{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Deep Optimal Portfolios" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the sequel we shall construct optimal portfolios.\n", "\n", "The code is based on great work of my master student Michael Giegrich, whose work is based on the paper [Deep Hedging](https://arxiv.org/abs/1802.03042) by Hans Bühler, Lukas Gonon, Josef Teichmann and Ben Wood.\n", "\n", "We use the fundamental concept of expect utility. Let $ u $ be a concave utility function (always assumed $C^2$, strictly concave and strictly increasing on its domain: typical examples are $ \\log(x) $, $ 1 - \\exp(-\\gamma x) $ for $ \\gamma > 0 $ or $ \\frac{x^{1 - \\eta}-1}{1-\\eta} $ for real $ \\eta > 0 $).\n", "\n", "Economic decision making is based on preferences and optimal decisions in their presence. This often leads to convex optimization for which existence and algorithmic construction of solutions can be easily described.\n", "\n", "General duality theory yields in a setting with finitely many scenarios that the following problem is well posed in absence of arbitrage for every initial captial $ x $ and has a unique solution:\n", "$$\n", "\\sup_{H \\text{ predictable strategy}} E_P[u(x + (H \\bullet S))] \\, .\n", "$$\n", "Here it is also possible to account for transaction costs since the intial capital $ x $ is fixed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The idea is simple: 'large' portfolios create large negative values due to the absence of arbitrage. Analogue arguments hold in the presence of transaction costs:\n", "1. Assume the existence of an optimal portfolio $ H^* $, then at $ H^* $ we have\n", "$$\n", "E_P[u'((x + H^* \\bullet S)) (S_t - S_s)] = 0\n", "$$\n", "for all $ t \\geq s $ by the first order condition, i.e. the derivative of the utility function (a positive quantity) is a multiple of a martingale measure at the optimal portfolio. Whence no arbitrage.\n", "2. Assume no arbitrage, then 'large' portfolios lead to small gains in utility but large losses, whence the existence of a finite optimizer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Economically speaking this describes a general way of pricing claims with many reasonable properties. We denote transaction costs by $ c(H) $ and a claim by $ F $. The indifference price $ p $ for $ F $ given transaction costs and an initial capital $ x$ is defined by\n", "$$\n", "\\sup_{H \\text{ predictable strategy}} E_P[u(x + (H \\bullet S))] = \\sup_{H \\text{ predictable strategy}} E_P[u(x + p + (H \\bullet S)) - F] \\, .\n", "$$\n", "\n", "Such prices can be relatively easily calculated by machine learning techniques." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib64/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n" ] } ], "source": [ "import os\n", "import time\n", "os.environ['TF_CPP_MIN_LOG_LEVEL']='2'\n", "import tensorflow as tf\n", "import numpy as np \n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import scipy.stats as ss\n", "\n", "# Set Parameters\n", "np.random.seed(2)\n", "tf.set_random_seed(2)\n", "global_step = tf.Variable(0, trainable=False)\n", "t0 = time.time()\n", "class parameters():\n", " def __init__(self):\n", " self.NUM_EPOCHS = 40\n", " self.TIME_STEPS = 52\n", " self.NUM_ASSETS = 1#50\n", " self.NUM_RELAVENT = 1 \n", " self.NUM_SAMPLES = 100000\n", " self.BATCH_SIZE = 258\n", " self.NUM_BATCHES = self.NUM_SAMPLES // self.BATCH_SIZE\n", " self.hidden_dim1 = 2*self.NUM_ASSETS\n", " self.hidden_dim2 = 2*self.NUM_ASSETS\n", " self.LEARNING_RATE = 0.0005\n", " self.NUM_TEST = 10000\n", " self.training = 1\n", " self.decay = 0.999\n", " self.minimal_loss = 100.0 #Determines if model is saved\n", " self.NUM_VALIDATION = 10000\n", " self.L1_LAMBDA = 0.001 #Parameter for L1-Penalty\n", " self.correlated = True\n", " self.corr = 1\n", " self.initialcapital = 1\n", " self.epsilon = 0.01\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#############################################\n", "# Generates Model Hedge And Price For Calls #\n", "#############################################\n", "def delta_BS(S, sigma = 0.2, K = 100., r = 0.1, T =52./52.):\n", " delta_hedge = []\n", " time_steps = int(T*52)\n", " for i in range(time_steps-1):\n", " i_ratio = float(i)/52.\n", " delta = (ss.norm.cdf((np.log(S[:,i]/K) +(r+sigma**2/2)*(T-i_ratio))/(sigma*np.sqrt(T-i_ratio))))\n", " delta_hedge.append(delta)\n", " delta_hedge = np.stack(delta_hedge, axis=1)\n", " return delta_hedge\n", "def d1(S0, K, r, sigma, T):\n", " return (np.log(S0/K) + (r + sigma**2 / 2) * T)/(sigma * np.sqrt(T)) \n", "def d2(S0, K, r, sigma, T):\n", " return (np.log(S0 / K) + (r -sigma**2 / 2) * T) / (sigma * np.sqrt(T)) \n", "def BlackScholes(S0, sigma = 0.2, K = 100., r = 0., T =52./52.):\n", " return (S0 * ss.norm.cdf(d1(S0, K, r, sigma, T)) - K * np.exp(-r * T)* ss.norm.cdf(d2(S0, K, r, sigma, T)))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import math as m\n", "\n", "####################\n", "# Generate Samples #\n", "####################\n", "def SampleGenerator(NumOfAssets ,corr, NumOfRelevant = 5,InitPrice = 1, rf_rate = 0.1, dt = 1./52.,TimeSteps = 52, sigma = 0.2, K = 100.):\n", " S0 = np.ones(NumOfAssets)*InitPrice\n", " features = np.zeros((TimeSteps, NumOfAssets))\n", " L = np.linalg.cholesky(corr)\n", " features[0, 0:NumOfAssets] = S0\n", " for i in range(1, TimeSteps):\n", " W = m.sqrt(dt)*np.dot(L,np.random.randn(NumOfAssets))\n", " features[i, 0:NumOfAssets] =(features[i-1, 0:NumOfAssets]*np.exp((rf_rate*np.ones(NumOfAssets)-0.5*sigma*sigma)*dt+sigma*W)) \n", " FinalPrices = features[TimeSteps-1, 0:NumOfRelevant]\n", " value = np.maximum(FinalPrices - K, 0) \n", " value = np.sum(value)\n", " return features, value\n", "\n", "###############################\n", "# Generate Correlation Matrix #\n", "###############################\n", "def corr(NumOfAssets):\n", " dim = NumOfAssets\n", " A = np.random.normal(3, 8,size=(dim,dim))\n", " cov = np.dot(A,np.transpose(A))\n", " D = np.identity(dim)/np.sqrt(np.diag(cov))\n", " corr = np.dot(D,np.dot(cov,D))\n", " return corr \n", "\n", "#################\n", "# Generate Data #\n", "#################\n", "def DataGenerator(NumOfSamples, TimeSteps = 52,NumOfAssets = 50, corr = 1, correlated = False,NumOfRelevant = 5):\n", " if not(correlated): \n", " corr = np.eye(NumOfAssets)\n", " features = np.zeros((NumOfSamples, TimeSteps, NumOfAssets))\n", " labels = np.zeros((NumOfSamples))\n", " for i in range(1, NumOfSamples+1):\n", " features[i-1, :, :], labels[i-1] = SampleGenerator(\n", " NumOfAssets, TimeSteps=TimeSteps, corr=corr, \n", " NumOfRelevant = NumOfRelevant)\n", " labels = labels.reshape((NumOfSamples, 1))\n", " return