From 0d4bfff963408af3571cea133664c39f9dc91bfa Mon Sep 17 00:00:00 2001 From: Ilya Lipatov Date: Fri, 1 Dec 2023 22:38:00 +0400 Subject: [PATCH] lipatov_ilya_lab_7 --- lipatov_ilya_lab_7/README.md | 32 +++++++++++ lipatov_ilya_lab_7/lab7.py | 75 +++++++++++++++++++++++++ lipatov_ilya_lab_7/result.png | Bin 0 -> 104221 bytes lipatov_ilya_lab_7/warandpeace.txt | 85 +++++++++++++++++++++++++++++ 4 files changed, 192 insertions(+) create mode 100644 lipatov_ilya_lab_7/README.md create mode 100644 lipatov_ilya_lab_7/lab7.py create mode 100644 lipatov_ilya_lab_7/result.png create mode 100644 lipatov_ilya_lab_7/warandpeace.txt diff --git a/lipatov_ilya_lab_7/README.md b/lipatov_ilya_lab_7/README.md new file mode 100644 index 0000000..99c01b2 --- /dev/null +++ b/lipatov_ilya_lab_7/README.md @@ -0,0 +1,32 @@ +## Лабораторная работа №7 + +### Рекуррентная нейронная сеть и задача генерации текста + +## Выполнил студент группы ПИбд-41 Липатов Илья + +### Как запустить лабораторную работу: + +* установить python, sklearn, numpy +* запустить проект (стартовая точка класс lab5) + +### Какие технологии использовались: + +* Язык программирования `Python`, библиотеки python, sklearn, numpy +* Среда разработки `PyCharm` + +### Что делает лабораторная работа: + +* Считывает текст из файла +* Преобразует полученный текст в уникальный набор символов +* Генерирует батчи +* Создает и обучает рекуррентную нейронную сеть +* Генерирует текст по завершении заданного количества эпох обучения модели + +### Примеры работы: + +### Результаты: +* PREDICTION: being lifted onto the stretcher, the jolting while being moved, and the probing of his wound at the + +* Для получения текущего результата нейросеть прошла 64 эпохи обучения, снизив свою ошибку с 3.1071 до 0.2261 + +![Result](result.png) \ No newline at end of file diff --git a/lipatov_ilya_lab_7/lab7.py b/lipatov_ilya_lab_7/lab7.py new file mode 100644 index 0000000..7198796 --- /dev/null +++ b/lipatov_ilya_lab_7/lab7.py @@ -0,0 +1,75 @@ +from tensorflow.python.keras.utils.np_utils import to_categorical +from keras.layers import Dense, Dropout, LSTM +from keras.models import Sequential +import numpy as np + +N_EPOCHS = 64 +BATCH_SIZE = 128 +N_UNITS = 256 +DROPOUT_RATE = 0.2 +SEQ_LEN = 100 +PREDICTION_LEN = 100 + + +def prepare_text(text, ids, seq_length): + dataX = [] + dataY = [] + + for i in range(0, len(text) - seq_length, 1): + seq_in = text[i:i + seq_length] + seq_out = text[i + seq_length] + + dataX.append([ids[char] for char in seq_in]) + dataY.append(ids[seq_out]) + + return dataX, dataY + + +def generate_text(model, pattern, chars, n_vocab, prediction_len): + text = "" + + for i in range(prediction_len): + x = np.reshape(pattern, (1, len(pattern), 1)) / float(n_vocab) + prediction = model.predict(x, verbose=0) + index = np.argmax(prediction) + + text += chars[index] + + pattern.append(index) + pattern = pattern[1:len(pattern)] + + return text + +class Model(Sequential): + + def __init__(self, x, y): + super().__init__() + self.add(LSTM(N_UNITS, input_shape=(x.shape[1], x.shape[2]), return_sequences=True)) + self.add(Dropout(DROPOUT_RATE)) + self.add(LSTM(N_UNITS)) + self.add(Dropout(DROPOUT_RATE)) + self.add(Dense(y.shape[1], activation='softmax')) + + def compile_model(self): + self.compile(loss='categorical_crossentropy', optimizer='adam') + + def fit_model(self, x, y, batch_size, epochs): + self.fit(x, y, batch_size, epochs) + + +text = open('warandpeace.txt', 'r', encoding='UTF-8').read().lower() +vocab = sorted(set(text)) +n_vocab = len(vocab) +ids = dict((c, i) for i, c in enumerate(vocab)) +chars = dict((i, c) for i, c in enumerate(vocab)) +dataX, dataY = prepare_text(text=text, ids=ids, seq_length=SEQ_LEN) +n_patterns = len(dataX) +X = np.reshape(dataX, (n_patterns, SEQ_LEN, 1)) +X = X / float(n_vocab) +y = to_categorical(dataY) +model = Model(X, y) +model.compile_model() +model.fit_model(X, y, BATCH_SIZE, N_EPOCHS) +pattern = dataX[np.random.randint(0, len(dataX) - 1)] +prediction = generate_text(model, pattern, chars, n_vocab, PREDICTION_LEN) +print("\nPREDICTION: ", prediction) diff --git a/lipatov_ilya_lab_7/result.png b/lipatov_ilya_lab_7/result.png new file mode 100644 index 0000000000000000000000000000000000000000..51718c6821d835fe95d96cfe93e5c12c9e5c2ea1 GIT binary patch literal 104221 zcmd?RcT`jB*YArJ6#)eS=}J`~Akw6Zh=2%42_RK^?}Qd03eu!Wmk!b-p%Z#jY0_)x z5a|$lhXCO$aJ%>Zz3(`8oIB3BW886X{vjbFYdveO=b6u(-}#v<@U?<8;SH)AczAe( zvNF$=@$jy>;^AEyxONfvkIHt?PdvPLc(TtWR9$sfCJx1;j!s)P*Y)~_8JLx0GK!