ def get_output(self, input, weights): # Return results of last layer (network outputs) return input + def get_latent_output(self,input): + for(i,layer) in enumerate(self.weights[:self.latent_index+1]): + h = np.dot(layer, input) + + # Transform dot products into activations + input = self.functions[i](h) + + # Return results of latent layer + return input + def error(self, weights): error = 0 unflattened_weights = self.unflatten_weights(weights) @@ -79,5 +100,4 @@ def unflatten_weights(self, array): i += curr_size new_arr = np.array(new_arr, dtype=object) #self.weights = new_arr - #print("After unflatten: " + str(self.weights)) return new_arr From f47c5303c110418693c4b9b97f5cac8e3d3d0d83 Mon Sep 17 00:00:00 2001 From: Juan Quintairos Date: Sat, 18 Jun 2022 19:54:06 -0300 Subject: [PATCH 14/25] Added output file with expected and calculated letters --- TP5/algorithms/autoencoder.py | 40 ++++++++++++++++++++++++++++++++++- TP5/config.json | 3 ++- TP5/fonts.py | 10 ++++++--- TP5/io_parser.py | 10 +++++---- TP5/models.py | 22 ++++++++++++++++--- 5 files changed, 73 insertions(+), 12 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index 9a6d3c5..bb32bae 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -1,6 +1,7 @@ from models import Autoencoder, Observables, Properties import numpy as np import scipy.optimize as sco +from algorithms.noiser import noise_font def execute(properties:Properties): # Create autoencoder @@ -11,7 +12,44 @@ def execute(properties:Properties): print("\nTrained weights:\n\n" + str(trained_weigths)) - print(autoencoder.error(trained_weigths)) + print("Final error: " + str(autoencoder.error(trained_weigths))) + + # After training: + # Get outputs for inputs + unflattened = autoencoder.unflatten_weights(trained_weigths) + output = [] + for letter in properties.training_set: + output.append(autoencoder.get_output(letter,unflattened)) + + # If mode was DAE, get new noised font and see how well it denoises + if properties.mode == "DAE": + noised_font = noise_font(properties.training_set, properties.noise_prob) + noised_output = [] + for letter in noised_font: + noised_output.append(autoencoder.get_output(letter,unflattened)) + # print error for noised font + print("\nError for new noised font: " + str(autoencoder.error_given_sets(trained_weigths, noised_font))) + + f = open("outputs.csv", "w") + f.write("Calculated,Letter,Row,Column,Value\n") + for (k,letter) in enumerate(properties.training_set): + for i in range(7): + for j in range(5): + f.write(str(0) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + for (k,letter) in enumerate(output): + for i in range(7): + for j in range(5): + f.write(str(1) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + if properties.mode == "DAE": + for (k,letter) in enumerate(noised_font): + for i in range(7): + for j in range(5): + f.write(str(2) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + for (k,letter) in enumerate(noised_output): + for i in range(7): + for j in range(5): + f.write(str(3) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + f.close() autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) diff --git a/TP5/config.json b/TP5/config.json index 082775f..423d148 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,9 +1,10 @@ { "mode": "DEFAULT", "noise_probability": 0.1, - "neurons_per_layer": [10,5,3], + "neurons_per_layer": [5], "latent_layer_neurons": 2, "font_set": "font2", + "font_subset_size": 5, "beta": 0.1, "epochs": 2 } \ No newline at end of file diff --git a/TP5/fonts.py b/TP5/fonts.py index 89c161a..b93352b 100644 --- a/TP5/fonts.py +++ b/TP5/fonts.py @@ -122,12 +122,16 @@ def font_char_to_bin_arr(hex_arr): return bin_arr -# From flattened 0/1s to matrix for graphication +# From full flattened 0/1s to matrix for graphication # e.g.: [0, 0, 1, 0, 0, 0, 0, 1, 0, 0, ...] -> [[0, 0, 1, 0, 0], [0, 0, 1, 0, 0, ], ...] def bin_arr_to_bin_mat(bin_arr): bin_mat = [] - for i in range(0, len(bin_arr), 5): - bin_mat.append(bin_arr[i:i+5]) + for char in bin_arr: + char_mat = [] + for i in range(0, len(char), 5): + char_mat.append(char[i:i+5]) + bin_mat.append(char_mat) + return bin_mat diff --git a/TP5/io_parser.py b/TP5/io_parser.py index 39d67ea..d8b9a16 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -36,9 +36,10 @@ def parse_properties(): font_subset_size = json_values.get("font_subset_size") training_set = get_training_set(font, font_subset_size) output_set = training_set - mode = json_values.get("mode") + noise_prob = json_values.get("noise_probability") + mode = json_values.get("mode") if (mode == "DAE"): - training_set = noise_font(training_set, json_values.get("noise_probability")) + training_set = noise_font(training_set, noise_prob) beta = json_values.get("beta") if beta == None or beta <= 0: @@ -51,7 +52,7 @@ def parse_properties(): print("Positive epochs required") exit(-1) - return Properties(mode,neurons_per_layer,font,font_chars,epochs,training_set,output_set) + return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): @@ -80,9 +81,10 @@ def get_training_set(font_set, font_subset_size=None): binary_array = fonts.font_char_to_bin_arr(letter) training_set.append(binary_array) + if font_subset_size != None and font_subset_size < len(training_set): training_set = training_set[:font_subset_size] - + return training_set def get_font_characters(font_set): diff --git a/TP5/models.py b/TP5/models.py index 404a23c..1207e69 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -4,14 +4,15 @@ class Properties: beta = 0 - def __init__(self,mode,neurons_per_layer,font,font_chars,epochs,training_set,output_set): - self.mode = mode + def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob): self.neurons_per_layer = neurons_per_layer self.font = font self.font_chars = font_chars self.epochs = epochs self.training_set = training_set self.output_set = output_set + self.mode = mode + self.noise_prob = noise_prob class Observables: def __init__(self,errors_per_step,latent_outputs): @@ -25,6 +26,7 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer self.training_set = training_set self.output_set = output_set self.neurons_per_layer = neurons_per_layer + self.curr_epoch = 0 self.functions = [] self.set_functions() self.errors_per_step = [] @@ -40,7 +42,8 @@ def set_functions(self): def callback(self,x): self.errors_per_step.append(self.error(x)) - print("Error: {0}".format(self.errors_per_step[-1])) + self.curr_epoch += 1 + print("Epoch: {1}. Error: {0}".format(self.errors_per_step[-1], self.curr_epoch)) def relu(self,x): return np.where(x <= 0, 0, x) @@ -89,6 +92,19 @@ def error(self, weights): return error*(1/2) + # For DAE where we need to pass new noised data + def error_given_sets(self, weights, input_set): + error = 0 + unflattened_weights = self.unflatten_weights(weights) + for (i,entry) in enumerate(input_set): + expected = np.array(self.output_set[i]) + output = np.array(self.get_output(entry, unflattened_weights)) + + for (idx,output_value) in enumerate(output): + error += (output_value - expected[idx])**2 + + return error*(1/2) + # Converts from 1D array back to 3D structure def unflatten_weights(self, array): new_arr = [] From 617b97759e852cd0195f0040d8769a362322457d Mon Sep 17 00:00:00 2001 From: Juan Quintairos Date: Sat, 18 Jun 2022 21:08:18 -0300 Subject: [PATCH 15/25] Refactor DAE --- TP5/algorithms/autoencoder.py | 2 +- TP5/config.json | 10 +++++----- TP5/io_parser.py | 10 ++++++++-- TP5/models.py | 3 ++- 4 files changed, 16 insertions(+), 9 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index bb32bae..cc3aa3b 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -23,7 +23,7 @@ def execute(properties:Properties): # If mode was DAE, get new noised font and see how well it denoises if properties.mode == "DAE": - noised_font = noise_font(properties.training_set, properties.noise_prob) + noised_font = noise_font(properties.orig_training_set, properties.noise_prob) noised_output = [] for letter in noised_font: noised_output.append(autoencoder.get_output(letter,unflattened)) diff --git a/TP5/config.json b/TP5/config.json index 423d148..a5f2eaa 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,10 +1,10 @@ { - "mode": "DEFAULT", + "mode": "DAE", "noise_probability": 0.1, - "neurons_per_layer": [5], - "latent_layer_neurons": 2, + "neurons_per_layer": [], + "latent_layer_neurons": 40, "font_set": "font2", - "font_subset_size": 5, + "font_subset_size": 10, "beta": 0.1, - "epochs": 2 + "epochs": 10 } \ No newline at end of file diff --git a/TP5/io_parser.py b/TP5/io_parser.py index d8b9a16..64db6d6 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -35,11 +35,17 @@ def parse_properties(): font_chars = get_font_characters(font) font_subset_size = json_values.get("font_subset_size") training_set = get_training_set(font, font_subset_size) + orig_training_set = training_set output_set = training_set noise_prob = json_values.get("noise_probability") mode = json_values.get("mode") if (mode == "DAE"): - training_set = noise_font(training_set, noise_prob) + orig_training_set = training_set.copy() + orig_output_set = output_set.copy() + training_set = noise_font(orig_training_set, noise_prob) + for i in range(4): + output_set += orig_output_set + training_set += noise_font(orig_training_set, noise_prob) beta = json_values.get("beta") if beta == None or beta <= 0: @@ -52,7 +58,7 @@ def parse_properties(): print("Positive epochs required") exit(-1) - return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob) + return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): diff --git a/TP5/models.py b/TP5/models.py index 1207e69..147656e 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -4,7 +4,7 @@ class Properties: beta = 0 - def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob): + def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set): self.neurons_per_layer = neurons_per_layer self.font = font self.font_chars = font_chars @@ -13,6 +13,7 @@ def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_s self.output_set = output_set self.mode = mode self.noise_prob = noise_prob + self.orig_training_set = orig_training_set class Observables: def __init__(self,errors_per_step,latent_outputs): From 702a6680af95d73010f0fc5ffc1c6177d6996b9b Mon Sep 17 00:00:00 2001 From: JSicardi Date: Sun, 19 Jun 2022 16:08:14 -0300 Subject: [PATCH 16/25] Optimization for autoencoder and vae implementation --- TP5/algorithms/vae.py | 102 ++++++++++++++++++++++++++++++++++++++++++ TP5/config.json | 9 ++-- TP5/io_parser.py | 3 +- TP5/main.py | 15 ++++--- TP5/models.py | 33 +++++++------- 5 files changed, 135 insertions(+), 27 deletions(-) create mode 100644 TP5/algorithms/vae.py diff --git a/TP5/algorithms/vae.py b/TP5/algorithms/vae.py new file mode 100644 index 0000000..053dd26 --- /dev/null +++ b/TP5/algorithms/vae.py @@ -0,0 +1,102 @@ +from models import Properties, VAEObservables +from keras.layers import Input, Dense, Lambda, Reshape +from keras.models import Model +from keras import backend as K +from keras import metrics +import tensorflow as tf +import numpy as np +from keras.datasets import mnist + +from tensorflow.python.framework.ops import disable_eager_execution +disable_eager_execution() + +def execute(properties:Properties): + (x_train, y_train), (x_test, y_test) = mnist.load_data() + x_train = x_train.astype('float32') / 255. + x_test = x_test.astype('float32') / 255. + x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:]))) + x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:]))) + vae = VAE(2,28*28,[256]) + vae.train(x_train,properties.epochs,100) + latent_outputs = vae.encoder.predict(x_test, batch_size=len(properties.training_set))[0] + return VAEObservables(latent_outputs,y_test) + +def flatten_set(training_set): + return np.array(training_set).reshape((len(training_set), np.prod(np.array(training_set).shape[1:]))) + +class VAE: + def __init__(self,latent_neurons,dim,intermediate_layers): + self.latent_neurons = latent_neurons + self.dim = dim + self.intermediate_layers = intermediate_layers + self.set_vae() + + def train(self,training_set,epochs,batch_size): + self.model.fit(training_set,training_set,epochs=epochs) + + def set_vae(self): + # input to our encoder + x = Input(shape=(self.dim,), name="input") + self.encoder = self.set_encoder(x) + # print out summary of what we just did + self.encoder.summary() + self.decoder = self.set_decoder() + self.decoder.summary() + # grab the output. Recall, that we need to grab the 3rd element our sampling z + output_combined = self.decoder(self.encoder(x)[2]) + # link the input and the overall output + self.model = Model(x, output_combined) + # print out what the overall model looks like + self.model.summary() + self.model.compile(loss=self.vae_loss) + + def set_encoder(self,x): + # intermediate layers + if(len(self.intermediate_layers) != 0): + aux_h = x + for (i,neurons) in enumerate(self.intermediate_layers[:-1]): + h = Dense(neurons, name="encoding_{0}".format(i))(aux_h) + aux_h = h + h = Dense(self.intermediate_layers[-1],activation='relu', name="encoding_{0}".format(len(self.intermediate_layers)-1))(aux_h) + # defining the mean of the latent space + self.z_mean = Dense(self.latent_neurons, name="mean")(h) + # defining the log variance of the latent space + self.z_log_var = Dense(self.latent_neurons, name="log-variance")(h) + # note that "output_shape" isn't necessary with the TensorFlow backend + z = Lambda(self.get_samples, output_shape=(self.latent_neurons,))([self.z_mean, self.z_log_var]) + # defining the encoder as a keras model + encoder = Model(x, [self.z_mean, self.z_log_var, z], name="encoder") + return encoder + + def set_decoder(self): + # Input to the decoder + input_decoder = Input(shape=(self.latent_neurons,), name="decoder_input") + # intermediate layers + reversed_layers = self.intermediate_layers.copy() + reversed_layers.reverse() + if(len(self.intermediate_layers) != 0): + aux_h = input_decoder + for (i,neurons) in enumerate(reversed_layers[:-1]): + h = Dense(neurons, name="encoding_{0}".format(i))(aux_h) + aux_h = h + h = Dense(reversed_layers[-1],activation='relu', name="encoding_{0}".format(len(self.intermediate_layers)-1))(aux_h) + #getting the mean from the original dimension + x_decoded = Dense(self.dim, activation='sigmoid', name="flat_decoded")(h) + # defining the decoder as a keras model + decoder = Model(input_decoder, x_decoded, name="decoder") + return decoder + + def get_samples(self,args: tuple): + # we grab the variables from the tuple + z_mean, z_log_var = args + print(z_mean) + print(z_log_var) + epsilon = K.random_normal(shape=(K.shape(z_mean)[0], self.latent_neurons), mean=0.,stddev=1.0) + return z_mean + K.exp(z_log_var / 2) * epsilon # h(z) + + def vae_loss(self,x: tf.Tensor, x_decoded_mean: tf.Tensor): + # Aca se computa la cross entropy entre los "labels" x que son los valores 0/1 de los pixeles, y lo que salió al final del Decoder. + xent_loss = self.dim * metrics.binary_crossentropy(x, x_decoded_mean) # x-^X + kl_loss = - 0.5 * K.sum(1 + self.z_log_var - K.square(self.z_mean) - K.exp(self.z_log_var), axis=-1) + vae_loss = K.mean(xent_loss + kl_loss) + return vae_loss \ No newline at end of file diff --git a/TP5/config.json b/TP5/config.json index a5f2eaa..50a9911 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,10 +1,9 @@ { - "mode": "DAE", + "mode": "DEFAULT", "noise_probability": 0.1, - "neurons_per_layer": [], - "latent_layer_neurons": 40, + "neurons_per_layer": [20,10,2], + "latent_layer_neurons": 2, "font_set": "font2", - "font_subset_size": 10, "beta": 0.1, - "epochs": 10 + "epochs": 50 } \ No newline at end of file diff --git a/TP5/io_parser.py b/TP5/io_parser.py index 64db6d6..ad3a3cf 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -37,11 +37,12 @@ def parse_properties(): training_set = get_training_set(font, font_subset_size) orig_training_set = training_set output_set = training_set - noise_prob = json_values.get("noise_probability") + noise_prob = 0 mode = json_values.get("mode") if (mode == "DAE"): orig_training_set = training_set.copy() orig_output_set = output_set.copy() + noise_prob = json_values.get("noise_probability") training_set = noise_font(orig_training_set, noise_prob) for i in range(4): output_set += orig_output_set diff --git a/TP5/main.py b/TP5/main.py index 6c77f55..f1c66ac 100644 --- a/TP5/main.py +++ b/TP5/main.py @@ -1,14 +1,19 @@ -from models import Observables, Properties +from models import Observables, Properties, VAEObservables from io_parser import parse_properties,generate_output -from algorithms.autoencoder import execute +import algorithms.autoencoder as autoencoder +import algorithms.vae as vae def __main__(): #Parse parameters properties:Properties = parse_properties() - observables:Observables = execute(properties) - - generate_output(properties,observables) + if(properties.mode != "VAE"): + observables:Observables = autoencoder.execute(properties) + generate_output(properties,observables) + else: + observables:VAEObservables = vae.execute(properties) + print(len(observables.latent_outputs)) + print(len(observables.colors)) if __name__ == "__main__": diff --git a/TP5/models.py b/TP5/models.py index 147656e..96ee9a4 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -1,6 +1,8 @@ import numpy as np import math import scipy.optimize as sco +import warnings +warnings.filterwarnings(action='error', category=RuntimeWarning) class Properties: beta = 0 @@ -19,6 +21,11 @@ class Observables: def __init__(self,errors_per_step,latent_outputs): self.errors_per_step = errors_per_step self.latent_outputs = latent_outputs + +class VAEObservables: + def __init__(self,latent_outputs,colors): + self.latent_outputs = latent_outputs + self.colors = colors class Autoencoder: def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer): @@ -50,20 +57,18 @@ def relu(self,x): return np.where(x <= 0, 0, x) def logistic(self,x): - ret = [] - for value in x: - try: - ret.append(1 / (1 + math.exp(-2 * Properties.beta * value))) - except: - ret.append(1) - return np.array(ret) + try: + value = 1 / (1 + np.exp(-Properties.beta * x)) + except RuntimeWarning: + value = np.zeros(x.shape) + return value def linear(self,x): return x def get_output(self, input, weights): for (i,layer) in enumerate(weights): - h = np.dot(layer, input) + h = np.dot(input, layer.T) # Transform dot products into activations input = self.functions[i](h) @@ -83,12 +88,9 @@ def get_latent_output(self,input): def error(self, weights): error = 0 unflattened_weights = self.unflatten_weights(weights) - for (i,entry) in enumerate(self.training_set): - expected = np.array(self.output_set[i]) - output = np.array(self.get_output(entry, unflattened_weights)) - - for (idx,output_value) in enumerate(output): - error += (output_value - expected[idx])**2 + expected = np.array(self.output_set) + output = self.get_output(self.training_set,unflattened_weights) + error = np.sum(np.power(output-expected,2)) return error*(1/2) @@ -112,9 +114,8 @@ def unflatten_weights(self, array): i = 0 for layer in self.weights: curr_size = layer.size - flatted = np.array(array[i:i+curr_size]) + flatted = np.array(array[i:i+curr_size],dtype=float) new_arr.append(flatted.reshape(layer.shape)) i += curr_size new_arr = np.array(new_arr, dtype=object) - #self.weights = new_arr return new_arr From 9eb75a9ba415ac30890c4d211954a34fd4f930c3 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Sun, 19 Jun 2022 16:42:47 -0300 Subject: [PATCH 17/25] Changes in activation functions --- TP5/models.