features, labels" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "##########################\n", "# Generate Price Tensors #\n", "##########################\n", "def price(FLAGS):\n", " price = FLAGS.initialcapital*np.ones((FLAGS.BATCH_SIZE))\n", " q = tf.constant(price, dtype = tf.float32)\n", " return q\n", "def price_test(FLAGS):\n", " price = FLAGS.initialcapital*np.ones((FLAGS.NUM_TEST))\n", " q = tf.constant(price, dtype = tf.float32)\n", " return q\n", "def price_valid(FLAGS):\n", " price = FLAGS.initialcapital*np.ones((FLAGS.NUM_VALIDATION))\n", " q = tf.constant(price, dtype = tf.float32)\n", " return q\n", "\n", "###############################\n", "# Functions for Data-Pipeline #\n", "###############################\n", "def generate_data(FLAGS):\n", " X, Y = DataGenerator(FLAGS.NUM_SAMPLES,TimeSteps = FLAGS.TIME_STEPS, corr = FLAGS.corr,correlated = FLAGS.correlated, NumOfAssets = FLAGS.NUM_ASSETS,NumOfRelevant = FLAGS.NUM_RELAVENT)\n", " return X, Y\n", "def generate_test_data(FLAGS):\n", " X, Y = DataGenerator(FLAGS.NUM_TEST,TimeSteps = FLAGS.TIME_STEPS, corr = FLAGS.corr,correlated = FLAGS.correlated, NumOfAssets = FLAGS.NUM_ASSETS,NumOfRelevant = FLAGS.NUM_RELAVENT)\n", " return X, Y\n", "def generate_validation_data(FLAGS):\n", " X, Y = DataGenerator(FLAGS.NUM_VALIDATION,TimeSteps = FLAGS.TIME_STEPS, corr = FLAGS.corr,correlated = FLAGS.correlated, NumOfAssets = FLAGS.NUM_ASSETS,NumOfRelevant = FLAGS.NUM_RELAVENT)\n", " return X, Y \n", "def generate_batch(FLAGS, raw_data):\n", " raw_X, raw_y = raw_data\n", " # Create Batches from Raw Data\n", " num_batches = FLAGS.NUM_SAMPLES // FLAGS.BATCH_SIZE \n", " data_X = np.zeros([FLAGS.BATCH_SIZE, FLAGS.NUM_ASSETS,FLAGS.TIME_STEPS], dtype=np.float32)\n", " data_y = np.zeros([FLAGS.BATCH_SIZE], dtype=np.float32)\n", " for i in range(num_batches):\n", " data_X = (raw_X[FLAGS.BATCH_SIZE * i:FLAGS.BATCH_SIZE * (i+1), :, :])\n", " data_y = raw_y[FLAGS.BATCH_SIZE * i:FLAGS.BATCH_SIZE * (i+1)]\n", " yield (data_X, data_y)\n", "def generate_epochs(FLAGS):\n", " for i in range(FLAGS.NUM_EPOCHS):\n", " yield generate_batch(FLAGS, FLAGS.data)\n", "\n", "#######################\n", "# Batch Normalization #\n", "#######################\n", "def batch_norm(FLAGS, x, name):\n", " with tf.variable_scope(name, reuse=tf.AUTO_REUSE):\n", " if FLAGS.training==2:\n", " FLAGS.decay = 0\n", " elif FLAGS.training==3:\n", " FLAGS.decay = FLAGS.NUM_SAMPLES/(FLAGS.NUM_SAMPLES\n", " +FLAGS.NUM_TEST)\n", " param_shape = [x.get_shape()[-1]]\n", " batch_mean, batch_var = tf.nn.moments(x, [0], name='moments')\n", " pop_mean = tf.get_variable('moving_mean', param_shape,tf.float32, initializer=tf.constant_initializer(0.0),trainable=False)\n", " pop_var = tf.get_variable('moving_variance', param_shape,tf.float32, initializer=tf.constant_initializer(1.0),trainable=False)\n", " train_mean_op = tf.assign(pop_mean, pop_mean * FLAGS.decay + batch_mean * (1 - FLAGS.decay))\n", " train_var_op = tf.assign(pop_var, pop_var * FLAGS.decay + batch_var * (1 - FLAGS.decay))\n", " if FLAGS.training==1:\n", " with tf.control_dependencies([train_mean_op, train_var_op]):\n", " return tf.nn.batch_normalization(x, batch_mean, batch_var, 0, 1, 1e-3)\n", " elif FLAGS.training==2:\n", " with tf.control_dependencies([train_mean_op, train_var_op]):\n", " return tf.nn.batch_normalization(x, batch_mean, batch_var, 0, 1, 1e-3)\n", " elif FLAGS.training==3:\n", " with tf.control_dependencies([train_mean_op, train_var_op]):\n", " return tf.nn.batch_normalization(x, pop_mean,pop_var, 0, 1, 1e-3)\n", "\n", "###################\n", "# Define RNN Cell #\n", "###################\n", "def rnn_cell(FLAGS, rnn_input, state, name):\n", " with tf.variable_scope('rnn_cell'+ str(name), reuse=True):\n", " input_ = tf.concat( [rnn_input, state], axis = 1)\n", " W1 = tf.get_variable('W1',[FLAGS.NUM_ASSETS*2, FLAGS.hidden_dim1],initializer=tf.random_normal_initializer(stddev=0.1))\n", " b1 = tf.get_variable('b1', [FLAGS.hidden_dim1],initializer=tf.constant_initializer(0.0))\n", " W2 = tf.get_variable('W2',[FLAGS.hidden_dim1, FLAGS.hidden_dim2],initializer=tf.random_normal_initializer(stddev=0.1))\n", " b2 = tf.get_variable('b2', [FLAGS.hidden_dim2],initializer=tf.constant_initializer(0.0))\n", " W3 = tf.get_variable('W3',[FLAGS.hidden_dim2, FLAGS.NUM_ASSETS], initializer=tf.random_normal_initializer(stddev=0.1))\n", " b3 = tf.get_variable('b3', [FLAGS.NUM_ASSETS],initializer=tf.constant_initializer(0.0))\n", " input_ = batch_norm(FLAGS, input_, 'Layer_0')\n", " out1 = tf.matmul(input_, W1) + b1\n", " hidden_out1 = tf.nn.relu(out1)\n", " out2 = batch_norm(FLAGS, hidden_out1, 'Layer_1')\n", " out2 = tf.matmul(out2, W2) + b2\n", " hidden_out2 = tf.nn.relu(out2)\n", " output =tf.matmul(hidden_out2, W3) + b3\n", " return output, W3, b3, W2, b2, W1, b1\n", "\n", "#########################\n", "# Define Loss Functions #\n", "#########################\n", "def UtilityRegularized(FLAGS, outputs,W3, b3,\n", " W2, b2, W1, b1, y, X, q):\n", " PriceChanges = X[:, 1:, :] - X[:, :-1, :]\n", " PortfolioValue = tf.reduce_sum(tf.reduce_sum(tf.multiply(PriceChanges, outputs), axis=1),axis=1)\n", " one = tf.ones(tf.squeeze(y).shape, dtype = tf.float32)\n", " penalization = (tf.reduce_sum(tf.abs(W3), [0,1,2])+tf.reduce_sum(tf.abs(b3),[0,1])+tf.reduce_sum(tf.abs(W2),[0,1,2])+tf.reduce_sum(tf.abs(b2),[0,1])+tf.reduce_sum(tf.abs(W1),[0,1,2])+tf.reduce_sum(tf.abs(b1),[0,1]))\n", " utility = tf.reduce_mean(tf.exp(-(PortfolioValue + q*one))) + FLAGS.L1_LAMBDA*penalization\n", " return utility\n", "def Utility(FLAGS, outputs, y, X, q):\n", " PriceChanges = X[:, 1:, :] - X[:, :-1, :]\n", " Prices = X[:,:,:]\n", " StrategyChangeshelper = outputs[:,1:,:]-outputs[:,:-1,:]\n", " helper0=outputs[:,0:1,:]\n", " helper1=outputs[:,FLAGS.TIME_STEPS-2:FLAGS.TIME_STEPS-1,:]\n", " StrategyChanges=tf.concat([helper0,StrategyChangeshelper,helper1],axis=1)\n", " PortfolioValue = tf.reduce_sum(\n", " tf.reduce_sum(tf.multiply(PriceChanges,outputs),axis=1),axis=1)\n", " TransactionCost = tf.reduce_sum(\n", " tf.reduce_sum(tf.multiply(tf.abs(Prices),tf.abs(StrategyChanges)),axis=1),axis=1)\n", " one = tf.ones(tf.squeeze(y).shape, dtype = tf.float32)\n", " utility = tf.reduce_mean(tf.exp(-(PortfolioValue - FLAGS.epsilon*TransactionCost + q*one)))\n", " return utility\n", "# Calculate Portfolio Losses\n", "def UtilityNP(outputs, y, X, p):\n", " PriceChanges = X[:, 1:, :] - X[:, :-1, :]\n", " Prices = X[:,:,:]\n", " StrategyChangeshelper = outputs[:,1:,:]-outputs[:,:-1,:]\n", " helper0=outputs[:,0:1,:]\n", " helper1=outputs[:,FLAGS.TIME_STEPS-2:FLAGS.TIME_STEPS-1,:]\n", " StrategyChanges=np.concatenate([helper0,StrategyChangeshelper,helper1],axis=1)\n", " TransactionCost = np.sum(np.sum(np.abs(Prices)*np.abs(StrategyChanges),axis=1),axis=1)\n", " PortfolioValue = np.sum(np.sum(PriceChanges*outputs,axis=1),axis=1)\n", " one = np.ones(np.squeeze(y).shape, dtype = np.float32)\n", " wealth = PortfolioValue + p*one -FLAGS.epsilon*TransactionCost\n", " return wealth \n", "\n", "def UtilityNPcum(outputs, y, X, p):\n", " PriceChanges = X[:, 1:, :] - X[:, :-1, :]\n", " Prices = X[:,:,:]\n", " StrategyChangeshelper = outputs[:,1:,:]-outputs[:,:-1,:]\n", " helper0=outputs[:,0:1,:]\n", " helper1=outputs[:,FLAGS.TIME_STEPS-2:FLAGS.TIME_STEPS-1,:]\n", " StrategyChanges=np.concatenate([helper0,StrategyChangeshelper,helper1],axis=1)\n", " TransactionCost = np.cumsum(np.sum(np.abs(Prices)*np.abs(StrategyChanges),axis=2),axis=1)\n", " TransactionCost = TransactionCost[:,1:]\n", " PortfolioValue = np.cumsum(np.sum(PriceChanges*outputs,axis=2),axis=1)\n", " one = np.ones(np.squeeze(PortfolioValue.shape), dtype = np.float32)\n", " wealth = PortfolioValue + p*one - FLAGS.epsilon*TransactionCost\n", " return wealth \n", "\n", "######################\n", "# Define Model Class #\n", "######################\n", "class model(object):\n", " def __init__(self, FLAGS):\n", " #Placeholder for Data\n", " self.X = tf.placeholder(tf.float32, \n", " [FLAGS.BATCH_SIZE, FLAGS.TIME_STEPS, FLAGS.NUM_ASSETS],\n", " name='input_placeholder')\n", " self.y = tf.placeholder(tf.float32, [FLAGS.BATCH_SIZE],\n", " name='labels_placeholder')\n", " self.X_train = tf.placeholder(tf.float32, \n", " [FLAGS.NUM_SAMPLES, FLAGS.TIME_STEPS, FLAGS.NUM_ASSETS],\n", " name='input_train_placeholder')\n", " self.X_valid = tf.placeholder(tf.float32, \n", " [FLAGS.NUM_VALIDATION, FLAGS.TIME_STEPS, FLAGS.NUM_ASSETS],\n", " name='valid_input_placeholder')\n", " self.y_valid = tf.placeholder(tf.float32,[FLAGS.NUM_VALIDATION], name='valid_labels_placeholder')\n", " self.X_test = tf.placeholder(tf.float32, \n", " [FLAGS.NUM_TEST, FLAGS.TIME_STEPS, FLAGS.NUM_ASSETS],\n", " name='test_input_placeholder')\n", " self.y_test = tf.placeholder(tf.float32, [FLAGS.NUM_TEST],\n", " name='test_labels_placeholder')\n", " # Define RNN Cell\n", " self.initial_state = tf.zeros([FLAGS.BATCH_SIZE,FLAGS.NUM_ASSETS])\n", " for i in range(0, FLAGS.TIME_STEPS-1):\n", " with tf.variable_scope('rnn_cell'+ str(i)):\n", " W1 = tf.get_variable('W1',\n", " [FLAGS.NUM_ASSETS*2, FLAGS.hidden_dim1])\n", " b1 = tf.get_variable('b1', [FLAGS.hidden_dim1],\n", " initializer=tf.constant_initializer(0.0))\n", " W2 = tf.get_variable('W2',\n", " [FLAGS.hidden_dim1, FLAGS.hidden_dim2])\n", " b2 = tf.get_variable('b2', [FLAGS.hidden_dim2],\n", " initializer=tf.constant_initializer(0.0))\n", " W3 = tf.get_variable('W3',\n", " [FLAGS.hidden_dim2, FLAGS.NUM_ASSETS])\n", " b3 = tf.get_variable('b3', [FLAGS.NUM_ASSETS],\n", " initializer=tf.constant_initializer(0.0))\n", "\n", " # Build Network Graph\n", " state = self.initial_state\n", " weights3 = []\n", " bias3 = []\n", " weights2 = []\n", " bias2 = []\n", " weights1 = []\n", " bias1 = []\n", " rnn_outputs = []\n", " for i in range(0, FLAGS.TIME_STEPS-1):\n", " FLAGS.counter = i\n", " state, weight_matrix3, bias_vector3, weight_matrix2, bias_vector2, weight_matrix1, bias_vector1 = rnn_cell(FLAGS, self.X[:, i, :], state, name=i)\n", " rnn_outputs.append(state)\n", " weights3.append(weight_matrix3)\n", " bias3.append(bias_vector3)\n", " weights2.append(weight_matrix2)\n", " bias2.append(bias_vector2)\n", " weights1.append(weight_matrix1)\n", " bias1.append(bias_vector1)\n", " rnn_outputs = tf.stack(rnn_outputs, axis=1)\n", " weights3 = tf.stack(weights3, axis=1)\n", " bias3 = tf.stack(bias3, axis=1)\n", " weights2 = tf.stack(weights2, axis=1)\n", " bias2 = tf.stack(bias2, axis=1)\n", " weights1 = tf.stack(weights1, axis=1)\n", " bias1 = tf.stack(bias1, axis=1) \n", " self.hedging_weights = rnn_outputs\n", " self.test = rnn_outputs\n", "\n", " #Build Loss Graph and Optimization Step\n", " self.q = price(FLAGS) \n", " self.total_loss = Utility(FLAGS,self.hedging_weights, self.y, self.X, self.q)#UtilityRegularized(FLAGS, self.hedging_weights, weights3, bias3, weights2, bias2,weights1, bias1, self.y, self.X, self.q)\n", " optimizer = tf.train.AdamOptimizer(FLAGS.LEARNING_RATE)\n", " self.quad_loss = Utility(FLAGS,self.hedging_weights, self.y, self.X, self.q)\n", " self.train_step = optimizer.minimize(self.total_loss,global_step = global_step)\n", " \n", " def step(self, sess, batch_X, batch_y):\n", " input_feed = {self.X: batch_X,\n", " self.y: np.squeeze(batch_y)}\n", " output_feed = [self.hedging_weights,\n", " self.total_loss,\n", " self.quad_loss,\n", " self.train_step,\n", " self.q\n", " ]\n", " outputs = sess.run(output_feed, input_feed)\n", " return (outputs[0], outputs[1], outputs[2],outputs[3], outputs[4])\n", "\n", " # Graphs for Sampling\n", " def sample_train(self, FLAGS):\n", " initial_state = tf.zeros(\n", " [FLAGS.NUM_SAMPLES, FLAGS.NUM_ASSETS])\n", " hedging_weights = []\n", " state = initial_state\n", " for i in range(0, FLAGS.TIME_STEPS-1):\n", " FLAGS.counter = i\n", " state,_,_,_,_,_,_ = rnn_cell(FLAGS,self.X_train[:, i, :], state, name = i)\n", " hedging_weights.append(state)\n", " hedging_weights = tf.stack(hedging_weights, axis = 1)\n", " return hedging_weights\n", "\n", " def sample(self, FLAGS):\n", " initial_state = tf.zeros([FLAGS.NUM_TEST, FLAGS.NUM_ASSETS])\n", " hedging_weights = []\n", " state = initial_state\n", " for i in range(0, FLAGS.TIME_STEPS-1):\n", " FLAGS.counter = i\n", " state,_,_,_,_,_,_ = rnn_cell(FLAGS,self.X_test[:, i, :], state, name = i)\n", " hedging_weights.append(state)\n", " hedging_weights = tf.stack(hedging_weights, axis = 1)\n", " return hedging_weights\n", "\n", " def sample_validate(self, FLAGS):\n", " initial_state = tf.zeros(\n", " [FLAGS.NUM_VALIDATION, FLAGS.NUM_ASSETS])\n", " hedging_weights = []\n", " state = initial_state\n", " for i in range(0, FLAGS.TIME_STEPS-1):\n", " FLAGS.counter = i\n", " state,_,_,_,_,_,_ = rnn_cell(FLAGS, \n", " self.X_valid[:, i, :], state, name = i)\n", " hedging_weights.append(state)\n", " hedging_weights = tf.stack(hedging_weights, axis = 1)\n", " return hedging_weights\n", "\n", "# Intializes Model\n", "def create_model(sess, FLAGS):\n", " char_model = model(FLAGS)\n", " sess.run(tf.global_variables_initializer())\n", " return char_model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 0, negative utility: 0.495\n", "Validate negative utility: 0.446\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 1, negative utility: 0.425\n", "Validate negative utility: 0.412\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 2, negative utility: 0.404\n", "Validate negative utility: 0.398\n" ] }, { "data": { "image/png": 