{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "ce655bc0", "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'matplotlib.pyplot'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mseaborn\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01msns\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'matplotlib.pyplot'" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import torch\n", "import gpytorch\n", "import matplotlib.style as style\n", "from matplotlib.lines import Line2D\n", "\n", "sns.set_style('white')\n", "palette = [\"#1b4079\", \"#C6DDF0\", \"#50723C\", \"#B9E28C\", \"#8C2155\", \"#AF7595\", \"#E6480F\", \"#FA9500\"]\n", "sns.set(palette = palette, font_scale=2.0, style=\"white\", rc={\"lines.linewidth\": 3.0})\n", "\n", "# import sys\n", "# sys.path.append(\"../\")\n", "from voltron.likelihoods import VolatilityGaussianLikelihood\n", "from voltron.models import SingleTaskVariationalGP\n", "from voltron.kernels import BMKernel, VolatilityKernel\n", "from voltron.models import BMGP, VoltronGP\n", "from voltron.train_utils import TrainVolModel, TrainDataModel" ] }, { "cell_type": "code", "execution_count": 3, "id": "657f2063", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(2019)\n", "torch.random.manual_seed(2019)" ] }, { "cell_type": "code", "execution_count": 4, "id": "3b74d19b", "metadata": {}, "outputs": [], "source": [ "F0 = 10 ## init price\n", "V0 = 0.2 ## init price\n", "mu = 0.05 ## rate of return\n", "\n", "alpha = 1.25\n", "beta = 0.9\n", "rho = -0.2\n", "\n", "T = 1 ## Time of Simulation\n", "steps = 400 ## steps per time\n", "dt = T/(steps) ## delta t\n", "\n", "dW = np.random.normal(0, np.sqrt(dt), steps*T)\n", "dZ = rho * dW + np.sqrt(1 - rho **2) * np.random.normal(0, np.sqrt(dt), steps*T)\n", "\n", "\n", "train_time = time = torch.linspace(0, T, steps-1) + dt\n", "test_time = torch.linspace(T + dt, 1.5*T, int(.5*steps)-1) + dt\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "75e00848", "metadata": {}, "outputs": [], "source": [ "F = np.zeros(steps*T)\n", "V = np.zeros(steps*T)\n", "\n", "F[0] = F0\n", "V[0] = V0\n", "\n", "for t in range(1, steps*T):\n", " F[t] = F[t-1] + V[t-1] * (F[t-1])**beta * dW[t]\n", " V[t] = V[t-1] + alpha * V[t-1]*dZ[t]" ] }, { "cell_type": "code", "execution_count": 6, "id": "e48d8fc7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(dpi=100)\n", "ax.plot(F, label='Price')\n", "ax2 = ax.twinx()\n", "ax2.plot(V, color = palette[1], label='Vol')\n", "\n", "ax.set_ylabel(\"Price\")\n", "ax2.set_ylabel(\"Vol\")\n", "\n", "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", "sns.despine()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "288d4871", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(15, 4))\n", "ax[0].plot(train_time, F[1:])\n", "\n", "\n", "sns.despine()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "8f65bcce", "metadata": {}, "outputs": [], "source": [ "# scaled_returns =np.log(F[1:]/F[:-1])\n", "scaled_returns = (F[1:] - F[:-1]) / (F[:-1]**beta) / dt**0.5" ] }, { "cell_type": "code", "execution_count": 9, "id": "80196f5b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8, 5), dpi=100, facecolor = \"w\")\n", "ax.plot(scaled_returns, label='Log Returns')\n", "ax2 = ax.twinx()\n", "# ax2.plot(V, color=palette[1], label='Volatility')\n", "\n", "ax2.plot(V, color = palette[1], label='Volatility')\n", "\n", "ax.set_ylabel(\"Log