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/TP5/models.py b/TP5/models.py index 96ee9a4..66ec51b 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -41,11 +41,15 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer def set_functions(self): for i in range(0,len(self.weights)): - if i < self.latent_index: - self.functions.append(self.linear) - elif i == self.latent_index: + print(i) + if i != self.latent_index and i != (len(self.weights) -1): + print("Relu") self.functions.append(self.relu) + elif i == self.latent_index: + print("Linear") + self.functions.append(self.linear) else: + print("Sigmoid") self.functions.append(self.logistic) def callback(self,x): From 009dd7e0042317c1c826a9c5935a4e110d3149b8 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Mon, 20 Jun 2022 01:39:41 -0300 Subject: [PATCH 18/25] Added VAE observables --- TP5/algorithms/vae.py | 19 ++++++------ TP5/config.json | 3 +- TP5/io_parser.py | 69 +++++++++++++++++++++++++++++-------------- TP5/main.py | 9 +++--- TP5/models.py | 6 ++-- 5 files changed, 65 insertions(+), 41 deletions(-) diff --git a/TP5/algorithms/vae.py b/TP5/algorithms/vae.py index 053dd26..da21a90 100644 --- a/TP5/algorithms/vae.py +++ b/TP5/algorithms/vae.py @@ -5,20 +5,23 @@ from keras import metrics import tensorflow as tf import numpy as np -from keras.datasets import mnist +from keras.datasets import mnist,fashion_mnist from tensorflow.python.framework.ops import disable_eager_execution disable_eager_execution() def execute(properties:Properties): - (x_train, y_train), (x_test, y_test) = mnist.load_data() + if(properties.VAE_dataset == "mnist"): + (x_train, y_train), (x_test, y_test) = mnist.load_data() + else: + (x_train, y_train), (x_test, y_test) = fashion_mnist.load_data() x_train = x_train.astype('float32') / 255. x_test = x_test.astype('float32') / 255. x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:]))) x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:]))) vae = VAE(2,28*28,[256]) vae.train(x_train,properties.epochs,100) - latent_outputs = vae.encoder.predict(x_test, batch_size=len(properties.training_set))[0] + latent_outputs = vae.encoder.predict(x_test, batch_size=100)[0] return VAEObservables(latent_outputs,y_test) def flatten_set(training_set): @@ -54,10 +57,9 @@ def set_encoder(self,x): # intermediate layers if(len(self.intermediate_layers) != 0): aux_h = x - for (i,neurons) in enumerate(self.intermediate_layers[:-1]): - h = Dense(neurons, name="encoding_{0}".format(i))(aux_h) + for (i,neurons) in enumerate(self.intermediate_layers): + h = Dense(neurons,activation='relu', name="encoding_{0}".format(i))(aux_h) aux_h = h - h = Dense(self.intermediate_layers[-1],activation='relu', name="encoding_{0}".format(len(self.intermediate_layers)-1))(aux_h) # defining the mean of the latent space self.z_mean = Dense(self.latent_neurons, name="mean")(h) # defining the log variance of the latent space @@ -76,10 +78,9 @@ def set_decoder(self): reversed_layers.reverse() if(len(self.intermediate_layers) != 0): aux_h = input_decoder - for (i,neurons) in enumerate(reversed_layers[:-1]): - h = Dense(neurons, name="encoding_{0}".format(i))(aux_h) + for (i,neurons) in enumerate(reversed_layers): + h = Dense(neurons,activation='relu',name="encoding_{0}".format(i))(aux_h) aux_h = h - h = Dense(reversed_layers[-1],activation='relu', name="encoding_{0}".format(len(self.intermediate_layers)-1))(aux_h) #getting the mean from the original dimension x_decoded = Dense(self.dim, activation='sigmoid', name="flat_decoded")(h) # defining the decoder as a keras model diff --git a/TP5/config.json b/TP5/config.json index 50a9911..a48587b 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,5 +1,6 @@ { - "mode": "DEFAULT", + "mode": "VAE", + "vae_dataset" : "fashion_mnist", "noise_probability": 0.1, "neurons_per_layer": [20,10,2], "latent_layer_neurons": 2, diff --git a/TP5/io_parser.py b/TP5/io_parser.py index ad3a3cf..5ef58b9 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -1,6 +1,6 @@ import json import numpy as np -from models import Properties,Observables +from models import Properties,Observables, VAEObservables import fonts from algorithms.noiser import noise_font @@ -24,6 +24,18 @@ def generate_errors_output(errors): for (i,error) in enumerate(errors): f.write("{0},{1}\n".format(i+1, error)) +def generate_VAE_output(properties:Properties,observables:VAEObservables): + print("Mode: {0}".format(properties.mode)) + print("Neurons per layer: {0}".format(properties.neurons_per_layer)) + print("Epochs: {0}".format(properties.epochs)) + generate_VAE_latent_outputs(observables) + +def generate_VAE_latent_outputs(observables:VAEObservables): + with open("VAE_latent.csv", "w") as f: + f.write("X,Y,Value\n") + for (i,output) in enumerate(observables.latent_outputs): + f.write("{0},{1},{2}\n".format(output[0], output[1],observables.colors[i])) + def parse_properties(): with open("config.json") as json_file: json_values = json.load(json_file) @@ -31,35 +43,48 @@ def parse_properties(): neurons_per_layer = get_hidden_layer_neurons(json_values.get("neurons_per_layer"), json_values.get("latent_layer_neurons")) - font = json_values.get("font_set") - font_chars = get_font_characters(font) - font_subset_size = json_values.get("font_subset_size") - training_set = get_training_set(font, font_subset_size) - orig_training_set = training_set - output_set = training_set + training_set = None + font = None + font_chars = None + output_set = None noise_prob = 0 + orig_training_set = None mode = json_values.get("mode") - if (mode == "DAE"): - orig_training_set = training_set.copy() - orig_output_set = output_set.copy() - noise_prob = json_values.get("noise_probability") - training_set = noise_font(orig_training_set, noise_prob) - for i in range(4): - output_set += orig_output_set - training_set += noise_font(orig_training_set, noise_prob) - - beta = json_values.get("beta") - if beta == None or beta <= 0: - print("Positive beta required") - exit(-1) - Properties.beta = beta + if(mode == "DAE" or mode == "DEFAULT"): + beta = json_values.get("beta") + if beta == None or beta <= 0: + print("Positive beta required") + exit(-1) + Properties.beta = beta + font = json_values.get("font_set") + font_chars = get_font_characters(font) + font_subset_size = json_values.get("font_subset_size") + training_set = get_training_set(font, font_subset_size) + orig_training_set = training_set + output_set = training_set + noise_prob = 0 + if (mode == "DAE"): + orig_training_set = training_set.copy() + orig_output_set = output_set.copy() + noise_prob = json_values.get("noise_probability") + training_set = noise_font(orig_training_set, noise_prob) + for i in range(4): + output_set += orig_output_set + training_set += noise_font(orig_training_set, noise_prob) epochs = json_values.get("epochs") if epochs == None or epochs <= 0: print("Positive epochs required") exit(-1) + + dataset = None + if(mode == "VAE"): + dataset = json_values.get("vae_dataset") + if(dataset == None or dataset != "mnist" or dataset != "fashion_mnist"): + print("Valid dataset for VAE required") + exit(-1) - return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set) + return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set,dataset) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): diff --git a/TP5/main.py b/TP5/main.py index f1c66ac..f51f91b 100644 --- a/TP5/main.py +++ b/TP5/main.py @@ -1,5 +1,5 @@ from models import Observables, Properties, VAEObservables -from io_parser import parse_properties,generate_output +from io_parser import parse_properties,generate_output,generate_VAE_output import algorithms.autoencoder as autoencoder import algorithms.vae as vae def __main__(): @@ -7,13 +7,12 @@ def __main__(): #Parse parameters properties:Properties = parse_properties() - if(properties.mode != "VAE"): + if(properties.mode == "DEFAULT" or properties.mode == "DAE"): observables:Observables = autoencoder.execute(properties) generate_output(properties,observables) - else: + elif(properties.mode == "VAE"): observables:VAEObservables = vae.execute(properties) - print(len(observables.latent_outputs)) - print(len(observables.colors)) + generate_VAE_output(properties,observables) if __name__ == "__main__": diff --git a/TP5/models.py b/TP5/models.py index 66ec51b..fd323e5 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -6,7 +6,7 @@ class Properties: beta = 0 - def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set): + def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set,VAE_dataset): self.neurons_per_layer = neurons_per_layer self.font = font self.font_chars = font_chars @@ -16,6 +16,7 @@ def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_s self.mode = mode self.noise_prob = noise_prob self.orig_training_set = orig_training_set + self.VAE_dataset = VAE_dataset class Observables: def __init__(self,errors_per_step,latent_outputs): @@ -43,13 +44,10 @@ def set_functions(self): for i in range(0,len(self.weights)): print(i) if i != self.latent_index and i != (len(self.weights) -1): - print("Relu") self.functions.append(self.relu) elif i == self.latent_index: - print("Linear") self.functions.append(self.linear) else: - print("Sigmoid") self.functions.append(self.logistic) def callback(self,x): From 56d833f3cf9497e2b8bb14141fd75c823115326c Mon Sep 17 00:00:00 2001 From: Juan Quintairos Date: Mon, 20 Jun 2022 10:57:01 -0300 Subject: [PATCH 19/25] Baseline for logistic testing --- TP5/config.json | 9 +++++---- TP5/models.py | 21 +++++++++++++++------ 2 files changed, 20 insertions(+), 10 deletions(-) diff --git a/TP5/config.json b/TP5/config.json index a48587b..23d0b58 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -2,9 +2,10 @@ "mode": "VAE", "vae_dataset" : "fashion_mnist", "noise_probability": 0.1, - "neurons_per_layer": [20,10,2], - "latent_layer_neurons": 2, + "neurons_per_layer": [20], + "latent_layer_neurons": 10, "font_set": "font2", - "beta": 0.1, - "epochs": 50 + "font_subset_size": 40, + "beta": 0.9, + "epochs": 100 } \ No newline at end of file diff --git a/TP5/models.py b/TP5/models.py index fd323e5..76c9efd 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -42,7 +42,6 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer def set_functions(self): for i in range(0,len(self.weights)): - print(i) if i != self.latent_index and i != (len(self.weights) -1): self.functions.append(self.relu) elif i == self.latent_index: @@ -59,11 +58,21 @@ def relu(self,x): return np.where(x <= 0, 0, x) def logistic(self,x): - try: - value = 1 / (1 + np.exp(-Properties.beta * x)) - except RuntimeWarning: - value = np.zeros(x.shape) - return value + ret = [] + for value in x: + try: + ret.append(1 / (1 + np.exp(-Properties.beta * value))) + except RuntimeWarning: + shape = x[0].shape + ret.append(np.zeros(shape)) + return np.array(ret) + #try: + # value = 1 / (1 + np.exp(-Properties.beta * x)) + #except RuntimeWarning: + # value = np.zeros(x.shape) + # print("Exception") + # print("\nReturning: {0}\n".format(value)) + #return value def linear(self,x): return x From e48dc84622154bd52972ca5ebc9ac08e6f87b4a1 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Mon, 20 Jun 2022 12:04:08 -0300 Subject: [PATCH 20/25] Sigmoid function warning fixed --- TP5/algorithms/autoencoder.py | 17 ++++++----------- TP5/models.py | 22 ++++------------------ 2 files changed, 10 insertions(+), 29 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index cc3aa3b..d9fff5e 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -10,6 +10,8 @@ def execute(properties:Properties): # Train trained_weigths = train_autoencoder(autoencoder,properties) + autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) + print("\nTrained weights:\n\n" + str(trained_weigths)) print("Final error: " + str(autoencoder.error(trained_weigths))) @@ -17,9 +19,7 @@ def execute(properties:Properties): # After training: # Get outputs for inputs unflattened = autoencoder.unflatten_weights(trained_weigths) - output = [] - for letter in properties.training_set: - output.append(autoencoder.get_output(letter,unflattened)) + output = autoencoder.get_output(properties.training_set, unflattened) # If mode was DAE, get new noised font and see how well it denoises if properties.mode == "DAE": @@ -51,9 +51,7 @@ def execute(properties:Properties): f.write(str(3) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") f.close() - autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) - - latent_outputs = get_latent_outputs(autoencoder) + latent_outputs = get_latent_outputs(autoencoder,properties) return Observables(autoencoder.errors_per_step,latent_outputs) @@ -99,8 +97,5 @@ def train_autoencoder(autoencoder:Autoencoder,properties:Properties): return trained_weights -def get_latent_outputs(autoencoder:Autoencoder): - outputs = [] - for input in autoencoder.training_set: - outputs.append(autoencoder.get_latent_output(input)) - return