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FySzMmcQ/X3kB2W4IkYw4Z09fJ3TznIqmLqLCrCTHjP5iuwpuOrzjI7ITowgL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\nQXyUXsBVgWfY0BcRK/AEcC0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 3, negative utility: 0.393\n", "Validate negative utility: 0.389\n" ] }, { "data": { "image/png": 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PLM/k9oWbEIE7pvTn+7NTifRit5RSvhQZEsjAuIizLvAWlp3mr58eZOmmI9gd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\nxqTHx8e341Sa1nAHr7b4lVL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 4, negative utility: 0.386\n", "Validate negative utility: 0.382\n" ] }, { "data": { "image/png": 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W76tg+XbHuDrvHajk/he2MSEthr/eNYNIvenuMv2bUn22rrAKEbh8TBLxkSFc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\nARKqLKS3J24dAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 5, negative utility: 0.380\n", "Validate negative utility: 0.378\n" ] }, { "data": { "image/png": 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H/36bP5+/pSZv2vPWV+ZwOMTK3FYJ+iKOSdAX2AZdlOSkTkl13LK1im/dVMcb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\nSMy1Vr9/xM2TB9r4sy2V5Br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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 6, negative utility: 0.377\n", "Validate negative utility: 0.374\n" ] }, { "data": { "image/png": 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T33eyh7v/ujciNhfx3MC9vm78bb/pqSrMYN/JXnLTEnnstovHAj7A0pJM6jXo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\n/+mv+uZuRM60uoh0dWV2eoe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 7, negative utility: 0.374\n", "Validate negative utility: 0.373\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 8, negative utility: 0.372\n", "Validate negative utility: 0.370\n" ] }, { "data": { "image/png": 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rcgyt3f3srmll+fTxXYXrL9wJ+jWA66qPbKDW9QRjTK0x5iPGmIXAdx3HWt15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\nYBHwRRGZ6pmm+z9vlFeubu4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KUAV8zBgzeLA3YInIJcBGYC+n873/jj2vH5TXLSLzsA/g\nhWHvmD1vjLlPRPKx94RTgZ3Ap4wxvb5rqec50jt3G2OuCfbrdVzfS4674cAzxpj7RSQNL362gybo\nK6WUGl6wpHeUUkq5QYO+UkqFEA36SikVQjToK6VUCNGgr5RSIUSDvlJKhRAN+kopFUI06CulVAj5\n/04Xzjaj5PXqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 9, negative utility: 0.370\n", "Validate negative utility: 0.368\n" ] }, { "data": { "image/png": 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poijlVUICrfxgTQ5HbQ28tOuUp4szaBr8yqnjVU2crG5mubbvK+XUtTOSWZQR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\ntX1fKeU7NPj70dbZRVFFozb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 10, negative utility: 0.368\n", "Validate negative utility: 0.366\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 11, negative utility: 0.366\n", "Validate negative utility: 0.365\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 12, negative utility: 0.365\n", "Validate negative utility: 0.364\n" ] }, { "data": { "image/png": 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Oa/xDmB4RRGqsfQts6ANe71Ggc/QoD6HBP0EDM3XqQC7PV1DVQpCfD0lROkWH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\n6M18PrVgmvbfV2oC7An+GcD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 13, negative utility: 0.364\n", "Validate negative utility: 0.363\n" ] }, { "data": { "image/png": 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QoHBvArO/yGXvoTJ+qlG7iDQRhbuPHauo5qmF2xnVox1naWs4EWkiCncfe2HZ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 14, negative utility: 0.363\n", "Validate negative utility: 0.362\n" ] }, { "data": { "image/png": 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RyOcmJfHi9nyq65oGfC2llHNp6LsxR3XmttX0uw59gK/PHUFdYwv/3HZywNdSSjmXhr4b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\np4jsEZGlHfb9yHbeYRFZ5Mj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 15, negative utility: 0.362\n", "Validate negative utility: 0.360\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 16, negative utility: 0.361\n", "Validate negative utility: 0.360\n" ] }, { "data": { "image/png": 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KK+v5/OARls8Zg4eHphsQkTY9uXJ/Abigi+1lwA+B3zmiIOmdt3fl02phxZxY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\nwl1ExA0p3EVE3JDCXUTEDSn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 17, negative utility: 0.360\n", "Validate negative utility: 0.359\n" ] }, { "data": { "image/png": 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5v1qEJ5yZ/neBg4vc/yBQ5/vzfuAbAEqpfOCzwC3APuCzSqngxbxxMjrh4nzX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\nf7F3zVJK3QH8CTjHjXzvZ/Dm9RPydSu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 18, negative utility: 0.360\n", "Validate negative utility: 0.358\n" ] }, { "data": { "image/png": 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7p1iubWPpCMM2+9u63/zGxQT6We0PdHV009DeQ0tnz6hTI3uLi7LjCfCzsPlQ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\nqVQp5dUuzU2kqrmLAxVNTr+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 19, negative utility: 0.359\n", "Validate negative utility: 0.358\n" ] }, { "data": { "image/png": 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lgcuy8fEZ3MNhCzOsQzxVTa1cOjNpwGqnF2Yn4ucjvLVNh3iUfQMmfRHxBR4F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\ndx/x7KcH6BwFVUAdSfopQEm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 20, negative utility: 0.358\n", "Validate negative utility: 0.357\n" ] }, { "data": { "image/png": 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efOMEzx88w9euXsbFi0bvceSZaytAf9WjqWntpbXHWSm9scP/PQRjDN/4/X4q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\nDho7+32qKbQwM4ET9u4J51G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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 21, negative utility: 0.358\n", "Validate negative utility: 0.356\n" ] }, { "data": { "image/png": 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fxneeP8vkMsg5TxVNxsS5v7t5AwBPHjm/pPOZBWmZ2OF0LjzFeVS7CjiY4YHl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\nCPgF8N+VUkPhm8fsRSk1BWwXERfhWSOboh2W2lU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 22, negative utility: 0.357\n", "Validate negative utility: 0.355\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 23, negative utility: 0.356\n", "Validate negative utility: 0.355\n" ] }, { "data": { "image/png": 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ORKOwnS8RYXVxxqyb5YyMu2joHp5IOfW1vjSThu5heq2MqVjgXZTm3doRIptp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\n6Ul28tMdM04sT9Qw0qJ2SsWs6iXZHKr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 24, negative utility: 