Returns\")\n", "ax2.set_ylabel(\"Vol\")\n", "ax.set_xlabel(\"Time\")\n", "fig.legend(bbox_to_anchor=(0.9, 0.9))\n", "sns.despine()\n", "plt.show()\n", "plt.savefig(\"./log-ret-vol.pdf\", bbox_inches = \"tight\")" ] }, { "cell_type": "markdown", "id": "03c76464", "metadata": {}, "source": [ "## Now apply GCPV" ] }, { "cell_type": "code", "execution_count": 10, "id": "468e0fa2", "metadata": {}, "outputs": [], "source": [ "full_x = torch.FloatTensor(np.linspace(0, T, steps-1)) + 1\n", "full_y = torch.FloatTensor(scaled_returns)\n", "\n", "train_x = full_x\n", "train_y = full_y" ] }, { "cell_type": "code", "execution_count": 11, "id": "957b8cf4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/greg_b/miniconda3/envs/rpp/lib/python3.8/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /opt/conda/conda-bld/pytorch_1634272068694/work/aten/src/ATen/native/TensorShape.cpp:2157.)\n", " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" ] } ], "source": [ "likelihood = VolatilityGaussianLikelihood(param=\"exp\")\n", "# likelihood.raw_a.data -= 4.\n", "covar_module = BMKernel()\n", "model = SingleTaskVariationalGP(\n", " init_points=train_x.view(-1,1), likelihood=likelihood, use_piv_chol_init=False,\n", " mean_module = gpytorch.means.ConstantMean(), covar_module=covar_module, \n", " learn_inducing_locations=False, use_whitened_var_strat=False\n", ")\n", "model.initialize_variational_parameters(likelihood, train_x, y=train_y)\n", "# model.mean_module.constant.data *= 0." ] }, { "cell_type": "code", "execution_count": 12, "id": "c5dbb008", "metadata": {}, "outputs": [], "source": [ "# this is for running the notebook in our testing framework\n", "import os\n", "smoke_test = ('CI' in os.environ)\n", "training_iterations = 2 if smoke_test else 500\n", "\n", "\n", "# Find optimal model hyperparameters\n", "model.train()\n", "likelihood.train()\n", "\n", "# Use the adam optimizer\n", "optimizer = torch.optim.Adam([\n", " {\"params\": model.parameters()}, \n", " # {\"params\": likelihood.parameters(), \"lr\": 0.1}\n", "], lr=0.01)\n", "\n", "# \"Loss\" for GPs - the marginal log likelihood\n", "# num_data refers to the number of training datapoints\n", "mll = gpytorch.mlls.VariationalELBO(likelihood, model, train_y.numel(), combine_terms = True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "5311636c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(-12.3532, grad_fn=)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output = model(train_x)\n", "mll(output, train_y)" ] }, { "cell_type": "code", "execution_count": 14, "id": "e62bce07", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iter 1/500 - Loss: 12.353\n", "Iter 51/500 - Loss: -0.448\n", "Iter 101/500 - Loss: -0.556\n", "Iter 151/500 - Loss: -0.575\n", "Iter 201/500 - Loss: -0.577\n", "Iter 251/500 - Loss: -0.577\n", "Iter 301/500 - Loss: -0.577\n", "Iter 351/500 - Loss: -0.577\n", "Iter 401/500 - Loss: -0.577\n", "Iter 451/500 - Loss: -0.577\n" ] } ], "source": [ "print_every = 50\n", "for i in range(training_iterations):\n", " # Zero backpropped gradients from previous iteration\n", " optimizer.zero_grad()\n", " # Get predictive output\n", " with gpytorch.settings.num_gauss_hermite_locs(75):\n", " output = model(train_x)\n", " # Calc loss and backprop gradients\n", " loss = -mll(output, train_y)\n", " loss.backward()\n", " if i % print_every == 0:\n", " print('Iter %d/%d - Loss: %.3f' % (i + 1, training_iterations, loss.item()))\n", " optimizer.step()" ] }, { "cell_type": "code", "execution_count": 15, "id": "68487803", "metadata": {}, "outputs": [], "source": [ "model.eval();\n", "likelihood.eval();\n", "predictive = model(full_x)\n", "pred_scale = likelihood(predictive, return_gaussian=False).scale.mean(0).detach()" ] }, { "cell_type": "code", "execution_count": 16, "id": "73bf11d5", "metadata": {}, "outputs": [], "source": [ "samples = likelihood(predictive, return_gaussian=False).scale.detach()" ] }, { "cell_type": "code", "execution_count": 17, "id": "92518492", "metadata": {}, "outputs": [], "source": [ "time = torch.linspace(0, T, steps-1)" ] }, { "cell_type": "code", "execution_count": 18, "id": "607e22a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10, 5), dpi=100, facecolor = \"w\")\n", "plt.plot(time, V[1:], label = \"Actual\", color = palette[0], alpha=0.75)\n", "plt.plot(time, pred_scale, label = \"Posterior Mean\", color = palette[-2])\n", "# plt.plot(time, samples.t(), color=palette[3], alpha=0.2, label = \"Posterior Samples\")\n", "plt.plot(time, samples[0], color = palette[-1], alpha = 0.4, label = \"Posterior Samples\")\n", "plt.plot(time, samples[1:3].t(), color = palette[-1], alpha = 0.4)\n", "# plt.plot(time, V[1:], label = \"Actual\", color = palette[0])\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"sigma(t)\")\n", "plt.legend(ncol = 3, loc = \"upper center\", bbox_to_anchor = (0.45, -0.2))\n", "\n", "# fig.legend()\n", "sns.despine()\n", "plt.show()\n", "# plt.savefig(\"sabr_vol.pdf\", bbox_inches = \"tight\")" ] }, { "cell_type": "markdown", "id": "6fadf88e", "metadata": {}, "source": [ "# Plotting" ] }, { "cell_type": "markdown", "id": "4c2f40c5", "metadata": {}, "source": [ "## Tutorial Plots" ] }, { "cell_type": "code", "execution_count": 19, "id": "536d642b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(20, 4))\n", "plt.subplots_adjust(wspace=0.3)\n", "ax[0].plot(train_time, F[1:], c=palette[0])\n", "ax[0].set_xlabel(\"Time\")\n", "ax[0].set_ylabel(\"Price\")\n", "ax[0].set_title(\"Price Movements\")\n", "\n", "ax[1].plot(train_time, train_y, c=palette[0])\n", "ax[1].set_xlabel(\"Time\")\n", "ax[1].set_ylabel(\"Returns\")\n", "ax[1].set_title(\"Returns\")\n", "\n", "# ax[2].plot(train_time, V[1:], c=palette[-2])\n", "ax[2].plot(train_time, V[1:], c=palette[-2])\n", "ax2 = ax[2].twinx()\n", "ax2.plot(train_time, train_y, c=palette[0], alpha=0.25)\n", "ax2.set_ylabel(\"Returns\")\n", "ax[2].set_xlabel(\"Time\")\n", "ax[2].set_ylabel(\"Volatiltiy\")\n", "ax[2].set_title(\"Volatility\")\n", "\n", "\n", "sns.despine()\n", "plt.savefig(\"./tutorial-vol.pdf\", bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4de0e5b9", "metadata": {}, "source": [ "## Example Plot" ] }, { "cell_type": "code", "execution_count": 20, "id": "f6bb9b6d", "metadata": {}, "outputs": [], "source": [ "sample = likelihood(predictive, return_gaussian=False).scale.detach()[0, :]" ] }, { "cell_type": "code", "execution_count": 21, "id": "7a5ab527", "metadata": { "tags": [] }, "outputs": [], "source": [ "vmod, vlh = TrainVolModel(train_time, sample)\n", "dmod, dlh = TrainDataModel(train_time, torch.FloatTensor(F)[1:], vmod, vlh, sample)" ] }, { "cell_type": "code", "execution_count": 