-T z)3L9!b(9sx%q4?lZeIm4g)@da$8kH>wtTKM;}EqeKjJdg9fIZ? zX9=z^ySvw;Ps?Q~fV2GdBE%_rUH|g|FZrI?g+Cv90#dL1dHfuUt;EW?I)Ufps1ipW*p}T@REd0-p7|oPb)Y5awlc~$fTw^ZTF1k-wi2zV z1L2x|t5mOX)8qi<`v~%9K<{=xq)Kf<@j((Tx}hH@P5&3|F8-~~CYzbL5Cwy}zz6V6&8sgXQOqtY5^^m`Ck~Lwc~Y#>Tv9fndU^)j z>IiKMYTIM%Cc=LSmYvNcCT+Xm0TQEO0#Dost{deXjTfH?+K&C_$VvCjlyVJv3^;_p za#ofY^%SpqM7|mMw!>nYpc=heGk9O^)uCEq*^UK!8Y{v-x?!#0<@R3tt+@V2oFu7} z$Bl3QF(PD9{VJ$y$rm=;i^!B;^^7Eq8Bv;ft5u8BbRQ>?WbpoS`qM4L_FxP31Z`nu 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He did not know how long his unconsciousness lasted. Suddenly he again felt that he was alive and suffering from a burning, lacerating pain in his head. + +“Where is it, that lofty sky that I did not know till now, but saw today?” was his first thought. “And I did not know this suffering either,” he thought. “Yes, I did not know anything, anything at all till now. But where am I?” + +He listened and heard the sound of approaching horses, and voices speaking French. He opened his eyes. Above him again was the same lofty sky with clouds that had risen and were floating still higher, and between them gleamed blue infinity. He did not turn his head and did not see those who, judging by the sound of hoofs and voices, had ridden up and stopped near him. + +It was Napoleon accompanied by two aides-de-camp. Bonaparte riding over the battlefield had given final orders to strengthen the batteries firing at the Augesd Dam and was looking at the killed and wounded left on the field. + +“Fine men!” remarked Napoleon, looking at a dead Russian grenadier, who, with his face buried in the ground and a blackened nape, lay on his stomach with an already stiffened arm flung wide. + +“The ammunition for the guns in position is exhausted, Your Majesty,” said an adjutant who had come from the batteries that were firing at Augesd. + +“Have some brought from the reserve,” said Napoleon, and having gone on a few steps he stopped before Prince Andrew, who lay on his back with the flagstaff that had been dropped beside him. (The flag had already been taken by the French as a trophy.) + +“That’s a fine death!” said Napoleon as he gazed at Bolkónski. + +Prince Andrew understood that this was said of him and that it was Napoleon who said it. He heard the speaker addressed as Sire. But he heard the words as he might have heard the buzzing of a fly. Not only did they not interest him, but he took no notice of them and at once forgot them. His head was burning, he felt himself bleeding to death, and he saw above him the remote, lofty, and everlasting sky. He knew it was Napoleon—his hero—but at that moment Napoleon seemed to him such a small, insignificant creature compared with what was passing now between himself and that lofty infinite sky with the clouds flying over it. At that moment it meant nothing to him who might be standing over him, or what was said of him; he was only glad that people were standing near him and only wished that they would help him and bring him back to life, which seemed to him so beautiful now that he had today learned to understand it so differently. He collected all his strength, to stir and utter a sound. He feebly moved his leg and uttered a weak, sickly groan which aroused his own pity. + +“Ah! He is alive,” said Napoleon. “Lift this young man up and carry him to the dressing station.” + +Having said this, Napoleon rode on to meet Marshal Lannes, who, hat in hand, rode up smiling to the Emperor to congratulate him on the victory. + +Prince Andrew remembered nothing more: he lost consciousness from the terrible pain of being lifted onto the stretcher, the jolting while being moved, and the probing of his wound at the dressing station. He did not regain consciousness till late in the day, when with other wounded and captured Russian officers he was carried to the hospital. During this transfer he felt a little stronger and was able to look about him and even speak. + +The first words he heard on coming to his senses were those of a French convoy officer, who said rapidly: “We must halt here: the Emperor will pass here immediately; it will please him to see these gentlemen prisoners.” + +“There are so many prisoners today, nearly the whole Russian army, that he is probably tired of them,” said another officer. + +“All the same! They say this one is the commander of all the Emperor Alexander’s Guards,” said the first one, indicating a Russian officer in the white uniform of the Horse Guards. + +Bolkónski recognized Prince Repnín whom he had met in Petersburg society. Beside him stood a lad of nineteen, also a wounded officer of the Horse Guards. + +Bonaparte, having come up at a gallop, stopped his horse. + +“Which is the senior?” he asked, on seeing the prisoners. + +They named the colonel, Prince