outputs +def get_latent_outputs(autoencoder:Autoencoder,properties:Properties): + return autoencoder.get_latent_output(properties.training_set) diff --git a/TP5/models.py b/TP5/models.py index 76c9efd..1f75173 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -2,7 +2,7 @@ import math import scipy.optimize as sco import warnings -warnings.filterwarnings(action='error', category=RuntimeWarning) +warnings.filterwarnings(action='ignore', category=RuntimeWarning) class Properties: beta = 0 @@ -58,21 +58,7 @@ def relu(self,x): return np.where(x <= 0, 0, x) def logistic(self,x): - ret = [] - for value in x: - try: - ret.append(1 / (1 + np.exp(-Properties.beta * value))) - except RuntimeWarning: - shape = x[0].shape - ret.append(np.zeros(shape)) - return np.array(ret) - #try: - # value = 1 / (1 + np.exp(-Properties.beta * x)) - #except RuntimeWarning: - # value = np.zeros(x.shape) - # print("Exception") - # print("\nReturning: {0}\n".format(value)) - #return value + return 1 / (1 + np.exp(-Properties.beta * x)) def linear(self,x): return x @@ -88,7 +74,7 @@ def get_output(self, input, weights): def get_latent_output(self,input): for(i,layer) in enumerate(self.weights[:self.latent_index+1]): - h = np.dot(layer, input) + h = np.dot(input, layer.T) # Transform dot products into activations input = self.functions[i](h) @@ -125,7 +111,7 @@ def unflatten_weights(self, array): i = 0 for layer in self.weights: curr_size = layer.size - flatted = np.array(array[i:i+curr_size],dtype=float) + flatted = np.array(array[i:i+curr_size]) new_arr.append(flatted.reshape(layer.shape)) i += curr_size new_arr = np.array(new_arr, dtype=object) From 8e992ae5ec51da7d27e55c0517b09b359abdf406 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Mon, 20 Jun 2022 13:27:45 -0300 Subject: [PATCH 21/25] Changes in activation functions --- TP5/models.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/TP5/models.py b/TP5/models.py index 1f75173..611abb4 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -42,9 +42,7 @@ def __init__(self,weights,latent_index,training_set,output_set,neurons_per_layer def set_functions(self): for i in range(0,len(self.weights)): - if i != self.latent_index and i != (len(self.weights) -1): - self.functions.append(self.relu) - elif i == self.latent_index: + if i <= self.latent_index: self.functions.append(self.linear) else: self.functions.append(self.logistic) From f637856d3cbfd01870f9db8aee0edc5e59c5d0f2 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Mon, 20 Jun 2022 16:53:46 -0300 Subject: [PATCH 22/25] Generation of samples in autoencoder --- TP5/algorithms/autoencoder.py | 82 ++++++++++++++++++++++++----------- TP5/config.json | 10 ++--- TP5/io_parser.py | 33 ++++++++++++++ TP5/models.py | 15 +++++-- 4 files changed, 107 insertions(+), 33 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index d9fff5e..b80b901 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -2,6 +2,7 @@ import numpy as np import scipy.optimize as sco from algorithms.noiser import noise_font +from io_parser import generate_output_file,generate_samples_file def execute(properties:Properties): # Create autoencoder @@ -11,10 +12,6 @@ def execute(properties:Properties): trained_weigths = train_autoencoder(autoencoder,properties) autoencoder.weights = autoencoder.unflatten_weights(trained_weigths) - - print("\nTrained weights:\n\n" + str(trained_weigths)) - - print("Final error: " + str(autoencoder.error(trained_weigths))) # After training: # Get outputs for inputs @@ -22,6 +19,8 @@ def execute(properties:Properties): output = autoencoder.get_output(properties.training_set, unflattened) # If mode was DAE, get new noised font and see how well it denoises + noised_font = None + noised_output = None if properties.mode == "DAE": noised_font = noise_font(properties.orig_training_set, properties.noise_prob) noised_output = [] @@ -30,29 +29,23 @@ def execute(properties:Properties): # print error for noised font print("\nError for new noised font: " + str(autoencoder.error_given_sets(trained_weigths, noised_font))) - f = open("outputs.csv", "w") - f.write("Calculated,Letter,Row,Column,Value\n") - for (k,letter) in enumerate(properties.training_set): - for i in range(7): - for j in range(5): - f.write(str(0) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") - for (k,letter) in enumerate(output): - for i in range(7): - for j in range(5): - f.write(str(1) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") - if properties.mode == "DAE": - for (k,letter) in enumerate(noised_font): - for i in range(7): - for j in range(5): - f.write(str(2) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") - for (k,letter) in enumerate(noised_output): - for i in range(7): - for j in range(5): - f.write(str(3) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") - f.close() - + generate_output_file(properties.mode,properties.training_set,output,noise_font,noised_output) latent_outputs = get_latent_outputs(autoencoder,properties) + if properties.mode == "DEFAULT": + distances = get_distances(latent_outputs) + pairs = [distances[0][:2],distances[int(len(distances)/2)][:2],distances[-1][:2]] + + samples = [] + char_pairs = [] + for pair_indexes in pairs: + value1 = latent_outputs[pair_indexes[0]] + value2 = latent_outputs[pair_indexes[1]] + char_pairs.append([properties.font_chars[pair_indexes[0]],properties.font_chars[pair_indexes[1]]]) + samples.append(get_samples(value1,value2,autoencoder)) + + generate_samples_file(char_pairs,samples) + return Observables(autoencoder.errors_per_step,latent_outputs) def build_autoencoder(properties:Properties): @@ -99,3 +92,42 @@ def train_autoencoder(autoencoder:Autoencoder,properties:Properties): def get_latent_outputs(autoencoder:Autoencoder,properties:Properties): return autoencoder.get_latent_output(properties.training_set) + +def get_decoder_outputs(autoencoder:Autoencoder,samples): + return autoencoder.get_decoder_output(samples) + +def get_distances(points): + distances = [] + for (i,value) in enumerate(points): + for j in range(i+1, len(points)): + distances.append(np.array([int(i),int(j),np.linalg.norm(value - points[j])], dtype = object)) + distances = np.array(distances, dtype = object) + return distances[distances[:, 2].argsort()] + +def line(m,b,x): + return m*x - b + +def get_samples(point1,point2,autoencoder:Autoencoder): + m = (point1[1]-point2[1]) / (point1[0]-point2[0]) + b = (point1[0]*point2[1] - point2[0]*point1[1])/(point1[0]-point2[0]) + + min_x = min(point1[0],point2[0]) + max_x = max(point1[0],point2[0]) + inputs = [] + + print(np.linspace(min_x,max_x,5)) + for x in np.linspace(min_x,max_x,5): + y = line(m,b,x) + inputs.append(np.array([x,y])) + + inputs = np.array(inputs) + + #print(inputs) + + outputs = autoencoder.get_decoder_output(inputs) + + return outputs + + + + diff --git a/TP5/config.json b/TP5/config.json index 23d0b58..7d6ebed 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,11 +1,11 @@ { - "mode": "VAE", + "mode": "DEFAULT", "vae_dataset" : "fashion_mnist", "noise_probability": 0.1, "neurons_per_layer": [20], - "latent_layer_neurons": 10, + "latent_layer_neurons": 2, "font_set": "font2", - "font_subset_size": 40, - "beta": 0.9, - "epochs": 100 + "font_subset_size": 10, + "beta": 1, + "epochs": 10 } \ No newline at end of file diff --git a/TP5/io_parser.py b/TP5/io_parser.py index 5ef58b9..7f6cb87 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -12,6 +12,39 @@ def generate_output(properties:Properties, observables:Observables): generate_latent_outputs(observables.latent_outputs,properties.font_chars) generate_errors_output(observables.errors_per_step) +def generate_output_file(mode,training_set,output,noised_font,noised_output): + f = open("outputs.csv", "w") + f.write("Calculated,Letter,Row,Column,Value\n") + for (k,letter) in enumerate(training_set): + for i in range(7): + for j in range(5): + f.write(str(0) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + for (k,letter) in enumerate(output): + for i in range(7): + for j in range(5): + f.write(str(1) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + if mode == "DAE": + for (k,letter) in enumerate(noised_font): + for i in range(7): + for j in range(5): + f.write(str(2) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + for (k,letter) in enumerate(noised_output): + for i in range(7): + for j in range(5): + f.write(str(3) + "," + str(k) + "," + str(i) + "," + str(j) + "," + str(letter[i*5+j]) + "\n") + f.close() + +def generate_samples_file(char_pairs,samples): + f = open("samples.csv", "w") + f.write("Char1,Char2,Sample,Row,Column,Value\n") + for (h,char_pair) in enumerate(char_pairs): + for (k,sample) in enumerate(samples[h]): + for i in range(7): + for j in range(5): + f.write("{0},{1},{2},{3},{4},{5}\n".format(char_pair[0], char_pair[1], k, i, j,sample[i*5+j])) + f.close() + + def generate_latent_outputs(latent_outputs, font_chars): with open("latent.csv", "w") as f: f.write("Char,X,Y\n") diff --git a/TP5/models.py b/TP5/models.py index 611abb4..d46b673 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -1,5 +1,4 @@ import numpy as np -import math import scipy.optimize as sco import warnings warnings.filterwarnings(action='ignore', category=RuntimeWarning) @@ -17,7 +16,7 @@ def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_s self.noise_prob = noise_prob self.orig_training_set = orig_training_set self.VAE_dataset = VAE_dataset - + class Observables: def __init__(self,errors_per_step,latent_outputs): self.errors_per_step = errors_per_step @@ -56,7 +55,7 @@ def relu(self,x): return np.where(x <= 0, 0, x) def logistic(self,x): - return 1 / (1 + np.exp(-Properties.beta * x)) + return 1 / (1 + np.exp(-2*Properties.beta * x)) def linear(self,x): return x @@ -80,6 +79,16 @@ def get_latent_output(self,input): # Return results of latent layer return input + def get_decoder_output(self,input): + for(i,layer) in enumerate(self.weights[self.latent_index+1:]): + h = np.dot(input, layer.T) + + # Transform dot products into activations + input = self.functions[i+self.latent_index+1](h) + + # Return results of latent layer + return input + def error(self, weights): error = 0 unflattened_weights = self.unflatten_weights(weights) From af2fc5680dd39f053f40bcd7b476f499fb31e95d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Salus=20Zaval=C3=ADa?= Date: Mon, 20 Jun 2022 18:26:51 -0300 Subject: [PATCH 23/25] Resuscitated ADAM, still sucks --- TP5/algorithms/autoencoder.py | 16 +++++++++++----- TP5/config.json | 1 + TP5/io_parser.py | 7 ++++++- TP5/models.py | 9 +++++---- 4 files changed, 23 insertions(+), 10 deletions(-) diff --git a/TP5/algorithms/autoencoder.py b/TP5/algorithms/autoencoder.py index b80b901..103e9c9 100644 --- a/TP5/algorithms/autoencoder.py +++ b/TP5/algorithms/autoencoder.py @@ -3,6 +3,8 @@ import scipy.optimize as sco from algorithms.noiser import noise_font from io_parser import generate_output_file,generate_samples_file +from autograd.misc.optimizers import adam +import numdifftools as nd def execute(properties:Properties): # Create autoencoder @@ -32,7 +34,7 @@ def execute(properties:Properties): generate_output_file(properties.mode,properties.training_set,output,noise_font,noised_output) latent_outputs = get_latent_outputs(autoencoder,properties) - if properties.mode == "DEFAULT": + if properties.mode == "DEFAULT" and properties.neurons_per_layer[autoencoder.latent_index] == 2: distances = get_distances(latent_outputs) pairs = [distances[0][:2],distances[int(len(distances)/2)][:2],distances[-1][:2]] @@ -83,10 +85,14 @@ def flatten_weights(weigths): def train_autoencoder(autoencoder:Autoencoder,properties:Properties): flattened_weights = flatten_weights(autoencoder.weights) - trained_weights = sco.minimize( - autoencoder.error, flattened_weights, method='Powell', callback=autoencoder.callback, - options={'maxiter': properties.epochs} - ).x + # Optimize + if properties.minimizer == "powell": + trained_weights = sco.minimize( + autoencoder.error, flattened_weights, method='Powell', callback=autoencoder.callback, + options={'maxiter': properties.epochs} + ).x + elif properties.minimizer == "adam": + trained_weights = adam(nd.Gradient(autoencoder.error), flattened_weights, callback=autoencoder.callback, num_iters=properties.epochs, step_size=0.1, b1=0.9, b2=0.999, eps=10**-2) return trained_weights diff --git a/TP5/config.json b/TP5/config.json index 7d6ebed..3d34a88 100644 --- a/TP5/config.json +++ b/TP5/config.json @@ -1,6 +1,7 @@ { "mode": "DEFAULT", "vae_dataset" : "fashion_mnist", + "minimizer": "powell", "noise_probability": 0.1, "neurons_per_layer": [20], "latent_layer_neurons": 2, diff --git a/TP5/io_parser.py b/TP5/io_parser.py index 7f6cb87..a2c6809 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -116,8 +116,13 @@ def parse_properties(): if(dataset == None or dataset != "mnist" or dataset != "fashion_mnist"): print("Valid dataset for VAE required") exit(-1) + + minimizer = json_values.get("minimizer") + if