0.356\n", "Validate negative utility: 0.354\n" ] }, { "data": { "image/png": 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MsYeBh8fetPFLjY/m0+cXcft5hWyrauGZ7cfo63cxOyeJ2VlJzM5OIn9aHDab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\nXCQiO4GLgFrAOz98pjGmDPg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 25, negative utility: 0.355\n", "Validate negative utility: 0.353\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 26, negative utility: 0.354\n", "Validate negative utility: 0.353\n" ] }, { "data": { "image/png": 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P19ZpYeuhCi6fGzcmGxTuTP43hMvoOW1HBlVHpra5g7czT3LV/PhhjbVckz6R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\nd77uduACrfVcYB6wSim1GPg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 27, negative utility: 0.354\n", "Validate negative utility: 0.352\n" ] }, { "data": { "image/png": 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87KYjrTSZrdx9YfnItfPnziLJZOSto/4N97x3ooOjLT3cc/GcKZWKWF2WNfJ1rqzMH5mn\nCDUJfiHEtB1usrC4KB2Dlzo0wbK4MJ0hu4O69j6fj/3NllOUZCVxxeL8kWuJJiMXV+TwZnWbXwei\nP/7+SXLTErh+ZdGU2puVEs+8XOfO5i+vD09vHyT4hRDTZHdojjb3hHSYx83dY/Z1+PrhJjM7TnZy\n1wXl44qkrV+UR2P3AMd9HOxyrKWHzcfbufvCchLipl5P57Pnz+Z/XVTOspLQzYeM5bM6pxBCTORk\nRy8DNntIJ3bd5uakEB9n4EiThU+s8v64p7ecIslk5FNVpePuXb4wD4C3jraNjP178sT7dSSaDNyx\n1nsVTn/c7aXwXChJj18IMS3uid2lxaHv8ccZDSzMT5vw8PXOviFe2tfEJ1cXk5E8vtZ9QUYiS4vT\nJ9zFe6TJwgt7GvlUVSlZKfEBaXs4SfALIablcJOF+DgD80K8CcnNXbrB2xj9xh2nGXIt4fRm/aJ8\ndtd30dU3NO7esN3BN58/QGayia9+dEGgmh1WEvxCiGk53GRmUUEaJmN44qSyKJ3OviFaLeMrbdrs\nDn6/rZ6L5+dMuF7+ikV5ODS8e7x93L3H3z/JwUYz37t+aVT09kGCXwgxDVprDjWGtlTDWIsLPR++\nbh6w8bmndtJstnKPj81Wy4ozyElN4M0xyzrr2nv56abjfGxJPtcsKwhsw8NIgl8IMWWN3c4iaZVh\nmNh1W1To7MmPLt1w+mw/Nz2yha21Z3n4pmUjE7jeGAyKyxfm8u6xNoZdewIcDs03nz9AQpyBh25Y\nGvYjHgNJgl8IMWXh2LE7VnqiibLs5JHg33mqkxt/+QHtPYP89p613Hqef6twrlich8U6PFJE7ffb\n69l5qotvX1tJXgCOk5xJZDmnEGLKDjdZMChYXBC+4AdYXJhGdZOFF/Y08ODzBynOSuLJu8+b1DGQ\nF1fkYjIq3jraRnFWEg//7SgfWZDLzWsmPl0rEknwCyGm7EiTmbm5qT5PoAq2ysIMXj/cytee288F\nc2fxyGdWk5k8uYnY1IQ4zp87i79Xt1LtOhT93z8RXUM8bjLUI4SYssMhrsHvjfsw81urSnn6c2sn\nHfpu6xflUdvex+bj7Xzz6kWUhLj2UKhI8AshpqSzb4hms3VGBP/FFTls/t+X8x83LSM+buqxtn6R\ncxL4vPIsPrPOvyMVI5EM9QghpuRwk7M+TjhKNXgSiDNrZ89K4ee3r2LtnOyQF5wLJQl+IcSUzIQV\nPcFw3YqpVd6MJDLUI4SYksNNFoozk6Y8ni7CR4JfCDElh5vMUdfbjxUS/EKISesbHOZkR9+MGd8X\nkyPBL4SYtOpmC1pH3/h+rJDgF0JM2sjEbhhq8Ivp8xn8SqknlVJtSqlDXu4vUkptVUoNKqX+acy9\nDUqpY0qpGqXUg4FqtBAivA43mclOiacgymrYxAp/evxPARsmuN8JfBn48eiLSikj8AvgaqASuF0p\nVTm1ZgohZpK9p7tZUpQeleUMYoHP4Ndab8YZ7t7ut2mtdwK2MbfWAjVa6zqt9RDwLHDDdBorhAi/\n6mYLJ9p6+eji/HA3RUxRMMf4i4Ezoz5ucF3zSCl1n1Jql1JqV3v7+FNwhBAzw4t7G4kzqJjY6BSt\nghn8nt4Dej4UE9BaP6a1rtJaV+Xm5gaxWUKIqbI7NC/tbeSyhXlkR8kxhLEomMHfAJSO+rgEaAri\n9xNCBNkHNR209Qxy02qvb95FBAhm8O8EKpRSc5RS8cBtwMtB/H4ixm0+3o7VZg93M6Lai3sbSU+M\nY/3iiY8yFDObP8s5NwJbgYVKqQal1D1KqfuVUve77hcopRqArwH/4npMutZ6GHgAeB2oBp7TWh8O\n3lMRsez02X7ufHIHv95cF+6mRK2+wWFeO9TCtSuKSIgL78ErYnp8VufUWt/u434LzmEcT/deBV6d\nWtOE8F9DVz8Af97TwAPr58sywyB47VALAzY7n1wlwzyRTnbuiqjQbLYCUH+2nx0nva4+FtPwwt4G\nyrKTR067EpFLgl9EhRaLM/hT4o08t6shzK2JPs3mAbbUnuUTq4rl3VQUkOAXUaHZPEBWsonrVhTx\n6sFmegeHw92kqPLS3ia0hk/IME9UkOAXUaHFbKUgI4lbqkoYsNl59UBzuJsUNbTWvLCngTWzsyjP\nSQl3c0QASPCLqNBstlKYkcjqsizm5qbwp91nfH+S8MvhJmeJBuntRw8J/gintdfN0DHF2eNPRCnF\nzWtK2Hmqi5MdfeFuVlR4YU8j8UYD1y4vDHdTRIBI8EewvsFhqv7177x6MLaHNaw2O2f7hih0lQi+\naXUJBgV/ll7/tA3bHby8v5H1i/LkbN0oIsEfwU529HG2b4jndsV2wLVZBgEoyHAGf356IpcuyOX5\n3Y3YHfKOaDreO9FBR+8Qn5QSDVFFgj+CNXQNAM76KeaBsVWxY0eT2fn3UJiRNHLtlqpSWixW3q/p\nCFezosILexvJSjZx2UIp0RBNJPgjmHu3qs2ueftoW5hbEz4trs1b7h4/wBWL88hMNsX8u6HpONnR\nx2uHmrlhZTHxcRIV0UT+NSNYQ9cAKfFG8tMTeO1QS7ibEzbNHoI/Ic7IjSuL2XS4le7+oXA1LaL9\n+6vVxBsNfOHyeeFuiggwCf4I1tg9QElWMh9bUsA7x9voH4rNTUst5gHSEuNITTi39NTNa0oYsjt4\neb9UA5+sLTUdbDrSyhcun09empyrG20k+CNYQ9cAJVlJbFhagNXmYPPx2Dy5zL2Gf6ylxRksLkzn\nT1LCYVLsDs33XzlCcWYS91w8J9zNEUEgwR/BGrr6KclKYm15NlnJJv4Wo8M9LRbnrl1PbllTwsFG\nM9XNlhC3KnI9t+sMR1t6+NY1i0k0SfnlaCTBH6HMAzZ6rMOUZCUTZzRwZWU+b1W3MTgceweRNJut\nI2v4x7pxVTGJJgMPvnBQ6vf4ocdq4ydvHOO88iyuWVYQ7uaIIJHgj1DuFT3FWc6e7tVLC+kZHGZL\n7dlwNivkhoYddPQOnjOxO1p2Sjw/v301hxrN3P+73TH5g3EyfvF2LR29Q3z72kqpwhnFJPgjVKNr\nDX+JK/gvnD+L1IQ4Xjs4M4d7/rKvkUt/9HbAj0Zs67GiNR7H+N2urMznhzct5/2aDr76x32yqcuL\nM539PPn+ST65upjlJZnhbo4IIgn+CNUwEvzJgHP54vpFeWyqbmXY7ghn0zx662gb9Wf7OdhoDujX\nda/hL8z0PMbvdtOaEv7l44t59WAL//ziQalx5MEP/laN0aD4xscWhbspIsgk+CNUQ9cAyfFGspJN\nI9euXlpAZ98QO07NvBOoDrkCP9CnY7nX8E/U43f7/CVzeeDy+Ty78ww/fP1YQNsR6Xac7OTVgy38\nw2XzvA6bieghwR+hGrr6Kc5MOmcc9tKFuSTEGXh9hq3u6R0cps5VKTPQwe9p1+5Evn7VAu5YV8Yj\n79Ty2ObagLYlUmmteeiVIxRmJHLvJXPD3RwRAhL8Ecq5eevc4Y3k+DguXZDL64dbccygcezqZgta\nQ3FmErvruwI6xt5stpISbyRtzOYtb5RSPHTDUj6+vJB/f/UoP3i1mrO9gwFrTyR6+1gbBxvNfO3K\nBSTFy/LNWCDBH6Gcm7eSx12/elkBLRYr+xq6w9Aqz9zDPHdfWE7v4HBA19S3WAZG6vD7y2hQ/PRT\nK/nkqmIee6+Oix5+i+++fJim7oGAtSuSPPJOLcWZSdwoB63EDAn+CGSx2jAP2Mb1+AHWL8onzqBm\n1HDPoUYLOakJXLvCeZBHIId7nLt2J57Y9SQ+zsB/3rqSTV+9lGuXF/H7bfVc+qO3+caf91PX3huw\n9s10O091svNUF/deMgeTUeIgVvj3/ljMKO6lnMUegj8jycSF83P426EWHrx60YxYi32o0czS4nQK\nM5IozU5ix8lOPhegUgAtZisXzc+Z8ufPz0vlx7es4CsfreDx906yccdp/rS7wTV/AgalULh+V3Dj\nymK+dEVFQNo+E/zqnVqyU+K59byycDdFhJD8iI9AY5dyjnX10gJOd/ZT3dwTymZ5NDBk50RbD8uK\nMwA4rzybnac6A7KcctjuoK1n0K8VPb6UZCXz3euX8MGD6/ny+grWlmdTNTubVaWZLC/JZElxBlnJ\n8fxk0/GoqYl0tMXCm0fbuPvCchnbjzHS449Aja5du56GesC5YelbLx7k79WtVBalh7Jp4xxtseDQ\nsKTIGfxry7N5YU8jte19zM9LndbX7ugdwu7QAV1+mJOawFevXODxntVm59qfv883nz/A61/9COmJ\nJo+PixSPvltHcryROy+YHe6miBCTHn8EaugaINFkYFaK5zNQc1ITWJCXxu76rhC3bDz3xO7SYucP\noLVzsgHn2PJ0fXjyVmjWnSeajPz4lhW0Wqz86ytHQvI9g+VMZz8v72/ijrVlcpZuDJLgj0DuFT0T\njd+vnp3J3tNdYV/WeajRQlayiWLXzto5OSnkpMazMwATvCNr+NMnP7k7VStLM7n/0nk8t6uBt49F\n7qlnv36vDoNybmoTsUeCPwI1dPePBKk3q8qysFiHqesI7wqVQ01mlhZnjPyQUkqxdk422wMQ/JPZ\ntRtI//jRChbkp/Lg8wcw90feWccdvYP8cecZPrmqRHbpxigJ/gjU2DV+89ZYq8uyANhTH771/IPD\ndo639oyM77udV55NY/cAjdNcN99iHiAhzkBmcmjH2hPijPzklpV09A7x/Qgc8nnqg1MM2R3cd6n0\n9mOVz+BXSj2plGpTSh3ycl8ppX6mlKpRSh1QSq0edc+ulNrn+vVyIBseq3oHh+nqt3ld0eM2NyeF\n9MQ49p4J3zj/8ZZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 28, negative utility: 0.353\n", "Validate negative utility: 0.351\n" ] }, { "data": { "image/png": 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J+h6fn18dGeLmrQ2UmDO/mJ3LmitKsJqNnBp1ZnooWU+Cfg6xz2S2785Sd+xs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\n6SVffxz4V6XUHwPPAgOAN8bHopS6H7g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 29, negative utility: 0.352\n", "Validate negative utility: 0.351\n" ] }, { "data": { "image/png": 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K3Wc55cfAGOCvSqkDSql9dqxXCI+31TIrdZmd+tt7TbVsWXf09Mi7ZrTWbM+v4pLxUXhZ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\nnvW1p98vwFKt9ayzhj/a/fv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 30, negative