def test_BlackKarasinskiExampleTwo(): # Valuation of a European option on a coupon bearing bond # This follows example in Fig 28.11 of John Hull's book but does not # have the exact same dt so there are some differences settlementDate = FinDate(1, 12, 2019) expiryDate = settlementDate.addTenor("18m") maturityDate = settlementDate.addTenor("10Y") coupon = 0.05 frequencyType = FinFrequencyTypes.SEMI_ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(maturityDate, coupon, frequencyType, accrualType) bond.calculateFlowDates(settlementDate) couponTimes = [] couponFlows = [] cpn = bond._coupon / bond._frequency for flowDate in bond._flowDates: flowTime = (flowDate - settlementDate) / gDaysInYear couponTimes.append(flowTime) couponFlows.append(cpn) couponTimes = np.array(couponTimes) couponFlows = np.array(couponFlows) strikePrice = 105.0 face = 100.0 tmat = (maturityDate - settlementDate) / gDaysInYear texp = (expiryDate - settlementDate) / gDaysInYear times = np.linspace(0, tmat, 20) dfs = np.exp(-0.05 * times) curve = FinDiscountCurve(settlementDate, times, dfs) price = bond.fullPriceFromDiscountCurve(settlementDate, curve) print("Fixed Income Price:", price) sigma = 0.20 a = 0.05 # Test convergence numStepsList = [100] #,101,200,300,400,500,600,700,800,900,1000] isAmerican = True treeVector = [] for numTimeSteps in numStepsList: start = time.time() model = FinModelRatesBlackKarasinski(a, sigma) model.buildTree(tmat, int(numTimeSteps), times, dfs) v = model.bondOption(texp, strikePrice, face, couponTimes, couponFlows, isAmerican) end = time.time() period = end - start treeVector.append(v[0]) print(numTimeSteps, v, period)
def test_FinBondOption(): settlementDate = FinDate(1, 12, 2019) maturityDate = settlementDate.addTenor("10Y") coupon = 0.05 frequencyType = FinFrequencyTypes.SEMI_ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(maturityDate, coupon, frequencyType, accrualType) tmat = (maturityDate - settlementDate) / gDaysInYear times = np.linspace(0, tmat, 20) dfs = np.exp(-0.05 * times) discountCurve = FinDiscountCurve(settlementDate, times, dfs) expiryDate = settlementDate.addTenor("18m") strikePrice = 105.0 face = 100.0 optionType = FinBondOptionTypes.AMERICAN_CALL price = bond.fullPriceFromDiscountCurve(settlementDate, discountCurve) print("Fixed Income Price:", price) for strikePrice in [90, 95, 100, 105, 110]: sigma = 0.01 a = 0.1 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesHullWhite(a, sigma) v = bondOption.value(settlementDate, discountCurve, model) print("HW", strikePrice, v) for strikePrice in [90, 95, 100, 105, 110]: sigma = 0.20 a = 0.05 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBlackKarasinski(a, sigma) v = bondOption.value(settlementDate, discountCurve, model) print("BK", strikePrice, v)
def test_FinBondOption(): settlementDate = FinDate(1, 12, 2019) issueDate = FinDate(1, 12, 2018) maturityDate = settlementDate.addTenor("10Y") coupon = 0.05 freqType = FinFrequencyTypes.SEMI_ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(issueDate, maturityDate, coupon, freqType, accrualType) tmat = (maturityDate - settlementDate) / gDaysInYear times = np.linspace(0, tmat, 20) dates = settlementDate.addYears(times) dfs = np.exp(-0.05 * times) discountCurve = FinDiscountCurve(settlementDate, dates, dfs) expiryDate = settlementDate.addTenor("18m") strikePrice = 105.0 face = 100.0 ########################################################################### strikes = [80, 90, 100, 110, 120] optionType = FinOptionTypes.EUROPEAN_CALL testCases.header("LABEL", "VALUE") price = bond.fullPriceFromDiscountCurve(settlementDate, discountCurve) testCases.print("Fixed Income Price:", price) numTimeSteps = 100 testCases.header("OPTION TYPE AND MODEL", "STRIKE", "VALUE") for strikePrice in strikes: sigma = 0.20 