minimizer == None or (minimizer != "adam" and minimizer != "powell"): + print("Valid minimizer required: adam or powell") + exit(-1) - return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set,dataset) + return Properties(neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set,dataset, minimizer) # Assembles a decoder with the given neurons_per_layer, a latent layer with the given latent_layer_neurons, and a decoder reversing the encoder. def get_hidden_layer_neurons(neurons_per_layer, latent_layer_neurons): diff --git a/TP5/models.py b/TP5/models.py index d46b673..6e2c322 100644 --- a/TP5/models.py +++ b/TP5/models.py @@ -5,7 +5,7 @@ class Properties: beta = 0 - def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set,VAE_dataset): + def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_set,mode,noise_prob,orig_training_set,VAE_dataset,minimizer): self.neurons_per_layer = neurons_per_layer self.font = font self.font_chars = font_chars @@ -16,7 +16,8 @@ def __init__(self,neurons_per_layer,font,font_chars,epochs,training_set,output_s self.noise_prob = noise_prob self.orig_training_set = orig_training_set self.VAE_dataset = VAE_dataset - + self.minimizer = minimizer + class Observables: def __init__(self,errors_per_step,latent_outputs): self.errors_per_step = errors_per_step @@ -46,7 +47,7 @@ def set_functions(self): else: self.functions.append(self.logistic) - def callback(self,x): + def callback(self,x,i=None,g=None): # Optional parameters needed for ADAM callback self.errors_per_step.append(self.error(x)) self.curr_epoch += 1 print("Epoch: {1}. Error: {0}".format(self.errors_per_step[-1], self.curr_epoch)) @@ -89,7 +90,7 @@ def get_decoder_output(self,input): # Return results of latent layer return input - def error(self, weights): + def error(self, weights, step=None): error = 0 unflattened_weights = self.unflatten_weights(weights) expected = np.array(self.output_set) From 4ed0c9aa7628d5f79f7efcdb4e7fa5262034be36 Mon Sep 17 00:00:00 2001 From: JSicardi Date: Mon, 20 Jun 2022 23:28:40 -0300 Subject: [PATCH 24/25] Generation of samples in VAE --- TP5/.gitignore | 3 ++- TP5/algorithms/vae.py | 63 ++++++++++++++++++++++++++++++------------- TP5/io_parser.py | 2 +- 3 files changed, 48 insertions(+), 20 deletions(-) diff --git a/TP5/.gitignore b/TP5/.gitignore index 16f2dc5..f1b747d 100644 --- a/TP5/.gitignore +++ b/TP5/.gitignore @@ -1 +1,2 @@ -*.csv \ No newline at end of file +*.csv +*.png \ No newline at end of file diff --git a/TP5/algorithms/vae.py b/TP5/algorithms/vae.py index da21a90..ff77f1a 100644 --- a/TP5/algorithms/vae.py +++ b/TP5/algorithms/vae.py @@ -6,27 +6,12 @@ import tensorflow as tf import numpy as np from keras.datasets import mnist,fashion_mnist +import matplotlib.pyplot as plt +from scipy.stats import norm from tensorflow.python.framework.ops import disable_eager_execution disable_eager_execution() -def execute(properties:Properties): - if(properties.VAE_dataset == "mnist"): - (x_train, y_train), (x_test, y_test) = mnist.load_data() - else: - (x_train, y_train), (x_test, y_test) = fashion_mnist.load_data() - x_train = x_train.astype('float32') / 255. - x_test = x_test.astype('float32') / 255. - x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:]))) - x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:]))) - vae = VAE(2,28*28,[256]) - vae.train(x_train,properties.epochs,100) - latent_outputs = vae.encoder.predict(x_test, batch_size=100)[0] - return VAEObservables(latent_outputs,y_test) - -def flatten_set(training_set): - return np.array(training_set).reshape((len(training_set), np.prod(np.array(training_set).shape[1:]))) - class VAE: def __init__(self,latent_neurons,dim,intermediate_layers): self.latent_neurons = latent_neurons @@ -100,4 +85,46 @@ def vae_loss(self,x: tf.Tensor, x_decoded_mean: tf.Tensor): xent_loss = self.dim * metrics.binary_crossentropy(x, x_decoded_mean) # x-^X kl_loss = - 0.5 * K.sum(1 + self.z_log_var - K.square(self.z_mean) - K.exp(self.z_log_var), axis=-1) vae_loss = K.mean(xent_loss + kl_loss) - return vae_loss \ No newline at end of file + return vae_loss + +def generate_samples(dataset,vae:VAE): + n = 15 # figure with 15x15 digits + digit_size = 28 + figure = np.zeros((digit_size * n, digit_size * n)) + # linearly spaced coordinates on the unit square were transformed through the inverse CDF (ppf) of the Gaussian + # to produce values of the latent variables z, since the prior of the latent space is Gaussian + grid_x = norm.ppf(np.linspace(0.05, 0.95, n)) + grid_y = norm.ppf(np.linspace(0.05, 0.95, n)) + + for i, yi in enumerate(grid_x): + for j, xi in enumerate(grid_y): + z_sample = np.array([[xi, yi]]) + x_decoded = vae.decoder.predict(z_sample) + digit = x_decoded[0].reshape(digit_size, digit_size) + figure[i * digit_size: (i + 1) * digit_size, + j * digit_size: (j + 1) * digit_size] = digit + + plt.figure(figsize=(10, 10)) + plt.imshow(figure, cmap='Greys_r') + if(dataset == "mnist"): + plt.savefig("mnist.png") + else: + plt.savefig("fashion_mnist.png") + +def execute(properties:Properties): + if(properties.VAE_dataset == "mnist"): + (x_train, y_train), (x_test, y_test) = mnist.load_data() + else: + (x_train, y_train), (x_test, y_test) = fashion_mnist.load_data() + x_train = x_train.astype('float32') / 255. + x_test = x_test.astype('float32') / 255. + x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:]))) + x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:]))) + vae = VAE(2,28*28,[256]) + vae.train(x_train,properties.epochs,100) + latent_outputs = vae.encoder.predict(x_test, batch_size=100)[0] + generate_samples(properties.VAE_dataset,vae) + return VAEObservables(latent_outputs,y_test) + +def flatten_set(training_set): + return np.array(training_set).reshape((len(training_set), np.prod(np.array(training_set).shape[1:]))) diff --git a/TP5/io_parser.py b/TP5/io_parser.py index a2c6809..a963dba 100644 --- a/TP5/io_parser.py +++ b/TP5/io_parser.py @@ -113,7 +113,7 @@ def parse_properties(): dataset = None if(mode == "VAE"): dataset = json_values.get("vae_dataset") - if(dataset == None or dataset != "mnist" or dataset != "fashion_mnist"): + if(dataset == None or (dataset != "mnist" and dataset != "fashion_mnist")): print("Valid dataset for VAE required") exit(-1) From a96126af89d9b977224dec92a8e91a905e9755fd Mon Sep 17 00:00:00 2001 From: JSicardi Date: Mon, 20 Jun 2022 23:44:43 -0300 Subject: [PATCH 25/25] Presentation added. 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