Repnín. + +“You are the commander of the Emperor Alexander’s regiment of Horse Guards?” asked Napoleon. + +“I commanded a squadron,” replied Repnín. + +“Your regiment fulfilled its duty honorably,” said Napoleon. + +“The praise of a great commander is a soldier’s highest reward,” said Repnín. + +“I bestow it with pleasure,” said Napoleon. “And who is that young man beside you?” + +Prince Repnín named Lieutenant Sukhtélen. + +After looking at him Napoleon smiled. + +“He’s very young to come to meddle with us.” + +“Youth is no hindrance to courage,” muttered Sukhtélen in a failing voice. + +“A splendid reply!” said Napoleon. “Young man, you will go far!” + +Prince Andrew, who had also been brought forward before the Emperor’s eyes to complete the show of prisoners, could not fail to attract his attention. Napoleon apparently remembered seeing him on the battlefield and, addressing him, again used the epithet “young man” that was connected in his memory with Prince Andrew. + +“Well, and you, young man,” said he. “How do you feel, mon brave?” + +Though five minutes before, Prince Andrew had been able to say a few words to the soldiers who were carrying him, now with his eyes fixed straight on Napoleon, he was silent.... So insignificant at that moment seemed to him all the interests that engrossed Napoleon, so mean did his hero himself with his paltry vanity and joy in victory appear, compared to the lofty, equitable, and kindly sky which he had seen and understood, that he could not answer him. + +Everything seemed so futile and insignificant in comparison with the stern and solemn train of thought that weakness from loss of blood, suffering, and the nearness of death aroused in him. Looking into Napoleon’s eyes Prince Andrew thought of the insignificance of greatness, the unimportance of life which no one could understand, and the still greater unimportance of death, the meaning of which no one alive could understand or explain. + +The Emperor without waiting for an answer turned away and said to one of the officers as he went: “Have these gentlemen attended to and taken to my bivouac; let my doctor, Larrey, examine their wounds. Au revoir, Prince Repnín!” and he spurred his horse and galloped away. + +His face shone with self-satisfaction and pleasure. + +The soldiers who had carried Prince Andrew had noticed and taken the little gold icon Princess Mary had hung round her brother’s neck, but seeing the favor the Emperor showed the prisoners, they now hastened to return the holy image. + +Prince Andrew did not see how and by whom it was replaced, but the little icon with its thin gold chain suddenly appeared upon his chest outside his uniform. + +“It would be good,” thought Prince Andrew, glancing at the icon his sister had hung round his neck with such emotion and reverence, “it would be good if everything were as clear and simple as it seems to Mary. How good it would be to know where to seek for help in this life, and what to expect after it beyond the grave! How happy and calm I should be if I could now say: ‘Lord, have mercy on me!’... But to whom should I say that? Either to a Power indefinable, incomprehensible, which I not only cannot address but which I cannot even express in words—the Great All or Nothing-” said he to himself, “or to that God who has been sewn into this amulet by Mary! There is nothing certain, nothing at all except the unimportance of everything I understand, and the greatness of something incomprehensible but all-important.” + +The stretchers moved on. At every jolt he again felt unendurable pain; his feverishness increased and he grew delirious. Visions of his father, wife, sister, and future son, and the tenderness he had felt the night before the battle, the figure of the insignificant little Napoleon, and above all this the lofty sky, formed the chief subjects of his delirious fancies. + +The quiet home life and peaceful happiness of Bald Hills presented itself to him. He was already enjoying that happiness when that little Napoleon had suddenly appeared with his unsympathizing look of shortsighted delight at the misery of others, and doubts and torments had followed, and only the heavens promised peace. Toward morning all these dreams melted and merged into the chaos and darkness of unconciousness and oblivion which in the opinion of Napoleon’s doctor, Larrey, was much more likely to end in death than in convalescence. + +“He is a nervous, bilious subject,” said Larrey, “and will not recover.” + +And Prince Andrew, with others fatally wounded, was left to the care of the inhabitants of the district. \ No newline at end of file