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("EUROPEAN CALL - BK", strikePrice, v) for strikePrice in strikes: sigma = 0.20 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("EUROPEAN CALL - BK", strikePrice, v) ########################################################################### optionType = FinOptionTypes.AMERICAN_CALL price = bond.fullPriceFromDiscountCurve(settlementDate, discountCurve) testCases.header("LABEL", "VALUE") testCases.print("Fixed Income Price:", price) testCases.header("OPTION TYPE AND MODEL", "STRIKE", "VALUE") for strikePrice in strikes: sigma = 0.20 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("AMERICAN CALL - BK", strikePrice, v) for strikePrice in strikes: sigma = 0.20 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("AMERICAN CALL - BK", strikePrice, v) ########################################################################### optionType = FinOptionTypes.EUROPEAN_PUT price = bond.fullPriceFromDiscountCurve(settlementDate, discountCurve) for strikePrice in strikes: sigma = 0.01 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("EUROPEAN PUT - BK", strikePrice, v) for strikePrice in strikes: sigma = 0.20 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("EUROPEAN PUT - BK", strikePrice, v) ########################################################################### optionType = FinOptionTypes.AMERICAN_PUT price = bond.fullPriceFromDiscountCurve(settlementDate, discountCurve) for strikePrice in strikes: sigma = 0.02 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("AMERICAN PUT - BK", strikePrice, v) for strikePrice in strikes: sigma = 0.20 bondOption = FinBondOption(bond, expiryDate, strikePrice, face, optionType) model = FinModelRatesBDT(sigma, numTimeSteps) v = bondOption.value(settlementDate, discountCurve, model) testCases.print("AMERICAN PUT - BK", strikePrice, v)
def test_FinBondOptionAmericanConvergenceTWO(): # Build discount curve settlementDate = FinDate(1, 12, 2019) discountCurve = FinDiscountCurveFlat(settlementDate, 0.05, FinFrequencyTypes.CONTINUOUS) # Bond details issueDate = FinDate(1, 9, 2014) maturityDate = FinDate(1, 9, 2025) coupon = 0.05 freqType = FinFrequencyTypes.ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(issueDate, maturityDate, coupon, freqType, accrualType) expiryDate = settlementDate.addTenor("18m") face = 100.0 spotValue = bond.fullPriceFromDiscountCurve(settlementDate, discountCurve) testCases.header("LABEL", "VALUE") testCases.print("BOND PRICE", spotValue) testCases.header("TIME", "N", "EUR_CALL", "AMER_CALL", "EUR_PUT", "AMER_PUT") sigma = 0.2 model = FinModelRatesBDT(sigma) K = 101.0 vec_ec = [] vec_ac = [] vec_ep = [] vec_ap = [] if 1 == 1: K = 100.0 bkModel = FinModelRatesBDT(sigma, 100) europeanCallBondOption = FinBondOption(bond, expiryDate, K, face, FinOptionTypes.EUROPEAN_CALL) v_ec = europeanCallBondOption.value(settlementDate, discountCurve, model) testCases.header("LABEL", "VALUE") testCases.print("OPTION", v_ec) numStepsVector = range(100, 100, 1) # should be 100-400 for numSteps in numStepsVector: bkModel = FinModelRatesBDT(sigma, numSteps) start = time.time() europeanCallBondOption = FinBondOption(bond, expiryDate, K, face, FinOptionTypes.EUROPEAN_CALL) v_ec = europeanCallBondOption.value(settlementDate, discountCurve, bkModel) americanCallBondOption = FinBondOption(bond, expiryDate, K, face, FinOptionTypes.AMERICAN_CALL) v_ac = americanCallBondOption.value(settlementDate, discountCurve, bkModel) europeanPutBondOption = FinBondOption(bond, expiryDate, K, face, FinOptionTypes.EUROPEAN_PUT) v_ep = europeanPutBondOption.value(settlementDate, discountCurve, bkModel) americanPutBondOption = FinBondOption(bond, expiryDate, K, face, FinOptionTypes.AMERICAN_PUT) v_ap = americanPutBondOption.value(settlementDate, discountCurve, bkModel) end = time.time() period = end - start testCases.print(period, numSteps, v_ec, v_ac, v_ep, v_ap) vec_ec.append(v_ec) vec_ac.append(v_ac) vec_ep.append(v_ep) vec_ap.append(v_ap) if plotGraphs: plt.figure() plt.plot(numStepsVector, vec_ec, label="European Call") plt.legend() plt.figure() plt.plot(numStepsVector, vec_ac, label="American Call") plt.legend() plt.figure() plt.plot(numStepsVector, vec_ep, label="European Put") plt.legend() plt.figure() plt.plot(numStepsVector, vec_ap, label="American Put") plt.legend()