utility: 0.352\n", "Validate negative utility: 0.350\n" ] }, { "data": { "image/png": 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qXE4HPaOehP4f94+H1hBmz74ri/PjpnemfAFeOTGY0JgCQc3JATdra2Knbm7b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\nIkFfLHmXrK7EZlXLrnTzqcN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 31, negative utility: 0.351\n", "Validate negative utility: 0.349\n" ] }, { "data": { "image/png": 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pcC/iWpcZT7FrsdhEqXFW2rVQW0jQlbsqKH3/r5U8e7SRL+xcz1fftZGr16Tx411VF5Qs\nANeMnhDI7wPkp8UQYw3jw9vzcX06v0BqbKSmekKEBn4VdJ4orefHu07zgcuW84lrVwLwhZ3r6RoY\n5cHXqi+4tq59gPwQmNEDzgVi+790Ax++PM/j+ZRYq87jDxEa+FVQ2VvdxpeeOsZVq9P4+h2bxnu2\nm3ISuWNLNo+8XktTt3MR08DIGC29wxQEYIP1QEmIivDY2wdn4O8aGGVM6/UEPQ38KmicbunjE48d\npCA1lp9++BIiLtrB6vM3rcMY+P5Lzsln7n12Q6XHP5M09+pdrdcT9DTwq6AwNGrnbx99C2u4hUf+\n5jISoiImXbM8JYaPbs/n9wdtnGruHZ/RE4gN1hcjd70eTfcEPw38KiiU2bo52zHA127fNF6GwJNP\nXr+a2Mhwvv18xXgd/jzt8QMTV+9q4A92wT+HTYWE4w3dAJTkJ097XXKslX+8bjXffr6Cxq5BUmKt\nHj8dhCJ3qqdNe/xBT3v8KiiUN/aQHh9JRkLUjNd+/MoCshKjqGju1fz+BFqvJ3Ro4FdBobyxe3zD\n8plERYTxubevBTS/P1FSjBURzfGHAg38askbGrVT1dI3vmetN959SS63b8nm5k3LZr44RIRZhBSt\n1xMSNMevlrzKc73YHcbrHj84g9wPP7DVj61amlJirboLVwjQHr9a8o439ADORVpqfnT1bmjQwK98\n6kh9F7/Ye2ZBX7O8sZuEqPCAb5YeDLRQW2jQwK986t+fO8lXny2nawFXfx5v7GFDdsKUpQiU97RQ\nW2jQwK98pr5jgDdrOzAG9te0z/wAHxizO6ho6pnVwK6amtbrCQ0a+JXP/PFIAwDWcAtvnF6YwF/d\n2s/wmIONOd4P7KqppboWcXUOjM5wpVrKdFaP8gljDE8ebmBbQQoxkWHsrW5bkNctb3Su2NUev2+k\nTqjXkx4fGeDWKH/RHr/yiTJbNzWt/dx5SQ5XrkqjurWf5u4hv7/u8YYeoiIsrEyP8/trhQL36t12\nXb0b1DTwK5946nAD1nALtxRlsX1VKgD7avzf6y9v7KYwK4Ewiw7s+oI71aMDvMFNA7+at1G7g2eP\nNnJjYQaJ0RFsyEogKSbC73l+h8NworFnVgu31PTG6/Vo4A9qGvjVvO2ubKW9f4Q7t+YCYLEI21em\nsq+6HWOM3163vnOA3uExNmp+32eSXfV6NNUT3DTwq3l78nADyTERXLs2ffzYFavTaOgaHN/lyh/K\nG10rdjXw+0yYRUjWej1BTwO/mpeeoVFeOnGOd27Oxhp+/u10hSvPv7faf+me4w3dhFuEtct0YNeX\ntGxD8NPAr+blL8eaGBlzcOfWnAuOr0yLZVlCFG/4cVpneWMPazLjiQwP89trhKLUWO3xBzsN/Gpe\nnjzUwIq0WLYsT7rguIhwxWpnnt/h8H2e3xgzqxr8ynupcVbN8Qe5GQO/iDwiIi0icnyK8+tFZJ+I\nDIvI/RedOyMix0TkiIiU+qrRanGwdQ5woLaDO7fmeKyTc8WqNDr6Rzh1rtfnr93SO0xb3wibNPD7\nnKZ6gp83Pf5HgZ3TnO8A/gn4zhTnrzfGbDHGlMyybWqR++ORRoBJaR43d57/jdO+T/e499jdqKWY\nfS41NpKuwVHsfvikphaHGQO/MWY3zuA+1fkWY8xbgBb3CCHGGJ48ZGNbQQrLUzzvW5udFM2KtFj2\n+WGAt7yxBxEozNIev6+lxlkxBjoXsMKqWlj+zvEb4EUROSgi9/n5tdQCOtbQTbWrRMN0rliVyoHa\nDp9Xezze0M2K1FjiIrXclK+dL9uggT9Y+TvwX2mMuQS4GfikiFwz1YUicp+IlIpIaWtrq5+bpeaj\nvLGbb/zp5HiJhulcsSqNvuExylypGd+1wVmDX/neeODXDVmCll8DvzGm0fVvC/AUsG2aax8yxpQY\nY0rS09OnukwFUHljN3//WCm3/uh1Tjb38MA7N5AYHTHtY9x1e/b6MM/f2T9CQ9egbrXoJ2lx5yt0\nquDkt8/JIhILWIwxva7vbwK+5q/XU/5T3tjNj16u4oXyc8RHhfPZG9fw8StXzBj0wdl7LMxKYG91\nO5/ascYn7TnR5Fyxq1M5/UNTPcFvxsAvIr8BrgPSRMQGPABEABhjHhSRZUApkAA4ROSzwAYgDXjK\nNc0vHPi1MeZ5f9yE8p8f/rWK7/+1ctYBf6IrV6Xyy/11DI3aiYqY/2Irdw1+rdHjH+P1erTHH7Rm\nDPzGmLtnON8M5Ho41QNsnmO71CJgjOGx/We4cnUqP/3QpbMO+G5XrE7l56/XcqiukytWp827Xccb\neshOjBrvmSrfctfr6dAcf9DSlbtqStWt/bT1jXBbcfacgz7AthWphFnEZ+Ubyhu7df6+n+kiruCm\ngV9N6c1a5/KNy1ekzOt54iLD2Zyb6JOCbf3DY9S09Wt+389SYq20aY4/aGngV1M6UNtOenwkK9Ji\n5/1cV65Oo8zWTd/w2Lye53hDN8ZoKWZ/S4vTHn8w08CvPDLGcKCmg8tXpHiswzNblxWkYHcYjpzt\nmtfz7K/pQMT5fMp/NNUT3DTwK4/OdgzQ3DM07zSP29a8JCwCb52ZsvqHV/bVtLEhK4HEmLmPOaiZ\npcRG0jkwovV6gpQGfuXRgRpXfn9lqk+eLz4qgvXLEjhY1znn5xgatXOormu8+Jvyn9RYrdcTzDTw\nK4/217aTEmtlTYbvdrcqKUjm0NnOOdftOVTXyYjdMb4aWPlPapxuuh7MNPArj96s7WBbgW/y+24l\nBSkMjNipaJ5bff691e2EWUTz+wtAV+8GNw38apKGrkFsnYNcvtK3AbYkPxmYe55/X007RTmJxEdp\nft/fUmOd9Xq0UFtw0sCvJjlQ45xvf/kK36ZUspOiyU6MonQOef7+4TGO1ndpmmeBaKonuGngV5Mc\nqOkgISqc9cviff7cJQUplJ7pwJjZzRZ560wHYw7Ddh8NNqvpjdfr0VRPUNLAryY5UNvOthUpWCy+\ny++7lRQkc65nGFvn4Kwet6+mnYgwoaQg2edtUpOFWYSk6AhN9QQpDfzqAud6hjjTPuDzNI9bSb5z\n3KC0bnZ5/v3V7WxZnkSMVXfcWii6iCt4aeBXFzjgrs/j44Fdt3XL4omPDKf0jPd5/p6hUY41dGua\nZ4GlxkVqqidIaeBXFzhQ005cZDgb/LSJeZhF2JqfPKvA/2ZNBw4D21fNv6Sz8l5qCPb4jTF898VT\nnHRt9hOsNPCrCxyo7aCkIJnwMP+9NUryk6ls6aV7YNSr6/fVtGMNt7A1L8lvbVKTpcRaQ24zlnM9\nw/x412m+91JloJviVxr41bi2vmFOt/T5Lb/vVlKQjDFw6Kx3vf691e1cmpfsk927lPdS40KvXk91\nax8AuypaaOkdCnBr/EcDvxrnrr+/zUeF2aayZXkSYRbxaoC3s3+Ek009Wp8nANz1erpCqF5PjSvw\n2x2Gpw41BLg1/qOBX407UNNOdEQYxbn+rXUfYw1nU3YCb3mR5z9Q61xMpgu3Ft542YYQSvdUt/YT\naw3j0vxkHi+tn/V6k6VCA78ad6C2g0vzk4nwY37f7dL8FI7WdzEyNn3Btr3V7j9Gmt9faO7Vu6E0\ns6e6tY9VGXG8v2Q51a39HJrn/hGLlQZ+BTg/zlc09/qs/v5MSgqSGR5zUN7YPe11+6rbuWxFCtZw\nfasuNHe9nlCa2VPT2s/KtFhuKc4ixhrG42/VB7pJfqG/TQqYsL/uAs2Vdxdsm25aZ2vvMFUtfTp/\nP0DcqZ6OEFm9Ozhip6FrkFXpccRFhnNrURZ/Kmukf57bhS5GGvgV4EzzRIZb2Lx8YfayzUiIIi8l\nZtoB3n2uYnE6sBsYya5dzkJl0/WaNufA7sp05x4U77tsOf0jdp471hTIZvmFBn6FMYY9Va1szUsi\nMnzhpkyWFDgXck01gLavup34yHA2ZvtnMZmaXniYheSYCFr7QqPHX9PaD8CqjFjA+al0ZVosT5Ta\nAtksv9DAvwQ0dg1S9NUXODjL+jbe2lfdTuW5Pu7YkuOX559KSX4K7f0jnGkf8Hh+f42zWJw/F5Op\n6a3JiKciyFexulW39iECBanOwC8ivLdkOW+e6Rif5hksZvyNEpFHRKRFRI5PcX69iOwTkWERuf+i\ncztF5JSInBaRL/qq0aHmQG07vUNjvHG63S/P//PXa0mNtXLH1oUN/JcVTL0xy+mWXmrb+nUaZ4Bt\nyknkRFPPnLfLXEqqW/vJTY6+YKHgey7JIcwiPHEwuHr93nSlHgV2TnO+A/gn4DsTD4pIGPBfwM3A\nBuBuEdkwt2aGtqP1zpkv/qgfcrqll10VLXxke/6Cr4xdlR5HYnQEB10DvGN2By+fPMe9vyjlHT/Y\ngzXMwvXrMxa0TepCxbmJDI06qHalQYJZTWsfK9Mu3GM6IyGK69el84eDtqD64zdj4DfG7MYZ3Kc6\n32KMeQu4uPDKNuC0MabGGDMC/Ba4fT6NDVVlNudc4rnuVTudh18/Q2S4hY+8Ld/nzz0Ti0UoyU9m\nb00b33vxFFd9+xXu+UUpR+q7+LurV/LiP1/DqnTfbfauZm9TjnOw3/0eDFYOh6Gmtd/j++29Jctp\n6R3mtcrWALTMP/yZPM0BJk6CtbmOqVkYtTsob+zBGmbhTHs/AyO+m1rW3jfMk4dsvPuSXFLjIn32\nvLNRUpBCfccgP37lNOuWxfPghy9h3//ewRdvXk9BWmxA2qTOW5kWS6w1jOMN06+3WOqae4YYHLWz\nMn3ye27H+gzS4qw8Xho8c/r9uauFp+2bplz/LCL3AfcB5OXl+atNS86p5l6GxxzcVpzFn8qaqGju\n5ZI83+xC9av9Zxkec3DPVSt88nxz8cHL84iLDOP69RnkJscErB3KM4tF2JidyLEgD/zu4myeevwR\nYRbefUkuj7xeS1vfMGkB6iT5kj97/DZg+YSfc4HGqS42xjxkjCkxxpSkp6f7sVlLS5nN+Qv3gcuc\nfwwrmnyT7hkatfPY/jPsWJ/B6ozApVMSoyP4yPYCDfqLWCgM8I5P5fTQ4wd476W5jDkMTx8OjsJt\n/gz8bwFrRGSFiFiBDwDP+PH1glKZrYukmAiuWJVKfGS4zwZ4nz7cQFvfCPcGsLevlgb3AO/pIJvS\nOFF1ax/xkeGkx3vuza/JjGdDVgIvlp9b4Jb5hzfTOX8D7APWiYhNRO4RkU+IyCdc55eJiA34HPAV\n1zUJxpgx4FPAC8BJ4HFjTLn/biU4HbV1U5STiMUirM+K90ngN8bw89dr2ZCVoNMl1YzcA7zHbMGb\n7qlp7WdleiwinjLUTjcUZlBa1xEUZaq9mdVztzEmyxgTYYzJNcY8bIx50BjzoOt8s+t4gjEmyfV9\nj+vcc8aYtcaYVcaYb/r7ZoLN4IidynO9bHZVply/LIGK5t55l4p9tbKV0y19/N01K6Z9oysFoTHA\nW93aN+MMsh3rM3AYgmJ2jy6JXMRONHVjd5jx+viFWQn0DY9h6xyc1/M+vKeWzIRIbi3K9kUzVZAL\n9gHe/uExmrqHPM7omWhzbhKpsVZ2VbQsUMv8RwP/IuZeuLV5ubPHX5gVD8CJeaR7TjT28PrpNv7m\nihVa6lh5rSg3eAd4a9vcA7vT9/gtFuG6dRm8Vtm65P876G/+InbU1kVmQiSZCVEArFsWj8j8ZvY8\n/HotMdYwPrhNp8wq7xXlBO8Ar3sq50ovFgvuWJ9B18Aoh+uX9oI2DfyLWJmt+4Kdp2Ks4RSkxs55\ngHfM7uC5Y03cviWHRFfJXaW8EcwDvNWt/VgE8lNnnlJ89do0wi2y5NM9GvgXqe7BUWrb+tl80f63\nhVnxnGyeW+Cvbu1ncNTOthW+WQCmQkcwD/BWt/aRmxzjVa2qhKgILitIYddJDfzKD9w9K3d+361w\nWQJ17QNz2hXIPThXlLMwm62o4GGxCBtzEikLwsDvrNHjfXmQHeszOHWuF1un53LiS4EG/kXqqKso\nVnHOhYF/fZZzU5K5FGw7Zusi1hrGijQtfKZmrygnkZNBNsDrcBhq2/q8yu+77Sh0Vox9ZQmnezTw\nL1Jlti4KUmMm5eLdM3vmkucva+hmY04iYRadu69mLxgHeBu7BxkadcyqCuzKtFjyU2OWdJ5fA/8i\ndbT+woHnafcFAAAWZUlEQVRdt5ykaOKjwqmYZZ5/zO7gRGMPxZrmUXN0vkRz8KR73PsMzDSHfyIR\nYcf6DPZWtzM4YvdX0/xKA/8i1NIzRHPP0PjCrYlEhMJlCZyc5ZTOqpY+hsccFHl4TqW8EYwDvDXT\nVOWczo71GQyPOdhb3eaPZvmdBv5F6OgUA7tuhVnOfVAdDu9LN7gHi3VgV82Ve4B3Ka3g7Rka5Vt/\nqeBcz5DH89WtfcRHhZMWZ53V825bkUKsNYyXl2i6RwP/IlRm68IisDE7weP5wqwE+kfssyrdUNbQ\nRXxk+PhG0krNRVFOIical84A70Ov1fDga9V84Q9lHmtcuXfdmm3NqsjwMK5ak8YrFS3zrp0VCBr4\nF6Gjtm7WZsYTY/W8T457Zs9sSjccs3WzyVXlU6m5KspJZHjMQVXL4h/gbe8b5pE3nHWpXj3VytNH\nJtfSr27tm1V+f6Ib1mfS1D3kly1R/U0D/yJjjKHM1jVekdOTdZnxWMT7mT0jYw5ONvV6HDNQajbG\nV/AugXTPg69VMzRq51f3XM7WvCS+9uwJ2vuGx8/3DY9xrmd4zvs6X7feuWHUUpzdo4F/kanvGKRr\nYJTi5VMH6WhrGAVpsV7P7Kk818uI3TH+S6vUXC2VAd6WniF+ua+OO7bmsCYznv98TzH9w3b+7dkT\n49ecH9idW48/Iz6K4txEDfxq/o64Fm5N1+MHZjWzx9070x6/mq+lMsD7X6+cxu4wfOaGNYBzB61P\nXr+aZ442sqvCuYvW+e0W576g8fp1GRw620lH/9LanEUD/yJTVt+FNdzCumXx015XmBXP2Y4BeodG\nZ35OWzcJUeHkpei+tmr+FvsAb0PXIL95s573luSSP2Eywz9ct4p1mfF8+anj9A6NUt3ah0Ugz4vi\nbFO5oTADY+C1yqXV69fAv8iU2brZkJVARNj0/2sKXQO8ledm7vUfa+iiODdJd9tSPrHYB3h/sqsK\ngE/tWHPBcWu4hW+9p4jmniH+8/lTVLf2kZcSQ2T4zMXZprIpO5H0+EheOrG09uLVwL+I2B2G443d\nkypyelI4PrNn+sA/PGbnVHOv5veVzyzmAd669n4eL7XxwcvzyEmKnnR+a14yf3vlCh7bX8cbp9tn\nVaPHE4tFeMfGTF6paGVgZPaFEwNFA3+AGWOoa+/nmaONPPDMcQZG7B5LNVwsKzGKhKjwGWf2nGru\nZdRuNL+vfMY9wLsYa/P/8OUqwi3CP163asprPn/TWpanRNM9ODrngd2JbivOZnDUvqQGeT1PFFd+\n1TM0ys/31HL4bCdltm66B515emu4hcsKkrlmbfqMzyEiFGYlUDFD4C/TFbvKxxbrAO/plj6ePtzA\nvVevJMO1a50nMdZw/uPOYj788AE2TLFIcjYuK0ghPT6SP5c1cVvx0tjHWgN/AHz5qeP8uayR9csS\nuKVoGUU5SRTnJrI2M35W++AWZiXweGk9DoeZcmHWMVs3yTER5CZP/tir1FwV5STyq/11jNkdhM8w\nHrVQfvDXSqIjwvj7a1bOeO1Va9J49f7rfPJ7EWYRbtm0jN++VU/f8BhxkYs/rC7+FgaZ54838ezR\nRj7/9rV8+oY1Mz9gGoVZ8QyM2KnvHLhg9sJEZQ3OFbs6sKt8qTj3/ACve7wpkE429fCnsiY+vWM1\nqXGRXj2mIM135Utu25zNL/bV8fLJc9y+Jcdnz+svi+NPdYjo6B/hK08fZ1NOAp+YJgfpLfcv3PEG\nz+meoVE7Ved0xa7yvcW2B+/3X6okPiqce6+aubfvD5fmJZOZ4Ez3LAUa+BfQV58pp3twlP9z1+YZ\np2t6Y92yeDITIvnxripGxibPqT7Z1MOYw1CUM/NgsVKzsSI1lrjI8EWR5z9m6+bFE+f4u6tXTtq4\naKFYLMItRVm8Wtnq1dqaQNPAv0CeP97MM0cb+fSONT77aBwZHsY37yiiormXB1+rnnReV+wqf7FY\nhI3ZCYsi8H/vpVMkxUTw8SsLAtqO24qzGRlz8NeT08/pdziMx47aQpox8IvIIyLSIiLHpzgvIvIj\nETktImUicsmEc3YROeL6esaXDV9KOvtH+MrTx9iYncA/+CDFM9GNGzJ51+ZsfryratJirjJbN6mx\nVrISp57hoNRcFeUkcqKph9EAruA9WNfJK6daue+alcRHBaa377Z1eRLZiVHTpnscDsPHH32LO3/6\nRkD/u3nT438U2DnN+ZuBNa6v+4CfTTg3aIzZ4vp615xbucQ98Ew5XQOjfOe9vknxTHr+d24gPiqC\nf/l9GfYJm7Mcs3VTlKsDu8o/inITGRlzUHUucCt4v/9SJamxVj62vSBgbXBzp3teq2wdn6J9sV/u\nO8Nrla2UN/bw2L66hW3gBDNGIWPMbqBjmktuB35pnPYDSSKS5asGLnX+SPFcLDUukq++ayNH6rv4\nf2/UAjA4YqeqpVf32FV+414bEqhKnQdq2nn9dBv/cN0qYhfJFMpbi7MYtRuPJRxq2/r51vMVXLcu\nnavXpPGDv1YGrLibL7qfOUD9hJ9trmMAUSJSKiL7ReQOH7zWktLpmsWzISuBf7zetymei72zOIsb\nCzP5zounONPWz4mmbhwGirxYBazUXBS4BnjLGroW/LWNMXz3pUoy4iP58NvyF/z1p7JleRI5SdH8\nuazxguN2h+Hzjx/BGmbh2+8p5l9v20D/iJ3vvXQqIO30ReD3lEdw5xvyjDElwAeBH4jIlNFPRO5z\n/ZEobW1t9UGzAssYw5efPkbXwIjfUjwTiQjfvHMTEWEWvvhkGUfqdcWu8q/zA7ze7wTnre6BUY43\ndE+5reHe6nberO3gk9evJipi7kXWfE1EuK04iz1VbXQNnO/N/3xPDYfOdvFvt28kMyGKNZnxfORt\n+fz6wFmv99XwJV9EIxuwfMLPuUAjgDHG/W8N8CqwdaonMcY8ZIwpMcaUpKfPXLJgsXvyUAPPHWvm\nczet9cmycG9kJkTxlVsL2V/Twc9ePU16fCSZCd4tZlFqLopyEjnpwwHeUbuDX+w9w7XfeYXbfvw6\n739oP2W2Cz9RGGP47ounyEqM4gPblk/xTIFza3EWYw7Di+XOdE/VuV6++1Il79iYyR0TFnd99sY1\nJERH8LVnTyz4vr2+CPzPAB91ze55G9BtjGkSkWQRiQQQkTTgSuDEdE8ULOo7BnjgmXK2rUjh76/x\nb4rnYu8rWc5Vq9No6xuhWFfsKj9zD/B6Ux58Jq+camHnD3bzwDPlbMxO4Eu3rKe6pY93/eQNPvvb\nwzR0DQLwamUrh8528akdq+dVUtlfinISyUuJ4U/HmhizO/j8E0eJiwznm3cWXfD7mBRj5XNvX8ve\n6nZeXOCyzjOOiIjIb4DrgDQRsQEPABEAxpgHgeeAW4DTwADwcddDC4H/FhEHzj8w3zLGBH3gH7M7\n+OffHUGA771vM2ELvLm5iPAf7y7ilh/u4fKVKQv62ir0TBzg3Zg9t7Ri5blevvHnk+yubGVFWiz/\n96Ml3FiYgYhw97Y8fvZqNQ+/Xstfjjdzz1Ur2FPVRm5yNO+9dPH19sH5O3hrcRYP7a7h35+roMzW\nzU8/dAlpHkpJfHBbHr/aX8c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 32, negative utility: 0.350\n", "Validate negative utility: 0.348\n" ] }, { "data": { "image/png": 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85x1reO/aeefts9kNmQnR/PHtyrEDf0M3cyLCmDvOUniuAd5TDV1apneEvRWO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\naPiGvBT6Bu0U14y9nJ47R6s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 33, negative utility: 0.350\n", "Validate negative utility: 0.348\n" ] }, { "data": { "image/png": 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F5SAib+C3JD7NIoTAceO4P78vUSoIm5dUYDfP+FkADvwsIQxDFjRVaaFQzD1uMRv4K3tm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\nZ5iIgZ+IHiUiExG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 34, negative utility: 0.349\n", "Validate negative utility: 0.347\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 35, negative utility: 0.349\n", "Validate negative utility: 0.347\n" ] }, { "data": { "image/png": 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Z8DkA16DuvwL7XF/3uwd6g82Xry2mrXeI/9s9ca//WEMXt/33W+w+2cp371zF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\nkjfm3L0iUuX6utebjVfhY3V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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 36, negative utility: 0.348\n", "Validate negative utility: 0.346\n" ] }, { "data": { "image/png": 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7+qRFzve62wtc4/z6KiBUKRU98uYJ4ZtuOCMVDaz7smDY59hXVMehknrWduu1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\nqXeTcBdCeJWzMmLgXdiSW8n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 37, negative utility: 0.347\n", "Validate negative utility: 0.345\n" ] }, { "data": { "image/png": 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QF1asVN8sGjeSsVHBvLxrcF0zDc02Np8o48opsYyLDuHhqyayNauM1/bmO6jS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\nMSUujAmxoRe6Zt7dX0iIvw+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 38, negative utility: 0.347\n", "Validate negative utility: 0.345\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Initial Capital: [1.]\n", "Epoch 39, negative utility: 0.347\n", "Validate negative utility: 0.344\n", "Utility on Test Data (unstopped): 0.346\n", "INFO:tensorflow:Restoring parameters from ./model/my-test-model\n", "Utility on Test Data (stopped): 0.346\n", "Runtime (in sec): 1687.529\n" ] } ], "source": [ "#if __name__ == '__main__':\n", "FLAGS = parameters()\n", "#Generate Correlation Matrix\n", "if FLAGS.correlated:\n", " FLAGS.corr = corr(FLAGS.NUM_ASSETS)\n", "#Generate Data\n", "train_data = generate_data(FLAGS)\n", "FLAGS.data = train_data\n", "X_valid, y_valid = generate_validation_data(FLAGS)\n", "X_test, y_test = generate_test_data(FLAGS)\n", "EarlyTrainLoss =np.zeros(FLAGS.NUM_EPOCHS)\n", "EarlyValidateLoss =np.zeros(FLAGS.NUM_EPOCHS)\n", "\n", "with tf.Session() as sess:\n", " model = create_model(sess, FLAGS)\n", " saver = tf.train.Saver()\n", " \n", "#########################\n", "# Train Hedging Network #\n", "#########################\n", " for idx, epoch in enumerate(generate_epochs(FLAGS)):\n", " training_losses = []\n", " quad_losses = []\n", " for step, (input_X, input_y) in enumerate(epoch):\n", " predictions, total_loss, quad_loss, after_loss, q = model.step(sess, input_X, input_y)\n", " training_losses.append(total_loss)\n", " quad_losses.append(quad_loss)\n", " #model_weights = delta_BS(input_X,T = float(FLAGS.TIME_STEPS)/365.)