22, "id": "32b6ae05", "metadata": {}, "outputs": [], "source": [ "# vmod.eval();\n", "# nvol = 10\n", "# vol_samples = vmod(test_time).sample(torch.Size((nvol,))).T.detach().exp()\n", "# train_vol_samples = vmod(train_time).sample(torch.Size((10,))).T.detach().exp()" ] }, { "cell_type": "code", "execution_count": 23, "id": "e14743ca", "metadata": {}, "outputs": [], "source": [ "dmod.eval();\n", "dlh.eval();\n", "dmod.vol_model.eval();\n", "\n", "nvol = 8\n", "npx = 1\n", "px_paths = torch.zeros(npx*nvol, test_time.shape[0])\n", "vol_paths = torch.zeros(nvol, test_time.shape[0])\n", "\n", "for vidx in range(nvol):\n", "# print(vidx)\n", " vol_pred = dmod.vol_model(test_time).sample().exp()\n", " vol_paths[vidx, :] = vol_pred.detach()\n", " \n", " px_pred = dmod.GeneratePrediction(test_time, vol_pred, npx).exp()\n", " px_paths[vidx*npx:(vidx*npx + npx), :] = px_pred.detach().T" ] }, { "cell_type": "code", "execution_count": 24, "id": "a0d66a40", "metadata": {}, "outputs": [], "source": [ "def FormatAx(ax):\n", " ax.set_xlim(0, test_time.max())\n", "# ax.axvline(train_time.max(), ls=\"--\", c='k', lw=0.5)" ] }, { "cell_type": "code", "execution_count": 32, "id": "e5ac3139", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 1, figsize = (8, 10), dpi=100, facecolor = \"w\")\n", "plt.subplots_adjust(hspace=0.3)\n", "\n", "## vol & log return plot ##\n", "ax[0].plot(train_time, F[1:], label='Data', alpha=0.8)\n", "ax2 = ax[0].twinx()\n", "ax2.plot(train_time, V[1:], color = palette[1], label='Volatility')\n", "ax[0].set_ylabel(\"Y\")\n", "ax2.set_ylabel(\"Vol\")\n", "# ax[0].legend(bbox_to_anchor=(0.9, 0.9))\n", "\n", "custom_lines = [Line2D([0], [0], color=palette[0], lw=2., alpha=0.8,label=\"Data\"),\n", " Line2D([0], [0], color=palette[1], lw=2., label=\"Volatility\")]\n", "\n", "ax[0].legend(handles=custom_lines,loc=\"upper right\", bbox_to_anchor=(1.07, 1.), \n", " frameon=False, fontsize=18)\n", "\n", "\n", "\n", "## Vol and Forecast Plot ##\n", "ax[1].plot(train_time, V[1:], color = palette[1], alpha=0.75, label=\"True Vol.\")\n", "ax[1].plot(train_time, sample, color = palette[-2], label = \"Learned Vol.\")\n", "# ax[1].plot(test_time, vol_samples[:, 0], color=palette[-1], label=\"Pred Vol.\")\n", "ax[1].plot(test_time, vol_paths[0, :].T, color=palette[-1], alpha=0.5, label=\"Predicted Vol.\")\n", "ax[1].plot(test_time, vol_paths[1:, :].T, color=palette[-1], alpha=0.5)\n", "ax[1].set_ylabel(\"Vol\")\n", "ax[1].legend(loc=\"upper right\", bbox_to_anchor=(0.8, 1.1), frameon=False, fontsize=18)\n", "# ax[1].legend(ncol = 3, loc = \"upper center\", bbox_to_anchor = (0.45, -0.2))\n", "\n", "## Price and Forecast Plot ##\n", "ax[2].plot(train_time, F[1:], color=palette[0], alpha=0.8, label=\"Data\")\n", "ax[2].plot(test_time, px_paths[1:10, :].T, color=palette[2], alpha=0.7)\n", "ax[2].plot(test_time, px_paths[0, :].T, color=palette[2], alpha=0.7, label=\"Predictions\")\n", "ax[2].set_ylabel(\"Y\")\n", "ax[2].set_xlabel(\"X\")\n", "ax[2].legend(loc=\"upper right\", bbox_to_anchor=(0.5, 1.1), frameon=False, fontsize=18)\n", "## General Adjustments ##\n", "FormatAx(ax[0])\n", "FormatAx(ax[1])\n", "FormatAx(ax[2])\n", "\n", "\n", "# fig.legend()\n", "sns.despine()\n", "plt.savefig(\"./ret-vol-px.pdf\", bbox_inches = \"tight\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "2c915437", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }