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Created November 23, 2021 08:27
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random.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "random.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyP8KYPrqbLFPwCjNAehZNvC",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/timeseries-ru/bf3030ac46227695e251d635d04ab8f9/random.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XlcQtG1rnJsM"
},
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "eg115VB_nczj",
"outputId": "cb58da21-ff0d-4d1c-f052-31df63b1c0ff"
},
"source": [
"!pip install pfhedge"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: pfhedge in /usr/local/lib/python3.7/dist-packages (0.13.1)\n",
"Requirement already satisfied: tqdm<5.0.0,>=4.59.0 in /usr/local/lib/python3.7/dist-packages (from pfhedge) (4.62.2)\n",
"Requirement already satisfied: torch<2.0.0,>=1.9.0 in /usr/local/lib/python3.7/dist-packages (from pfhedge) (1.9.0+cu102)\n",
"Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch<2.0.0,>=1.9.0->pfhedge) (3.7.4.3)\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "yTTYqXpQnj-w"
},
"source": [
"import torch\n",
"from pfhedge.stochastic import generate_geometric_brownian, generate_heston"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "mG7esfCSnxQQ",
"outputId": "e8a9f4b9-fb29-4bd8-90ed-9d7cece39e2f"
},
"source": [
"length = 100\n",
"views = 5000\n",
"\n",
"gbm_paths = generate_geometric_brownian(views, length, sigma=0.15, dt=1/length)\n",
"for index in range(10):\n",
" sns.lineplot(\n",
" x=range(length), \n",
" y=gbm_paths[index], \n",
" color='steelblue',\n",
" alpha=0.2\n",
" );"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dHJCajQ_ovYA",
"outputId": "1e5b91cf-cb34-4a47-d6c0-94e50ec3e7a9"
},
"source": [
"sigma_estimate = np.sqrt(\n",
" np.log(gbm_paths[:, -1].numpy().var() + 1)\n",
")\n",
"sigma_estimate"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.15146416535156465"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "DmFe2SzJzrW6",
"outputId": "229b5005-32a1-4aa2-c24e-65132575fe60"
},
"source": [
"paths, volatilities = generate_heston(\n",
" views, length, dt=1 / length, kappa=1, theta=1, sigma=1, rho=-0.5\n",
")\n",
"\n",
"for path in paths[:10]:\n",
" sns.lineplot(x=range(length), y=path);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wSggthYC0oz8",
"outputId": "b52f4ae8-ac61-40e4-d756-0098eb2c59f2"
},
"source": [
"from tqdm import tqdm \n",
"X, y = [], []\n",
"size = 7500\n",
"scale = 4\n",
"steps = 4\n",
"\n",
"torch.manual_seed(1)\n",
"\n",
"for _ in tqdm(range(size), position=0, leave=True):\n",
" params = (torch.rand(4) * 0.8 + 0.1) * scale\n",
" params[-1] *= -1 / scale\n",
" path = generate_heston(\n",
" steps, length, dt=1 / length,\n",
" kappa=params[0],\n",
" theta=params[1],\n",
" sigma=params[2],\n",
" rho=params[3]\n",
" )[0][0]\n",
" X += [path]\n",
" y += [params]"
],
"execution_count": null,
"outputs": [
{
"metadata": {
"tags": null
},
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 7500/7500 [04:31<00:00, 27.62it/s]\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3A7YM2vz3Sqd",
"outputId": "e272f2aa-91a6-4a70-f56c-9334dc705df1"
},
"source": [
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"\n",
"class Net(nn.Module):\n",
" def __init__(self):\n",
" super(Net, self).__init__()\n",
" self.linear1 = nn.Linear(length, 348)\n",
" self.drop1 = nn.Dropout(p=0.1)\n",
" self.linear2 = nn.LazyLinear(348)\n",
" self.drop2 = nn.Dropout(p=0.1)\n",
" self.linear3 = nn.LazyLinear(4)\n",
"\n",
" def forward(self, x):\n",
" x = self.drop1(F.relu(self.linear1(x)))\n",
" x = self.drop2(F.relu(self.linear2(x)))\n",
" return self.linear3(x)\n",
"\n",
"\n",
"net = Net()\n",
"net"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Net(\n",
" (linear1): Linear(in_features=100, out_features=348, bias=True)\n",
" (drop1): Dropout(p=0.1, inplace=False)\n",
" (linear2): LazyLinear(in_features=0, out_features=348, bias=True)\n",
" (drop2): Dropout(p=0.1, inplace=False)\n",
" (linear3): LazyLinear(in_features=0, out_features=4, bias=True)\n",
")"
]
},
"metadata": {},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "aUEvEeK5nURy"
},
"source": [
"X = torch.cat(X, dim=0).reshape(-1, length)\n",
"y = torch.cat(y, dim=0).reshape(-1, 4)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_DmAbcYm6ScD",
"outputId": "8c209685-29ec-4d88-a4d6-ec1f5d45c389"
},
"source": [
"test = 3000\n",
"batch = 150\n",
"\n",
"from torch.optim import adam\n",
"optimizer = adam.Adam(net.parameters(), lr=1e-4) # yes\n",
"\n",
"criterion = nn.MSELoss()\n",
"metric = nn.L1Loss()\n",
"\n",
"for epoch in range(201):\n",
" indices = np.arange(size - test)\n",
" np.random.shuffle(indices)\n",
" for index in range(batch, size - test, batch):\n",
" inputs = X[indices[index - batch:index]]\n",
" target = y[indices[index - batch:index]]\n",
" optimizer.zero_grad()\n",
" output = net(inputs)\n",
" loss = criterion(output, target)\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" if epoch % 20 == 0:\n",
" with torch.no_grad():\n",
" mae_test = metric(y[-test:], net(X[-test:])).item()\n",
" mae_train = metric(y[:-test], net(X[:-test])).item()\n",
" print(\n",
" \"%03d\" % epoch,\n",
" 'train mae %.5f' % mae_train,\n",
" 'test mae %.5f' % mae_test\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"000 train mae 0.91871 test mae 0.90690\n",
"020 train mae 0.61916 test mae 0.61983\n",
"040 train mae 0.60304 test mae 0.60506\n",
"060 train mae 0.59125 test mae 0.59564\n",
"080 train mae 0.58421 test mae 0.59212\n",
"100 train mae 0.58095 test mae 0.59135\n",
"120 train mae 0.57657 test mae 0.58767\n",
"140 train mae 0.57199 test mae 0.58737\n",
"160 train mae 0.56805 test mae 0.58350\n",
"180 train mae 0.56422 test mae 0.58520\n",
"200 train mae 0.55922 test mae 0.58468\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "7vnMkAsS_YCv",
"outputId": "128f04f8-06f9-4183-a1b6-6fe55459a16a"
},
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"figure, axes = plt.subplots(nrows=2, ncols=2, figsize=(10,10))\n",
"for index in range(4):\n",
" row = index // 2\n",
" column = index % 2\n",
" axes[row, column].set_title(\"%s\" % [\n",
" 'kappa', 'theta', 'sigma', 'rho'\n",
" ][index])\n",
" sns.distplot(y[:, index], label='true', ax=axes[row, column], kde=True);\n",
" with torch.no_grad():\n",
" sns.distplot(\n",
" net(X)[:, index], label='pred', ax=axes[row, column], kde=True\n",
" );"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "KSVegoRMHEry",
"outputId": "f3e76e3d-37e8-4ff9-fbd4-ea85010030c9"
},
"source": [
"with torch.no_grad():\n",
" preds = net(paths.reshape(-1, length))\n",
"\n",
"params = preds.mean(dim=0).numpy()\n",
"params"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([ 1.6943972, 1.5331496, 2.1153429, -0.5112118], dtype=float32)"
]
},
"metadata": {},
"execution_count": 21
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "B1Hn07YpH16h",
"outputId": "bf54e970-986b-4d99-e2cb-e678e5a2746c"
},
"source": [
"torch.manual_seed(1)\n",
"sns.lineplot(\n",
" x=range(length),\n",
" y=generate_heston(\n",
" 1, length, dt=1/length,\n",
" kappa=1, theta=1, sigma=1, rho=-0.5\n",
" )[0][0]\n",
");\n",
"torch.manual_seed(1)\n",
"sns.lineplot(\n",
" x=range(length),\n",
" y=generate_heston(\n",
" 1, length, dt=1/length,\n",
" kappa=params[0], theta=params[1], sigma=params[2], rho=params[3]\n",
" )[0][0]\n",
");"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 738
},
"id": "oCjdAbEZLlKw",
"outputId": "200aa283-be3c-47ac-f3ba-213f3849eb1e"
},
"source": [
"figure, axes = plt.subplots(nrows=4, ncols=4, figsize=(16, 16))\n",
"for index in range(4 * 4):\n",
" axis = axes[index // 4, index % 4]\n",
" torch.manual_seed(index + 1)\n",
" params = 1 + torch.rand(4)\n",
" params[-1] = 1 - params[-1]\n",
" kappa, theta, sigma, rho = tuple(params.numpy())\n",
" torch.manual_seed(index * 2)\n",
" current = generate_heston(\n",
" 1, length, dt=1 / length,\n",
" kappa=kappa, theta=theta, sigma=sigma, rho=rho\n",
" )[0]\n",
" axis.set_title(\"%.2f, %.2f, %.2f, %.2f\" % tuple(params.numpy()))\n",
" sns.lineplot(range(length), current[0], ax=axis);\n",
" with torch.no_grad():\n",
" pred = tuple(net(current.reshape(-1, length)).numpy().mean(axis=0))\n",
" torch.manual_seed(index * 2)\n",
" compared = generate_heston(\n",
" 1, length, dt=1 / length,\n",
" kappa=pred[0], theta=pred[1], sigma=pred[2], rho=pred[3]\n",
" )[0][0]\n",
" sns.lineplot(range(length), compared, ax=axis);"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1152 with 16 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
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