From b45416ae7f0e7701e9e069b6d42042faf3a87309 Mon Sep 17 00:00:00 2001 From: simaki Date: Wed, 23 Mar 2022 18:04:27 +0900 Subject: [PATCH] Release/0.19.1 (#558) * ENH: Add `autogreek.gamma_from_delta` (close #397) (#552) * ENH: Analytical BS European binary formulas (#437) (#553) * ENH: Analytical BS American binary formulas (#437) (#554) * DOC: Add notes on analytic formulas of price and greeks (#556) * DOC: Fix notebook and clear outputs (close #402) (#557) * DOC: Fix typo in `generate_local_volatility_process` (#551) * Bumping version from 0.19.0 to 0.19.1 (#559) Co-authored-by: GitHub Actions Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: GitHub Actions --- .gitignore | 1 + docs/notes/american_binary.tex | 113 ++++++++ docs/notes/european_binary.tex | 93 +++++++ examples/example_readme.ipynb | 362 ++++++------------------- pfhedge/autogreek.py | 26 ++ pfhedge/nn/functional.py | 110 +++++--- pfhedge/stochastic/local_volatility.py | 2 +- pfhedge/version.py | 2 +- pyproject.toml | 2 +- tests/test_autogreek.py | 16 ++ 10 files changed, 398 insertions(+), 329 deletions(-) create mode 100644 docs/notes/american_binary.tex create mode 100644 docs/notes/european_binary.tex diff --git a/.gitignore b/.gitignore index 138f1a5c..b3cec059 100644 --- a/.gitignore +++ b/.gitignore @@ -2,6 +2,7 @@ poetry.lock docs/source/generated/ examples/output/* !examples/output/.gitkeep +docs/notes/*.pdf # Byte-compiled / optimized / DLL files __pycache__/ diff --git a/docs/notes/american_binary.tex b/docs/notes/american_binary.tex new file mode 100644 index 00000000..7acdd598 --- /dev/null +++ b/docs/notes/american_binary.tex @@ -0,0 +1,113 @@ +\documentclass{article} +\usepackage{amsmath} +\usepackage{amssymb} +\usepackage{color} +\usepackage[breaklinks,colorlinks=true]{hyperref} + +\definecolor{Blue}{RGB}{0,122,255} +\hypersetup{colorlinks,breaklinks,urlcolor=Blue,linkcolor=Blue,citecolor=Blue,urlcolor=Blue} + +\def\Pr{\mathop{\mathbb{P}}} +\newcommand\Ex{\mathop{\mathbb{E}}} +\newcommand\br[1]{\left(#1\right)} +\newcommand\bbr[1]{\left[#1\right]} +\newcommand\cbr[1]{\left\{#1\right\}} +\newcommand\pd[2]{\frac{\partial #1}{\partial #2}} + + +\begin{document} + +\title{Price and greeks of American binary option} +\date{} + +\maketitle + + +Consider an asset with spot price $S = \{S_t; 0 \leq t \leq T\}$ following geometric Brownian motion of volatility $\sigma$. + +An American binary call option with strike $K$ and maturity $T$ pays off +\begin{align} + \text{Payoff} + = 1_{\max\{S_t; 0 \leq t \leq T\} \geq K} , +\end{align} +where +$1_{\max\{S_t; 0 \leq t \leq T\} \geq K}$ is an indicator function. + + +\section*{Price} + + +Let $W = \{W_t; 0 \leq t \leq T\}$ be Brownian motion driving $S$. +We define the cumulative maximum of $W$ by $M_t = \max\{W_u; 0 \leq u \leq t\}$ and +consider $\hat M_t = M_t - \frac12 \sigma t$. +According to Corollary 7.2.2 of Ref.~\cite{shreve}, if $S_0 < K$, +\begin{align} + \Pr[\hat M_t \geq m] + = 1 - N\br{\frac{m}{\sqrt{t}} + \frac12 \sigma \sqrt{t}} + + e^{-\sigma m} N\br{-\frac{m}{\sqrt{t}} + \frac12 \sigma \sqrt{t}} , +\end{align} +where +$N$ is the cumulative distribution function of the normal distribution. +A condition to get the payoff of unity, $\max\{S_t; 0 \leq t \leq T\} \geq K$, is equivalent to $\hat M_T \geq - \sigma^{-1} \log(S_0 / K)$. +Therefore, the price of the American binary call option is given by +$1$ if $S_0 \geq K$ and otherwise +\begin{align} + \text{Price} + & = \Ex[1_{\max\{S_t; 0 \leq t \leq T\} \geq K}] \notag \\ + & = \Pr\bbr{\hat M_T \geq - \frac{1}{\sigma}\log\br{\frac{S_0}{K}}} \notag \\ + & = 1 - N\br{- \frac{\log(S_0 / K)}{\sigma \sqrt{T}} + \frac12 \sigma \sqrt{T}} + + N\br{\frac{\log(S_0 / K)}{\sigma \sqrt{T}} + \frac12 \sigma \sqrt{T}} + \notag \\ + & = N(d_2) + \frac{S_0}{K} N(d_1) , +\end{align} +where +\begin{align} + d_1 + = \frac{\log (S_0 / K)}{\sigma \sqrt{T}} + \frac12 \sigma \sqrt{T} , + \quad + d_2 + = \frac{\log (S_0 / K)}{\sigma \sqrt{T}} - \frac12 \sigma \sqrt{T} . +\end{align} + + +\section*{Delta} + + +Delta is given by +$0$ if $S_0 \geq K$ and otherwise +\begin{align} + \text{Delta} + = \frac{N^\prime(d_2)}{S_0 \sigma \sqrt{T}} + + \frac{N(d_1)}{K} + + \frac{N^\prime(d_1)}{K \sigma \sqrt{T}} , +\end{align} +where +we used a derivative $\partial d_1 / \partial S_0 = \partial d_2 / \partial S_0 = 1 / (S_0 \sigma \sqrt{T})$. + + +\section*{Gamma} + + +Gamma is given by +$0$ if $S_0 \geq K$ and otherwise +\begin{align} + \text{Gamma} + & = - \frac{N^\prime(d_2)}{S_0^2 \sigma \sqrt{T}} + + \frac{N^{\prime\prime}(d_2)}{S_0^2 \sigma^2 T} + + \frac{N^\prime(d_1)}{S_0 K \sigma \sqrt{T}} + + \frac{N^{\prime\prime}(d_1)}{S_0 K \sigma^2 T} \notag \\ + & = - \frac{N^\prime(d_2)}{S_0^2 \sigma \sqrt{T}} + - \frac{d_2 N^\prime(d_2)}{S_0^2 \sigma^2 T} + + \frac{N^\prime(d_1)}{S_0 K \sigma \sqrt{T}} + - \frac{N^\prime(d_1)}{S_0 K \sigma^2 T} , + \label{eq:gamma} +\end{align} +where we used a relation $N^{\prime\prime}(x) = - x N^\prime(x)$ to show the second equality. + + +\begin{thebibliography}{1} +\bibitem{shreve} Shreve, S.E., 2004. Stochastic calculus for finance II: Continuous-time models (Vol. 11). New York: springer. +\end{thebibliography} + + +\end{document} diff --git a/docs/notes/european_binary.tex b/docs/notes/european_binary.tex new file mode 100644 index 00000000..00d8ef85 --- /dev/null +++ b/docs/notes/european_binary.tex @@ -0,0 +1,93 @@ +\documentclass{article} +\usepackage{amsmath} +\usepackage{amssymb} +\usepackage{color} +\usepackage[breaklinks,colorlinks=true]{hyperref} + +\definecolor{Blue}{RGB}{0,122,255} +\hypersetup{colorlinks,breaklinks,urlcolor=Blue,linkcolor=Blue,citecolor=Blue,urlcolor=Blue} + +\def\Pr{\mathop{\mathbb{P}}} +\newcommand\Ex{\mathop{\mathbb{E}}} +\newcommand\br[1]{\left(#1\right)} +\newcommand\bbr[1]{\left[#1\right]} +\newcommand\cbr[1]{\left\{#1\right\}} +\newcommand\pd[2]{\frac{\partial #1}{\partial #2}} + + +\begin{document} + +\title{Price and greeks of European binary option} +\date{} + +\maketitle + + +Consider an asset with spot price $S = \{S_t; 0 \leq t \leq T\}$ following geometric Brownian motion of volatility $\sigma$. + +A European binary call option with strike $K$ and maturity $T$ pays off +\begin{align} + \text{Payoff}_\text{Call} + = 1_{S_T \geq K} , +\end{align} +where +$1_{S_T \geq K}$ is an indicator function. +A European binary put option with the same strike and maturity pays off +\begin{align} + \text{Payoff}_\text{Put} + = 1_{S_T \leq K} . +\end{align} + + + +\section*{Price} + + +The price of the European binary call option is given by +\begin{align} + \text{Price}_\text{Call} + = \Ex[1_{S_T \geq K}] = N(d_2) , +\end{align} +where +$N$ is the cumulative distribution function of the normal distribution and +\begin{align} + d_2 + = \frac{\log (S_0 / K)}{\sigma \sqrt{T}} - \frac12 \sigma \sqrt{T} . +\end{align} + +The price of a European binary put option is given by $1 - \text{Price}_\text{Call}$ +because a relation $\text{Payoff}_\text{Call} + \text{Payoff}_\text{Put} = 1$ holds almost surely. + + +\section*{Delta} + + +Delta is given by +\begin{align} + \text{Delta}_\text{Call} + = \frac{N^\prime(d_2)}{S_0 \sigma \sqrt{T}} , +\end{align} +where +we used a derivative $\partial d_2 / \partial S_0 = 1 / (S_0 \sigma \sqrt{T})$. + +Delta of a European binary put option is $\text{Delta}_\text{Put} = - \text{Delta}_\text{Call}$. + + +\section*{Gamma} + + +Gamma of the European binary option is given by +\begin{align} + \text{Gamma} + = \frac{N^{\prime\prime}(d_2)}{S_0^2 \sigma^2 T} + - \frac{N^{\prime}(d_2)}{S_0^2 \sigma \sqrt{T}} + = - \frac{N^{\prime}(d_2)}{S_0^2 \sigma \sqrt{T}} + \br{\frac{d_2}{\sigma \sqrt{T}} + 1} , + \label{eq:gamma} +\end{align} +where we used a relation $N^{\prime\prime}(x) = - x N^\prime(x)$ to show the second equality. + +Gamma of a European binary put option is $\text{Gamma}_\text{Put} = - \text{Gamma}_\text{Call}$. + + +\end{document} diff --git a/examples/example_readme.ipynb b/examples/example_readme.ipynb index a74b4534..a5491512 100644 --- a/examples/example_readme.ipynb +++ b/examples/example_readme.ipynb @@ -2,25 +2,16 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[33mWARNING: You are using pip version 20.2.2; however, version 21.0.1 is available.\n", - "You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "!pip install pfhedge" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +24,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -57,20 +48,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "device(type='cuda', index=0)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "torch.manual_seed(42)\n", "\n", @@ -87,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -99,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -134,18 +114,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "fail to import apex_C: apex was not installed or installed without --cpp_ext.\n", - "fail to import amp_C: apex was not installed or installed without --cpp_ext.\n" - ] - } - ], + "outputs": [], "source": [ "from pfhedge.instruments import BrownianStock, EuropeanOption\n", "\n", @@ -155,20 +126,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "EuropeanOption(BrownianStock(...), maturity=8.22e-02)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "derivative" ] @@ -189,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -211,72 +171,27 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Hedger(\n", - " features=['log_moneyness', 'expiry_time', 'volatility', 'prev_hedge'],\n", - " (model): MultiLayerPerceptron(\n", - " (0): LazyLinear(in_features=None, out_features=32, bias=True)\n", - " (1): ReLU()\n", - " (2): LazyLinear(in_features=None, out_features=32, bias=True)\n", - " (3): ReLU()\n", - " (4): LazyLinear(in_features=None, out_features=32, bias=True)\n", - " (5): ReLU()\n", - " (6): LazyLinear(in_features=None, out_features=32, bias=True)\n", - " (7): ReLU()\n", - " (8): LazyLinear(in_features=None, out_features=1, bias=True)\n", - " (9): Identity()\n", - " )\n", - " (criterion): EntropicRiskMeasure()\n", - ")" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "hedger" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Loss=2.23127e-02: 100%|██████████| 200/200 [02:13<00:00, 1.50it/s]\n" - ] - } - ], + "outputs": [], "source": [ "history = hedger.fit(derivative, n_epochs=N_EPOCHS, n_paths=N_PATHS, n_times=20)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(history)\n", "plt.xlabel(\"Number of epochs\")\n", @@ -287,20 +202,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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y7NixI2V3lZeXx+9+97uE85NPPjlld7UEbdu2TTgrKytrwiTpb8iQIbHffvslnD///PMpvW/WrFlRUVFR6yw7OztOOumklN5XH3369Ek427ZtW9MFqUU6ZwMAAACoD8VYAAAAAIAW4rvf/W5kZWXVOtu9e3c8+OCDKbvrySefjM2bNyecjxkzJmV3tQSdOnVKONuwYUPTBWkB8vLyYvTo0Qnn06ZNi40bN6bkrp07d8ajjz6acD58+PA46KCDUnJXQyT6uY2IyM3NbcIkX5XO2QAAAADqQzEWAAAAAKCFKCwsjBEjRiScT5s2Ld57770G37Nhw4Z4+OGHE8779u0bxx9/fIPvaUm6d++ecPbnP/+5CZO0DGeffXbCWWlpadxxxx0puef+++9PWuAeP358Su5pqA8++CDh7MADD2zCJF+VztkAAAAA6kMxFgAAAACgBbnkkksSziorK+Paa6+NsrKyeu+vrKyMn/3sZ1FaWlqvDJnqsMMOSzibP39+EyZpGQYPHhzDhg1LOJ81a1bMmjWrQXfMnz8//vM//zPhvHfv3vGd73ynTrvefPPNRi04z5gxI+HsiCOOSPrZdM4GAAAAkI4UYwEAAAAAWpDhw4fHySefnHD+9ttvx+WXX16vcmxFRUVcc801sXjx4oRn+vfvH9/97nf3eXdLd9RRR0VOTk6ts6VLlyb9M2utfvrTn0ZWVlbC+eTJk+Pll1+u1+5ly5bFT37yk6iqqkp6f3Z23f4zyIoVK+K0006LH//4x7F06dJ6ZUpk4cKF8cwzzyScn3LKKS02GwAAAEA6UowFAAAAAGhhbrjhhsjPz084X7hwYYwfPz7WrFlT550ffvhhTJw4MebMmZPwTJs2bWLKlCnRpk2bfcqbCQoKCmLIkCG1zmpqauKSSy6JRx99NDZs2NDEydLXcccdF+PHj084Ly8vjyuuuCJ+9atfRXl5eZ12VlVVxVNPPRWTJk2KXbt2JTw3cuTIGD169D7lrampiVdeeSUmTJgQ3/ve9+Khhx5q0JtaKysrY9q0aXHJJZdEdXV1rWd69+4dJ5xwQovOBgAAAJBuav/f2wEAAAAASFsHH3xw3HjjjfHzn/884Zni4uI488wz47TTTotx48bFkCFDIi8v76/OVFVVxcqVK2PGjBnx/PPPR0VFRdJ7r7rqqhg0aFBKvoeW6Iwzzkj4ZtiysrK455574p577okDDjggevbsGQUFBZGbm5tw3+OPP95YUdPG5MmT44033oji4uJa51VVVfHAAw/EzJkzY+LEiTF69Ojo0aPHV85t3rw5XnrppZg6dWq8++67Se/s0aNH3HLLLQ3KXVxcHMXFxXHfffdFv379Yvjw4XH00UfH0UcfHX369En4JtrKysp477334n//939j+vTp8dFHHyW959prr036Vt2Wlg0AAAAgHSjGAgAAAAC0QGPHjo33338/HnvssYRnqqurY9asWTFr1qzIy8uL3r17R+fOnSMrKyt27NgRa9eujdLS0jrfd9FFF6Uqfov0ve99Lx555JG9Fgq3bNkSW7ZsaaJU6S0/Pz8eeuihOOecc+Kzzz5LeG79+vVx6623xq233hrdunWLwsLCKCgoiN27d8eGDRvik08+iZqamr3et//++8eDDz4YXbp0Sdn38EUR9Qt5eXnRuXPn6NixY3To0CFyc3OjrKwstm3bFh9//PFeC+ZfKCoqim9961sZmw0AAACguSjGAgAAAAC0UNdcc01UVlbGE088sdez5eXlCd/auTdnnHFG3HLLLa3+7ZF5eXlx6623xqRJk+pcMOQvbzh+6qmn4vzzz48NGzbs9fymTZti06ZN+3xPp06d4rHHHosBAwbUJ2adlZeXx8aNG2Pjxo313jFy5Mi4+eabU5jqL9I5GwAAAEBTqf336QAAAAAA0CL8/Oc/j1/+8pfRtm3blO/OycmJa665Ju64445o06ZNyve3RMcff3w8/PDD0bFjx+aO0qL06dMnpk+fHkOGDGmU/UcccURMnz49jjnmmEbZnyrZ2dkxadKk+NWvfhW5ubnNHeevpHM2AAAAgH2hGAsAAAAA0MKdffbZ8cILL8SIESNStvOYY46J6dOnx8UXX5yynZni5JNPjjlz5sT5558fHTp0aO44LUa3bt1i2rRp8U//9E8p+3PLz8+PK6+8MqZPnx4HH3xwvfcMGTIkvvWtb0VBQUFKctXmuOOOi2effTYmT54cOTl1/4V+6ZwNAAAAIB351w0AAAAAgAzQu3fv+I//+I9YtmxZ/PrXv4558+bFnj179mlHTk5OjBgxIiZOnBinnHJKIyXNDF26dInrrrsufvrTn8bSpUtj+fLlUVxcHOvWrYstW7bEzp07o7y8PKqrq5s7alrJzs6O8847L4qKiuLpp5+O5557LtauXbvPe3r06BFjx46N8847L7p06dLgXAMHDowHH3wwysvLY8mSJTF//vxYsWJFrF69OioqKuq9t6CgIL797W/HmDFj4utf/3pkZWVlVDYAAACAdJRVU1NT09whAAAAAABIrZ07d8aiRYtixYoVUVxcHOvXr4+tW7dGWVlZRES0bds2OnXqFIWFhXH44YfH4MGD48QTT0xJyTCZ9957L0pKSmqdHXvssY16N+lp9erVsXjx4vjTn/4Ua9eujQ0bNsSuXbtiz549kZubGwUFBdG9e/c45JBDYuDAgTFs2LAYNGhQkxQ59+zZE6tWrYo1a9bERx99FB999FGsX78+duzYEaWlpVFWVhZZWVnRvn37aN++fXTo0CEOO+ywOPLII+Ooo46KY489NvLz81tdNgAAAIDmpBgLAAAAAAAAAAAAQEbIbu4AAAAAAAAAAAAAAJAKirEAAAAAAAAAAAAAZATFWAAAAAAAAAAAAAAygmIsAAAAAAAAAAAAABlBMRYAAAAAAAAAAACAjKAYCwAAAAAAAAAAAEBGUIwFAAAAAAAAAAAAICMoxgIAAAAAAAAAAACQERRjAQAAAAAAAAAAAMgIirEAAAAAAAAAAAAAZATFWAAAAAAAAAAAAAAygmIsAAAAAAAAAAAAABlBMRYAAAAAAAAAAACAjKAYCwAAAAAAAAAAAEBGUIwFAAAAAAAAAAAAICMoxgIAAAAAAAAAAACQERRjAQAAAAAAAAAAAMgIirEAAAAAAAAAAAAAZATFWAAAAAAAAAAAAAAygmIsAAAAAAAAAAAAABlBMRYAAAAAAAAAAACAjKAYCwAAAAAAAAAAAEBGUIwFAAAAAAAAAAAAICMoxgIAAAAAAAAAAACQERRjAQAAAAAAAAAAAMgIirEAAAAAAAAAAAAAZATFWAAAAAAAAAAAAAAygmIsAAAAAAAAAAAAABlBMRYAAAAAAAAAAACAjKAYCwAAAAAAAAAAAEBGUIwFAAAAAAAAAAAAICMoxgIAAAAAAAAAAACQERRjAQAAAAAAAAAAAMgIirEAAAAAAAAAAAAAZATFWAAAAAAAAAAAAAAygmIsAAAAAAAAAAAAABlBMRYAAAAAAAAAAACAjKAYCwAAAAAAAAAAAEBGUIwFAAAAAAAAAAAAICMoxgIAAAAAAAAAAACQERRjAQAAAAAAAAAAAMgIirEAAAAAAAAAAAAAZATFWAAAAAAAAAAAAAAygmIsAAAAAAAAAAAAABnh/wFmC8DO+eQJzwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pnl = hedger.compute_pnl(derivative, n_paths=50000)\n", "\n", @@ -314,20 +218,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.0229, device='cuda:0')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "price = hedger.price(derivative)\n", "price" @@ -349,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -362,44 +255,18 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Hedger(\n", - " features=['log_moneyness', 'expiry_time', 'volatility'],\n", - " (model): BSEuropeanOption()\n", - " (criterion): EntropicRiskMeasure()\n", - ")" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "hedger" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.0222, device='cuda:0')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "price = hedger.price(derivative)\n", "price" @@ -414,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -427,20 +294,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.0220, device='cuda:0')" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "price = hedger.price(derivative)\n", "price" @@ -455,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -478,20 +334,20 @@ " return self.delta.inputs() + [\"prev_hedge\"]\n", "\n", " def forward(self, input: Tensor) -> Tensor:\n", - " prev_hedge = input[:, [-1]]\n", + " prev_hedge = input[..., [-1]]\n", "\n", - " delta = self.delta(input[:, :-1]).reshape(-1, 1)\n", - " width = self.mlp(input[:, :-1])\n", + " delta = self.delta(input[..., :-1])\n", + " width = self.mlp(input[..., :-1])\n", "\n", - " min = delta - fn.leaky_relu(width[:, [0]])\n", - " max = delta + fn.leaky_relu(width[:, [1]])\n", + " min = delta - fn.leaky_relu(width[..., [0]])\n", + " max = delta + fn.leaky_relu(width[..., [1]])\n", "\n", " return self.clamp(prev_hedge, min=min, max=max)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -501,37 +357,18 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Loss=2.22060e-02: 100%|██████████| 200/200 [11:12<00:00, 3.36s/it]\n" - ] - } - ], + "outputs": [], "source": [ "history = hedger.fit(derivative, n_epochs=N_EPOCHS, n_paths=N_PATHS, n_times=20)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(history)\n", "plt.xlabel(\"Number of epochs\")\n", @@ -542,20 +379,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pnl = hedger.compute_pnl(derivative, n_paths=50000)\n", "\n", @@ -569,20 +395,9 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.0224, device='cuda:0')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "price = hedger.price(derivative)\n", "price" @@ -597,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -606,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -619,37 +434,18 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Loss=2.87042e-02: 100%|██████████| 200/200 [11:22<00:00, 3.41s/it]\n" - ] - } - ], + "outputs": [], "source": [ "history = hedger.fit(derivative, n_epochs=N_EPOCHS, n_paths=N_PATHS, n_times=20)" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(history)\n", "plt.xlabel(\"Number of epochs\")\n", @@ -660,20 +456,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pnl = hedger.compute_pnl(derivative, n_paths=50000)\n", "\n", @@ -687,20 +472,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.0291, device='cuda:0')" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "price = hedger.price(derivative)\n", "price" @@ -712,6 +486,14 @@ "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "816ef0de", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -723,10 +505,18 @@ "name": "python3" }, "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", "name": "python", - "version": "" + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/pfhedge/autogreek.py b/pfhedge/autogreek.py index 62366854..01967527 100644 --- a/pfhedge/autogreek.py +++ b/pfhedge/autogreek.py @@ -171,6 +171,32 @@ def gamma( )[0] +def gamma_from_delta( + fn: Callable[..., Tensor], *, create_graph: bool = False, **params: Any +) -> Tensor: + """Computes and returns gamma of a derivative from the formula of delta. + + Note: + The keyword argument ``**params`` should contain at least one of + the following combinations: + + - ``spot`` + - ``moneyness`` and ``strike`` + - ``log_moneyness`` and ``strike`` + + Args: + fn (callable): Function to calculate delta. + create_graph (bool, default=False): If ``True``, + graph of the derivative will be constructed, + allowing to compute higher order derivative products. + **params: Parameters passed to ``fn``. + + Returns: + torch.Tensor + """ + return delta(pricer=fn, create_graph=create_graph, **params) + + def vega( pricer: Callable[..., Tensor], *, create_graph: bool = False, **params: Any ) -> Tensor: diff --git a/pfhedge/nn/functional.py b/pfhedge/nn/functional.py index 7e22c208..aecbd46a 100644 --- a/pfhedge/nn/functional.py +++ b/pfhedge/nn/functional.py @@ -703,6 +703,21 @@ def bilerp( return torch.lerp(lerp1, lerp2, weight2) +def _bs_theta_gamma_relation(gamma: Tensor, spot: Tensor, volatility: Tensor) -> Tensor: + # theta = (1/2) * vola^2 * spot^2 * gamma + # by Black-Scholes formula + return gamma * volatility.square() * spot.square() / 2 + + +def _bs_vega_gamma_relation( + gamma: Tensor, spot: Tensor, time_to_maturity: Tensor, volatility: Tensor +) -> Tensor: + # vega = vola * spot^2 * time * gamma + # in Black-Scholes model + # See Chapter 5 Appendix A, Bergomi "Stochastic volatility modeling" + return gamma * volatility * spot.square() * time_to_maturity + + def bs_european_price( log_moneyness: Tensor, time_to_maturity: Tensor, @@ -716,7 +731,8 @@ def bs_european_price( """ s, t, v = broadcast_all(log_moneyness, time_to_maturity, volatility) - price = strike * (s.exp() * ncdf(d1(s, t, v)) - ncdf(d2(s, t, v))) + spot = s.exp() * strike + price = spot * ncdf(d1(s, t, v)) - strike * ncdf(d2(s, t, v)) price = price + strike * (1 - s.exp()) if not call else price # put-call parity return price @@ -849,14 +865,13 @@ def bs_european_binary_gamma( See :func:`pfhedge.nn.BSEuropeanBinaryOption.gamma` for details. """ - # TODO(simaki): Directly compute gamma. - return autogreek.gamma( - bs_european_binary_price, - log_moneyness=log_moneyness, - time_to_maturity=time_to_maturity, - volatility=volatility, - strike=strike, - ) + s, t, v = broadcast_all(log_moneyness, time_to_maturity, volatility) + spot = s.exp() * strike + + d2_tensor = d2(s, t, v) + w = volatility * time_to_maturity.square() + + return -npdf(d2_tensor).div(w * spot.square()) * (1 + d2_tensor.div(w)) def bs_european_binary_vega( @@ -869,14 +884,16 @@ def bs_european_binary_vega( See :func:`pfhedge.nn.BSEuropeanBinaryOption.vega` for details. """ - # TODO(simaki): Directly compute gamma. - return autogreek.vega( - bs_european_binary_price, + gamma = bs_european_binary_gamma( log_moneyness=log_moneyness, time_to_maturity=time_to_maturity, volatility=volatility, strike=strike, ) + spot = log_moneyness.exp() * strike + return _bs_vega_gamma_relation( + gamma, spot=spot, time_to_maturity=time_to_maturity, volatility=volatility + ) def bs_european_binary_theta( @@ -889,14 +906,14 @@ def bs_european_binary_theta( See :func:`pfhedge.nn.BSEuropeanBinaryOption.theta` for details. """ - # TODO(simaki): Directly compute theta. - return autogreek.theta( - bs_european_binary_price, + gamma = bs_european_binary_gamma( log_moneyness=log_moneyness, time_to_maturity=time_to_maturity, volatility=volatility, strike=strike, ) + spot = log_moneyness.exp() * strike + return _bs_theta_gamma_relation(gamma, spot=spot, volatility=volatility) def bs_american_binary_price( @@ -914,7 +931,7 @@ def bs_american_binary_price( # By this substitution we get N([log(S(0) / K) + ...] / sigma T) --> 1. s, t, v = broadcast_all(log_moneyness, time_to_maturity, volatility) - p = ncdf(d2(s, t, v)) + s.exp() * (1 - ncdf(d2(-s, t, v))) + p = ncdf(d2(s, t, v)) + s.exp() * ncdf(d1(s, t, v)) return p.where(max_log_moneyness < 0, torch.ones_like(p)) @@ -932,13 +949,17 @@ def bs_american_binary_delta( """ s, t, v = broadcast_all(log_moneyness, time_to_maturity, volatility) spot = s.exp() * strike + + d1_tensor = d1(s, t, v) + d2_tensor = d2(s, t, v) + w = v * t.sqrt() + # ToDo: fix 0/0 issue p = ( - npdf(d2(s, t, v)) / (spot * v * t.sqrt()) - - (1 - ncdf(d2(-s, t, v))) / strike - + npdf(d2(-s, t, v)) / (strike * v * t.sqrt()) + npdf(d2_tensor).div(spot * w) + + ncdf(d1_tensor).div(strike) + + npdf(d1_tensor).div(strike * w) ) - return p.where(max_log_moneyness < 0, torch.zeros_like(p)) @@ -953,15 +974,20 @@ def bs_american_binary_gamma( See :func:`pfhedge.nn.BSAmericanBinaryOption.gamma` for details. """ - # TODO(simaki): Compute analytically - return autogreek.gamma( - bs_american_binary_price, - log_moneyness=log_moneyness, - max_log_moneyness=max_log_moneyness, - time_to_maturity=time_to_maturity, - volatility=volatility, - strike=strike, + s, t, v = broadcast_all(log_moneyness, time_to_maturity, volatility) + spot = s.exp() * strike + + d1_tensor = d1(s, t, v) + d2_tensor = d2(s, t, v) + w = v * t.sqrt() + + p = ( + -npdf(d2_tensor).div(spot.square() * w) + - d2_tensor * npdf(d2_tensor).div(spot.square() * w.square()) + + npdf(d1_tensor).div(spot * strike * w) + - d1_tensor * npdf(d1_tensor).div(spot * strike * w.square()) ) + return p.where(max_log_moneyness < 0, torch.zeros_like(p)) def bs_american_binary_vega( @@ -975,15 +1001,17 @@ def bs_american_binary_vega( See :func:`pfhedge.nn.BSAmericanBinaryOption.vega` for details. """ - # TODO(simaki): Compute analytically - return autogreek.vega( - bs_american_binary_price, + gamma = bs_american_binary_gamma( log_moneyness=log_moneyness, max_log_moneyness=max_log_moneyness, time_to_maturity=time_to_maturity, volatility=volatility, strike=strike, ) + spot = log_moneyness.exp() * strike + return _bs_vega_gamma_relation( + gamma, spot=spot, time_to_maturity=time_to_maturity, volatility=volatility + ) def bs_american_binary_theta( @@ -997,15 +1025,15 @@ def bs_american_binary_theta( See :func:`pfhedge.nn.BSAmericanBinaryOption.theta` for details. """ - # TODO(simaki): Compute analytically - return autogreek.theta( - bs_american_binary_price, + gamma = bs_american_binary_gamma( log_moneyness=log_moneyness, max_log_moneyness=max_log_moneyness, time_to_maturity=time_to_maturity, volatility=volatility, strike=strike, ) + spot = log_moneyness.exp() * strike + return _bs_theta_gamma_relation(gamma, spot=spot, volatility=volatility) def bs_lookback_price( @@ -1100,15 +1128,17 @@ def bs_lookback_vega( See :func:`pfhedge.nn.BSLookbackOption.vega` for details. """ - # TODO(simaki): Calculate analytically - return autogreek.vega( - bs_lookback_price, + gamma = bs_lookback_gamma( log_moneyness=log_moneyness, max_log_moneyness=max_log_moneyness, time_to_maturity=time_to_maturity, volatility=volatility, strike=strike, ) + spot = log_moneyness.exp() * strike + return _bs_vega_gamma_relation( + gamma, spot=spot, time_to_maturity=time_to_maturity, volatility=volatility + ) def bs_lookback_theta( @@ -1122,15 +1152,15 @@ def bs_lookback_theta( See :func:`pfhedge.nn.BSLookbackOption.theta` for details. """ - # TODO(simaki): Calculate analytically - return autogreek.theta( - bs_lookback_price, + gamma = bs_lookback_gamma( log_moneyness=log_moneyness, max_log_moneyness=max_log_moneyness, time_to_maturity=time_to_maturity, volatility=volatility, strike=strike, ) + spot = log_moneyness.exp() * strike + return _bs_theta_gamma_relation(gamma, spot=spot, volatility=volatility) def box_muller( diff --git a/pfhedge/stochastic/local_volatility.py b/pfhedge/stochastic/local_volatility.py index fa062d30..58f983fc 100644 --- a/pfhedge/stochastic/local_volatility.py +++ b/pfhedge/stochastic/local_volatility.py @@ -45,7 +45,7 @@ def generate_local_volatility_process( The time evolution of the process is given by: .. math:: - dS(t) = \sigma_{\mathrm{LV}}(t, S(t)) dW(t) , + dS(t) = \sigma_{\mathrm{LV}}(t, S(t)) S(t) dW(t) , where :math:`\sigma_{\mathrm{LV}}` is the local volatility function. diff --git a/pfhedge/version.py b/pfhedge/version.py index 11ac8e1a..4c1ca3c8 100644 --- a/pfhedge/version.py +++ b/pfhedge/version.py @@ -1 +1 @@ -__version__ = "0.19.0" +__version__ = "0.19.1" diff --git a/pyproject.toml b/pyproject.toml index 888e3058..f259ed45 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "pfhedge" -version = "0.19.0" +version = "0.19.1" description = "Deep Hedging in PyTorch" authors = ["Shota Imaki "] license = "MIT" diff --git a/tests/test_autogreek.py b/tests/test_autogreek.py index 7dada989..12ef341a 100644 --- a/tests/test_autogreek.py +++ b/tests/test_autogreek.py @@ -1,9 +1,25 @@ import torch +from torch import Tensor from torch.testing import assert_close import pfhedge.autogreek as autogreek +def test_gamma_from_delta(): + torch.manual_seed(42) + + def price(spot: Tensor): + return spot.square() + spot.sin() + + def delta(spot: Tensor): + return 2 * spot + spot.cos() + + spot = torch.randn(10) + result = autogreek.gamma_from_delta(delta, spot=spot) + expect = autogreek.gamma(price, spot=spot) + assert_close(result, expect) + + def test_vega(): def pricer(volatility, coef): return coef * volatility.pow(2)