def test_FinBondOptionZEROVOLConvergence(): # Build discount curve settlementDate = FinDate(1, 9, 2019) rate = 0.05 discountCurve = FinDiscountCurveFlat(settlementDate, rate, FinFrequencyTypes.ANNUAL) # Bond details issueDate = FinDate(1, 9, 2014) maturityDate = FinDate(1, 9, 2025) coupon = 0.06 freqType = FinFrequencyTypes.ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(issueDate, maturityDate, coupon, freqType, accrualType) # Option Details expiryDate = FinDate(1, 12, 2021) face = 100.0 dfExpiry = discountCurve.df(expiryDate) fwdCleanValue = bond.cleanPriceFromDiscountCurve(expiryDate, discountCurve) fwdFullValue = bond.fullPriceFromDiscountCurve(expiryDate, discountCurve) # print("BOND FwdCleanBondPx", fwdCleanValue) # print("BOND FwdFullBondPx", fwdFullValue) # print("BOND Accrued:", bond._accruedInterest) spotCleanValue = bond.cleanPriceFromDiscountCurve(settlementDate, discountCurve) testCases.header("STRIKE", "STEPS", "CALL_INT", "CALL_INT_PV", "CALL_EUR", "CALL_AMER", "PUT_INT", "PUT_INT_PV", "PUT_EUR", "PUT_AMER") numTimeSteps = range(100, 1000, 100) strikePrices = [90, 100, 110, 120] for strikePrice in strikePrices: callIntrinsic = max(spotCleanValue - strikePrice, 0) putIntrinsic = max(strikePrice - spotCleanValue, 0) callIntrinsicPV = max(fwdCleanValue - strikePrice, 0) * dfExpiry putIntrinsicPV = max(strikePrice - fwdCleanValue, 0) * dfExpiry for numSteps in numTimeSteps: sigma = 0.0000001 a = 0.1 model = FinModelRatesHW(sigma, a, numSteps) optionType = FinOptionTypes.EUROPEAN_CALL bondOption1 = FinBondOption(bond, expiryDate, strikePrice, face, optionType) v1 = bondOption1.value(settlementDate, discountCurve, model) optionType = FinOptionTypes.AMERICAN_CALL bondOption2 = FinBondOption(bond, expiryDate, strikePrice, face, optionType) v2 = bondOption2.value(settlementDate, discountCurve, model) optionType = FinOptionTypes.EUROPEAN_PUT bondOption3 = FinBondOption(bond, expiryDate, strikePrice, face, optionType) v3 = bondOption3.value(settlementDate, discountCurve, model) optionType = FinOptionTypes.AMERICAN_PUT bondOption4 = FinBondOption(bond, expiryDate, strikePrice, face, optionType) v4 = bondOption4.value(settlementDate, discountCurve, model) testCases.print(strikePrice, numSteps, callIntrinsic, callIntrinsicPV, v1, v2, putIntrinsic, putIntrinsicPV, v3, v4)
def test_HullWhiteBondOption(): # Valuation of a European option on a coupon bearing bond settlementDate = FinDate(1, 12, 2019) expiryDate = settlementDate.addTenor("18m") maturityDate = settlementDate.addTenor("10Y") coupon = 0.05 frequencyType = FinFrequencyTypes.SEMI_ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(maturityDate, coupon, frequencyType, accrualType) bond.calculateFlowDates(settlementDate) couponTimes = [] couponFlows = [] cpn = bond._coupon / bond._frequency for flowDate in bond._flowDates[1:]: flowTime = (flowDate - settlementDate) / gDaysInYear couponTimes.append(flowTime) couponFlows.append(cpn) couponTimes = np.array(couponTimes) couponFlows = np.array(couponFlows) strikePrice = 105.0 face = 100.0 tmat = (maturityDate - settlementDate) / gDaysInYear times = np.linspace(0, tmat, 20) dfs = np.exp(-0.05 * times) curve = FinDiscountCurve(settlementDate, times, dfs) price = bond.fullPriceFromDiscountCurve(settlementDate, curve) print("Spot Bond Price:", price) price = bond.fullPriceFromDiscountCurve(expiryDate, curve) print("Fwd Bond Price:", price) sigma = 0.01 a = 0.1 # Test convergence numStepsList = [100, 200, 300, 400, 500] texp = (expiryDate - settlementDate) / gDaysInYear print("NUMSTEPS", "FAST TREE", "FULLTREE", "TIME") for numTimeSteps in numStepsList: start = time.time() model = FinModelRatesHullWhite(a, sigma) model.buildTree(texp, numTimeSteps, times, dfs) americanExercise = False v1 = model.americanBondOption_Tree(texp, strikePrice, face, couponTimes, couponFlows, americanExercise) v2 = model.europeanBondOption_Tree(texp, strikePrice, face, couponTimes, couponFlows) end = time.time() period = end - start print(numTimeSteps, v1, v2, period) # plt.plot(numStepsList, treeVector) if 1 == 0: print("RT") printTree(model._rt, 5) print("BOND") printTree(model._bondValues, 5) print("OPTION") printTree(model._optionValues, 5) v = model.europeanBondOption_Jamshidian(texp, strikePrice, face, couponTimes, couponFlows, times, dfs) print("EUROPEAN BOND JAMSHIDIAN DECOMP", v)
def test_HullWhiteCallableBond(): # Valuation of a European option on a coupon bearing bond settlementDate = FinDate(1, 12, 2019) maturityDate = settlementDate.addTenor("10Y") coupon = 0.05 frequencyType = FinFrequencyTypes.SEMI_ANNUAL accrualType = FinDayCountTypes.ACT_ACT_ICMA bond = FinBond(maturityDate, coupon, frequencyType, accrualType) bond.calculateFlowDates(settlementDate) couponTimes = [] couponFlows = [] cpn = bond._coupon / bond._frequency for flowDate in bond._flowDates[1:]: flowTime = (flowDate - settlementDate) / gDaysInYear couponTimes.append(flowTime) couponFlows.append(cpn) couponTimes = np.array(couponTimes) couponFlows = np.array(couponFlows) ########################################################################### # Set up the call and put times and prices ########################################################################### callDates = [] callPrices = [] callPx = 120.0 callDates.append(settlementDate.addTenor("5Y")) callPrices.append(callPx) callDates.append(settlementDate.addTenor("6Y")) callPrices.append(callPx) callDates.append(settlementDate.addTenor("7Y")) callPrices.append(callPx) callDates.append(settlementDate.addTenor("8Y")) callPrices.append(callPx) callTimes = [] for dt in callDates: t = (dt - settlementDate) / gDaysInYear callTimes.append(t) putDates = [] putPrices = [] putPx = 98.0 putDates.append(settlementDate.addTenor("5Y")) putPrices.append(putPx) putDates.append(settlementDate.addTenor("6Y")) putPrices.append(putPx) putDates.append(settlementDate.addTenor("7Y")) putPrices.append(putPx) putDates.append(settlementDate.addTenor("8Y")) putPrices.append(putPx) putTimes = [] for dt in putDates: t = (dt - settlementDate) / gDaysInYear putTimes.append(t) ########################################################################### tmat = (maturityDate - settlementDate) / gDaysInYear times = np.linspace(0, tmat, 20) dfs = np.exp(-0.05 * times) curve = FinDiscountCurve(settlementDate, times, dfs) ########################################################################### v1 = bond.fullPriceFromDiscountCurve(settlementDate, curve) sigma = 0.02 # basis point volatility a = 0.1 # Test convergence numStepsList = [100, 200, 300, 400, 500, 600, 700, 800, 900, 1000] tmat = (maturityDate - settlementDate) / gDaysInYear print("NUMSTEPS", "BOND_ONLY", "CALLABLE_BOND", "TIME") for numTimeSteps in numStepsList: start = time.time() model = FinModelRatesHullWhite(a, sigma) model.buildTree(tmat, numTimeSteps, times, dfs) v2 = model.callablePuttableBond_Tree(couponTimes, couponFlows, callTimes, callPrices, putTimes, putPrices) end = time.time() period = end - start print(numTimeSteps, v1, v2, period) if 1 == 0: print("RT") printTree(model._rt, 5) print("BOND") printTree(model._bondValues, 5) print("OPTION") printTree(model._optionValues, 5)