\n", " #model_weights = np.concatenate([model_weights[:,:,0:FLAGS.NUM_RELAVENT],np.zeros([FLAGS.BATCH_SIZE,FLAGS.TIME_STEPS-1,FLAGS.NUM_ASSETS-FLAGS.NUM_RELAVENT])], axis = 2)\n", " #model_hedge_loss = UtilityNP(model_weights, input_y, input_X, q)\n", " deep_portfolio = UtilityNP(predictions, input_y, input_X, q)\n", " #plt.hist(model_hedge_loss,range=(np.min(deep_hedge_loss),np.max(deep_hedge_loss)),color='green')\n", " #plt.show()\n", " plt.hist(deep_portfolio)\n", " plt.show()\n", " print(np.mean(deep_portfolio))\n", " i = np.random.randint(0,257,1)[0]\n", " #model_hedge_loss_tra = UtilityNPcum(model_weights[i:i+1,:,:], input_y[i:i+1,:], input_X[i:i+1,:,:], q[i:i+1])\n", " deep_portfolio_tra = UtilityNPcum(predictions[i:i+1,:,:], input_y[i:i+1,:], input_X[i:i+1,:,:], q[i:i+1])\n", " #plt.plot(model_hedge_loss_tra[0,:],color='green')\n", " #plt.show()\n", " plt.plot(deep_portfolio_tra[0,:])\n", " plt.show()\n", " print(\"Initial Capital: \", q[i:i+1])\n", " #print(\"Deep Hedge price:\", deep_hedge_loss_tra[0,0])\n", " print(\"Epoch %i, negative utility: %.3f\" % (idx,np.mean(training_losses)))\n", " #print(\"Unregularized Loss: %.3f\" % (np.mean(quad_losses)))\n", " FLAGS.training = 2\n", " train_batch = model.sample_train(FLAGS)\n", " X_train, y_train = train_data\n", " test_weights = sess.run([train_batch],{model.X_train: X_train})\n", " FLAGS.training = 3\n", " p = price_valid(FLAGS)\n", " validate_graph = model.sample_validate(FLAGS)\n", " loss = Utility(FLAGS, validate_graph,model.y_valid, model.X_valid, p)\n", " validate_loss,test_weights,certain_equivalent=sess.run([loss, validate_graph, model.q],{model.X_valid: X_valid,model.y_valid:np.squeeze(y_valid)})\n", " print(\"Validate negative utility: %.3f\" % (validate_loss))\n", " FLAGS.training = 1\n", "\n", " #Save Model for Early Stopping\n", " if validate_loss < FLAGS.minimal_loss:\n", " FLAGS.minimal_loss = validate_loss\n", " save_path = saver.save(sess, './model/my-test-model')\n", " \n", " EarlyTrainLoss[idx] = np.mean(training_losses)\n", " EarlyValidateLoss[idx] = validate_loss\n", "\n", " # Generate Batch Normalization Parameters for Testing\n", " FLAGS.training = 2\n", " train_batch = model.sample_train(FLAGS)\n", " X_train, y_train = train_data\n", " test_weights = sess.run([train_batch], {model.X_train: X_train})\n", "\n", " # Generate Predictions\n", " FLAGS.training = 3\n", " p = price_test(FLAGS)\n", " test_graph = model.sample(FLAGS)\n", " loss = Utility(FLAGS, test_graph,model.y_test, model.X_test, p)\n", " test_loss, test_weights, certain_equivalent = sess.run([loss, test_graph, model.q],{model.X_test: X_test,model.y_test: np.squeeze(y_test)})\n", " print(\"Utility on Test Data (unstopped): %.3f\" % (test_loss))\n", " p_np = (FLAGS.initialcapital)\n", "\n", "#######################################\n", "# Evaluate Network for Early Stopping #\n", "#######################################\n", "new_saver = tf.train.import_meta_graph('./model/my-test-model.meta', clear_devices=True)\n", "with tf.Session() as sess1:\n", " # Generate Batch Normalization Parameters for Testing\n", " new_saver.restore(sess1,tf.train.latest_checkpoint('./model/'))\n", " FLAGS.training = 2\n", " train_batch = model.sample_train(FLAGS)\n", " X_train, y_train = train_data\n", " test_weights = sess1.run([train_batch],{model.X_train: X_train})\n", " \n", " # Generate Predictions\n", " FLAGS.training = 3\n", " p = price_test(FLAGS)\n", " test_graph = model.sample(FLAGS)\n", " loss = Utility(FLAGS, test_graph,model.y_test, model.X_test, p)\n", " test_loss, test_weights, certain_equivalent = sess1.run([loss, test_graph, model.q],{model.X_test: X_test, model.y_test: np.squeeze(y_test)})\n", " print(\"Utility on Test Data (stopped): %.3f\" % (test_loss))\n", "\n", "# Print Runtime \n", "t1 = time.time()\n", "total_time=t1-t0\n", "print(\"Runtime (in sec): %.3f\" % (total_time))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "################\n", "# Save Results #\n", "################\n", "\n", "np.save('deep_weights', test_weights)\n", "deep_portfolio = UtilityNP(test_weights, y_test, X_test, p_np)\n", "deep_portfolio_tra = UtilityNPcum(test_weights, y_test, X_test, p_np)\n", "np.save('stock_prices', X_test)\n", "df = pd.DataFrame(deep_portfolio)\n", "df.to_csv('deep_portfolio.csv')\n", "df = pd.DataFrame(deep_portfolio_tra)\n", "df.to_csv('deep_portfolio_tra.csv')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stock_prices=np.load('stock_prices.npy')\n", "#model_hedge_loss = pd.read_csv('model_hedge_loss.csv')\n", "deep_portfolio = pd.read_csv('deep_portfolio.csv')\n", "deep_portfolio_tra = pd.read_csv('deep_portfolio_tra.csv')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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x7qvGuK6EgJm9u/W8AJpXFuGqbPGA6WpGTZlOif+UBNQJftR/eoiGr3MJuq1v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tTUsok7ZmZmODg4oNfrycjIQHfDpqokSaWROJIQ2OXnU69dOxy9vNi1axedOUWf1vXLTYsvTE9g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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(10):\n", " plt.plot(stock_prices[i,1:,:])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "deep_portfolio_tra = deep_portfolio_tra.transpose()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#deep_portfolio_tra" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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mBEkhUfVz040+AOrSytD9movDAF9cxobhMjKEumOl1KWevVFHzc6dVK1bh+cd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U0Ns2bNoqAg9JA9XGfj+jcPEKVTuEQ8geJ3ExUVhc1mQ1EUTCYTgwYNIicujPQtC1EPuRxickIs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\nQtHHUYZeoVAo+jj/D5AIwd+Omr3rAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deep_portfolio_traSel = deep_portfolio_tra.iloc[1:,1:20]\n", "deep_portfolio_traSel.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[]],\n", " dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#model_hedge_loss.hist(column='0',color='green')\n", "deep_portfolio.hist(column='0')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "weights=np.load('deep_weights.npy')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(weights[1,:])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }