diff --git a/code/main.ipynb b/code/main.ipynb deleted file mode 100644 index 7680484..0000000 --- a/code/main.ipynb +++ /dev/null @@ -1,414 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "ffeabcf9-be7d-4a84-aac1-dc695856ae9d", - "metadata": {}, - "source": [ - "# Подключение библиотек" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "ef84509e-4643-4a1d-a534-a003ed3043b6", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "\n", - "import torch\n", - "from torch import nn\n", - "import statsmodels.api as sm\n", - "\n", - "import os\n", - "import sys\n", - "module_path = os.path.abspath(os.path.join('..'))\n", - "if module_path not in sys.path:\n", - " sys.path.append(module_path)\n", - "\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import torchsde" - ] - }, - { - "cell_type": "markdown", - "id": "6af116e9-5d82-4268-8a9b-a82532a721bd", - "metadata": {}, - "source": [ - "# Генерация сэмпла" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "a2c1732b-a82c-4245-ac75-5d25c23a5624", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "N = 50\n", - "samples = np.arange(N)\n", - "\n", - "sinuses = np.sin(samples) # синусы\n", - "\n", - "X = sinuses + np.random.normal(loc=0, scale=1, size=N)\n", - "Y = sinuses + np.random.normal(loc=0, scale=1, size=N)\n", - "Z = sinuses + np.random.uniform(low=0, high=1, size=N)\n", - "\n", - "vals = X\n", - "vals = np.append(vals, Z)\n", - "vals = np.append(vals, Y)\n", - "\n", - "vals_size = 3 * N\n", - "\n", - "plt.title('Пример тестовой выборки')\n", - "plt.plot(np.arange(vals_size), vals, label='тестовая выборка')\n", - "plt.legend()\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "id": "b24d7025-62df-409d-aa3e-12ca66b9dba5", - "metadata": {}, - "source": [ - "# Настройка класса модели Neural SDE" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "3e8196d4-30b1-45da-980b-f98a3d32bf60", - "metadata": {}, - "outputs": [], - "source": [ - "brownian_size = 2\n", - "state_size = vals_size\n", - "batch_size = 50 # 50 прогнозов одномерного временного ряда из N элементов\n", - "\n", - "class SDE(torch.nn.Module):\n", - " noise_type = 'general'\n", - " sde_type = 'stratonovich'\n", - "\n", - " def __init__(self):\n", - " super().__init__()\n", - " self.mu = torch.nn.Linear(state_size, \n", - " state_size, dtype=float)\n", - " self.sigma = torch.nn.Linear(state_size, \n", - " state_size * brownian_size, dtype=float)\n", - " self.gamma = nn.Parameter(torch.tensor(0.1), requires_grad=True)\n", - " \n", - " # Drift\n", - " def f(self, t, y):\n", - " return torch.cos(t) * self.mu(y) # shape (batch_size, state_size)\n", - "\n", - " # Diffusion\n", - " def g(self, t, y):\n", - " return torch.exp(-self.gamma * t) * self.sigma(y).view(batch_size, \n", - " state_size, \n", - " brownian_size)\n", - "\n", - "if torch.cuda.is_available():\n", - " device = torch.device('cuda')\n", - "else:\n", - " device = torch.device('cpu')\n", - "\n", - "sde = SDE().to(device)" - ] - }, - { - "cell_type": "markdown", - "id": "563b93aa-0f7f-4081-a74d-cb9ebfcd1920", - "metadata": {}, - "source": [ - "# Определение вспомогательных функций для проведения эксперимента" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "2cf907ca-0454-47e7-902b-7b438cb60486", - "metadata": {}, - "outputs": [], - "source": [ - "def train_SDE(model, values, iters_cnt_for_study):\n", - " t_size = len(values)\n", - "\n", - " ts = torch.linspace(0, 1, t_size).to(device) # разметка временного диапазона\n", - " y0 = torch.from_numpy(np.tile(vals, batch_size)).view(batch_size, state_size).to(device) # начальная точка временного ряда\n", - " optimizer = torch.optim.SGD(sde.parameters(), lr=0.01)\n", - "\n", - " losses = np.array([], dtype=float)\n", - " for i in range(iters_cnt_for_study):\n", - " predict = torchsde.sdeint_adjoint(sde, y0, ts) \n", - " target = torch.tensor(values)\n", - " loss = ((target - predict) ** 2).mean()\n", - "\n", - " losses = np.append(losses, loss.detach().numpy())\n", - " \n", - " loss.backward()\n", - " optimizer.step() # обновляем параметры сети\n", - " optimizer.zero_grad() # обнуляем посчитанные градиенты параметров\n", - " return losses\n", - "\n", - "def predict_SDE(model, values, window_size):\n", - " t_size = len(values)\n", - " \n", - " hankel_matrix = []\n", - " cur_row = values\n", - " hankel_matrix.append(cur_row)\n", - " \n", - " for step in range(window_size):\n", - " ts = torch.linspace(0, 1, t_size).to(device) # разметка временного диапазона\n", - " y0 = torch.from_numpy(np.tile(cur_row, batch_size)).view(batch_size, state_size).to(device) # начальная точка временного ряда\n", - " \n", - " predict = torchsde.sdeint_adjoint(sde, y0, ts) \n", - " target = torch.tensor(values) \n", - "\n", - " ys = predict\n", - " ts = ts.cpu()\n", - "\n", - " \n", - " avg = np.mean(np.mean(np.array([sample.detach().cpu().numpy() for i, sample in enumerate(ys)], dtype=float), axis=0), axis=0)\n", - " cur_row = np.roll(cur_row, -1)\n", - " cur_row[-1] = avg[-1]\n", - "\n", - " hankel_matrix.append(cur_row)\n", - "\n", - "\n", - " return np.array(hankel_matrix) \n", - "\n", - "def get_params_from_hankel(hankel_matrix):\n", - " len_vals = len(hankel_matrix[0])\n", - " window_size = len(hankel_matrix)\n", - "\n", - " original = hankel_matrix[0]\n", - " prediction =hankel_matrix[-1][(len_vals - window_size):]\n", - "\n", - " hank = hankel_matrix.transpose()\n", - " means = np.mean(hank, axis=1)\n", - " dysps = np.mean(hank ** 2, axis = 1) - means ** 2\n", - " \n", - " return original, prediction, means, dysps" - ] - }, - { - "cell_type": "markdown", - "id": "b7146a00-b65f-49ab-be4d-e255f85bcb0e", - "metadata": {}, - "source": [ - "# Обучение модели на временном ряду" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "7a88ec55-5d1e-4d3c-91f6-c5f7d4a2afc6", - "metadata": {}, - "outputs": [], - "source": [ - "losses = train_SDE(sde, vals, 100)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "08086549-a3cf-49c4-b30a-f60865433542", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (12, 13))\n", - "\n", - "plt.plot(np.arange(len(losses)), losses, label='временной ряд')\n", - "\n", - "plt.title('Зависимость ошибки NeuralSDE от числа итераций обучения')\n", - "plt.xlabel('номер итерации')\n", - "plt.ylabel('величина ошибки')\n", - "plt.legend()\n", - "plt.grid()" - ] - }, - { - "cell_type": "markdown", - "id": "f1b672bb-7d3c-425e-ac56-90dfb87e82b1", - "metadata": {}, - "source": [ - "# Построение/визуализация прогнозов. Нахождение точек разладки" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "id": "f4dbe0c8-1380-4272-9fd5-b46de719854e", - "metadata": {}, - "outputs": [], - "source": [ - "def search_breakdown_points(trained_model, values, window_size):\n", - " Hankel_Mat = predict_SDE(sde, vals, window_size)\n", - " orig, cont, means, dysps = get_params_from_hankel(Hankel_Mat)\n", - " \n", - " points_x = np.array([], dtype=float)\n", - " points_y = np.array([], dtype=float)\n", - " cnt_points = 0\n", - " \n", - " for i in range(len(orig)):\n", - " if (orig[i] < means[i] - dysps[i] or orig[i] > means[i] + dysps[i]):\n", - " points_x = np.append(points_x, i)\n", - " points_y = np.append(points_y, orig[i])\n", - " cnt_points += 1\n", - " \n", - " return cnt_points, points_x, points_y" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "id": "09f8d257-e310-409d-9637-20e4137e1132", - "metadata": {}, - "outputs": [], - "source": [ - "window_sizes = np.arange(5, 80, 15)\n", - "\n", - "counts = np.array([], dtype=float)\n", - "p_x = []\n", - "p_y = []\n", - "\n", - "for w in window_sizes:\n", - " cnt, px_t, py_t = search_breakdown_points(sde, vals, w)\n", - " \n", - " counts = np.append(counts, cnt)\n", - " p_x.append(px_t)\n", - " p_y.append(py_t)" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "3a8cebc5-b39a-4293-9482-7e314e17ea12", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize = (12, 13))\n", - "\n", - "plt.plot(window_sizes, counts, label='число точек разладки')\n", - "\n", - "\n", - "plt.title('Зависимость оценки числа точек разладки от ширины окна')\n", - "plt.xlabel('ширина окна')\n", - "plt.ylabel('число точек разладки')\n", - "plt.legend()\n", - "plt.grid()" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "fb59b42d-1f1c-4edc-b564-9718b655ab26", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Итого для проведения эксперимента выбрана ширина окна 50 как самая стабильная.\n" - ] - } - ], - "source": [ - "final_window_size = window_sizes[np.argmin(counts)]\n", - "print('Итого для проведения эксперимента выбрана ширина окна',str(final_window_size),'как самая стабильная.')" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "d0e8d746-5724-43f2-ab52-e7015b123f2d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Hankel_Mat = predict_SDE(sde, vals, final_window_size)\n", - "orig, cont, means, dysps = get_params_from_hankel(Hankel_Mat)\n", - "\n", - "plt.figure(figsize = (12, 13))\n", - "\n", - "plt.plot(np.arange(len(orig)), orig, label='временной ряд')\n", - "plt.plot(np.arange(len(cont)) + len(orig) - 1, cont, label='его продолжение')\n", - "plt.fill_between(np.arange(len(orig)), m - d, m + d, color='green',alpha=0.1, label='довер.инт.')\n", - "plt.scatter(p_x[np.argmin(counts)], p_y[np.argmin(counts)], label='кандидаты в точки разладки')\n", - "\n", - "plt.title('Конечный анализ временного ряда')\n", - "plt.xlabel('номер элемента')\n", - "plt.ylabel('значение')\n", - "plt.legend()\n", - "plt.grid()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}