示例#1
0
        public virtual InterpolatedNodalSurface localVolatilityFromPrice(Surface callPriceSurface, double spot, System.Func <double, double> interestRate, System.Func <double, double> dividendRate)
        {
            double[][]           stateValue  = new double[nSteps + 1][];
            double[]             df          = new double[nSteps];
            IList <DoubleMatrix> probability = new List <DoubleMatrix>(nSteps);
            int nTotal = (nSteps - 1) * (nSteps - 1) + 1;

            double[] timeRes = new double[nTotal];
            double[] spotRes = new double[nTotal];
            double[] volRes  = new double[nTotal];
            // uniform grid based on TrigeorgisLatticeSpecification, using reference values
            double refPrice      = callPriceSurface.zValue(maxTime, spot) * Math.Exp(interestRate(maxTime) * maxTime);
            double refForward    = spot * Math.Exp((interestRate(maxTime) - dividendRate(maxTime)) * maxTime);
            double refVolatility = BlackFormulaRepository.impliedVolatility(refPrice, refForward, spot, maxTime, true);
            double dt            = maxTime / nSteps;
            double dx            = refVolatility * Math.Sqrt(3d * dt);
            double upFactor      = Math.Exp(dx);
            double downFactor    = Math.Exp(-dx);

            double[] adSec      = new double[2 * nSteps + 1];
            double[] assetPrice = new double[2 * nSteps + 1];
            for (int i = nSteps; i > -1; --i)
            {
                if (i == 0)
                {
                    resolveFirstLayer(interestRate, dividendRate, nTotal, dt, spot, adSec, assetPrice, timeRes, spotRes, volRes, df, stateValue, probability);
                }
                else
                {
                    double   time             = dt * i;
                    double   zeroRate         = interestRate(time);
                    double   zeroDividendRate = dividendRate(time);
                    int      nNodes           = 2 * i + 1;
                    double[] assetPriceLocal  = new double[nNodes];
                    double[] callOptionPrice  = new double[nNodes];
                    double[] putOptionPrice   = new double[nNodes];
                    int      position         = i - 1;
                    double   assetTmp         = spot * Math.Pow(upFactor, i);
                    // call options for upper half nodes
                    for (int j = nNodes - 1; j > position - 1; --j)
                    {
                        assetPriceLocal[j] = assetTmp;
                        callOptionPrice[j] = callPriceSurface.zValue(time, assetPriceLocal[j]);
                        assetTmp          *= downFactor;
                    }
                    // put options for lower half nodes
                    assetTmp = spot * Math.Pow(downFactor, i);
                    for (int j = 0; j < position + 2; ++j)
                    {
                        assetPriceLocal[j] = assetTmp;
                        putOptionPrice[j]  = callPriceSurface.zValue(time, assetPriceLocal[j]) - spot * Math.Exp(-zeroDividendRate * time) + Math.Exp(-zeroRate * time) * assetPriceLocal[j];
                        assetTmp          *= upFactor;
                    }
                    resolveLayer(interestRate, dividendRate, i, nTotal, position, dt, zeroRate, zeroDividendRate, callOptionPrice, putOptionPrice, adSec, assetPrice, assetPriceLocal, timeRes, spotRes, volRes, df, stateValue, probability);
                }
            }
            SurfaceMetadata metadata = DefaultSurfaceMetadata.builder().xValueType(ValueType.YEAR_FRACTION).yValueType(ValueType.STRIKE).zValueType(ValueType.LOCAL_VOLATILITY).surfaceName(SurfaceName.of("localVol_" + callPriceSurface.Name)).build();

            return(InterpolatedNodalSurface.ofUnsorted(metadata, DoubleArray.ofUnsafe(timeRes), DoubleArray.ofUnsafe(spotRes), DoubleArray.ofUnsafe(volRes), interpolator));
        }
        public virtual void test_volatility_sensitivity()
        {
            double eps   = 1.0e-6;
            int    nData = TIME.size();

            for (int i = 0; i < NB_TEST; i++)
            {
                for (int k = 0; k < NB_TEST; k++)
                {
                    double expiryTime = VOLS.relativeTime(TEST_OPTION_EXPIRY[i]);
                    IborCapletFloorletSensitivity point = IborCapletFloorletSensitivity.of(VOLS.Name, expiryTime, TEST_STRIKE[k], TEST_FORWARD, GBP, TEST_SENSITIVITY[i]);
                    double[] sensFd = new double[nData];
                    for (int j = 0; j < nData; j++)
                    {
                        DoubleArray volDataUp            = VOL.subArray(0, nData).with(j, VOL.get(j) + eps);
                        DoubleArray volDataDw            = VOL.subArray(0, nData).with(j, VOL.get(j) - eps);
                        InterpolatedNodalSurface paramUp = InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, volDataUp, INTERPOLATOR_2D);
                        InterpolatedNodalSurface paramDw = InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, volDataDw, INTERPOLATOR_2D);
                        ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities provUp = ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities.of(GBP_LIBOR_3M, VAL_DATE_TIME, paramUp, CURVE);
                        ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities provDw = ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities.of(GBP_LIBOR_3M, VAL_DATE_TIME, paramDw, CURVE);
                        double volUp = provUp.volatility(TEST_OPTION_EXPIRY[i], TEST_STRIKE[k], TEST_FORWARD);
                        double volDw = provDw.volatility(TEST_OPTION_EXPIRY[i], TEST_STRIKE[k], TEST_FORWARD);
                        double fd    = 0.5 * (volUp - volDw) / eps;
                        sensFd[j] = fd * TEST_SENSITIVITY[i];
                    }
                    CurrencyParameterSensitivity sensActual = VOLS.parameterSensitivity(point).Sensitivities.get(0);
                    double[] computed = sensActual.Sensitivity.toArray();
                    assertTrue(DoubleArrayMath.fuzzyEquals(computed, sensFd, eps));
                }
            }
        }
        public virtual void recovery_test_blackSurface()
        {
            SurfaceIborCapletFloorletVolatilityBootstrapDefinition definition = SurfaceIborCapletFloorletVolatilityBootstrapDefinition.of(IborCapletFloorletVolatilitiesName.of("test"), USD_LIBOR_3M, ACT_ACT_ISDA, LINEAR, LINEAR);
            DoubleArray   strikes = createBlackStrikes();
            RawOptionData data    = RawOptionData.of(createBlackMaturities(), strikes, ValueType.STRIKE, createFullBlackDataMatrix(), ValueType.BLACK_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult   res    = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            BlackIborCapletFloorletExpiryStrikeVolatilities resVol = (BlackIborCapletFloorletExpiryStrikeVolatilities)res.Volatilities;

            for (int i = 0; i < strikes.size(); ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsBlackVols(i);
                IList <ResolvedIborCapFloorLeg> caps = capsAndVols.First;
                IList <double> vols  = capsAndVols.Second;
                int            nCaps = caps.Count;
                for (int j = 0; j < nCaps; ++j)
                {
                    ConstantSurface volSurface = ConstantSurface.of(Surfaces.blackVolatilityByExpiryStrike("test", ACT_ACT_ISDA), vols[j]);
                    BlackIborCapletFloorletExpiryStrikeVolatilities constVol = BlackIborCapletFloorletExpiryStrikeVolatilities.of(USD_LIBOR_3M, CALIBRATION_TIME, volSurface);
                    double priceOrg   = LEG_PRICER_BLACK.presentValue(caps[j], RATES_PROVIDER, constVol).Amount;
                    double priceCalib = LEG_PRICER_BLACK.presentValue(caps[j], RATES_PROVIDER, resVol).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL);
                }
            }
            assertEquals(res.ChiSquare, 0d);
            assertEquals(resVol.Index, USD_LIBOR_3M);
            assertEquals(resVol.Name, definition.Name);
            assertEquals(resVol.ValuationDateTime, CALIBRATION_TIME);
            InterpolatedNodalSurface surface = (InterpolatedNodalSurface)resVol.Surface;

            for (int i = 0; i < surface.ParameterCount; ++i)
            {
                GenericVolatilitySurfacePeriodParameterMetadata metadata = (GenericVolatilitySurfacePeriodParameterMetadata)surface.getParameterMetadata(i);
                assertEquals(metadata.Strike.Value, surface.YValues.get(i));
            }
        }
示例#4
0
        public virtual void test_volatility_sensitivity()
        {
            double eps   = 1.0e-6;
            int    nData = TIME.size();

            for (int i = 0; i < NB_TEST; i++)
            {
                for (int k = 0; k < NB_TEST; k++)
                {
                    double expiryTime = VOLS.relativeTime(TEST_OPTION_EXPIRY[i]);
                    IborCapletFloorletSensitivity point      = IborCapletFloorletSensitivity.of(IborCapletFloorletVolatilitiesName.of(NAME), expiryTime, TEST_STRIKE[k], TEST_FORWARD, GBP, TEST_SENSITIVITY[i]);
                    CurrencyParameterSensitivity  sensActual = VOLS.parameterSensitivity(point).Sensitivities.get(0);
                    DoubleArray computed = sensActual.Sensitivity;
                    for (int j = 0; j < nData; ++j)
                    {
                        DoubleArray volDataUp            = VOL.subArray(0, nData).with(j, VOL.get(j) + eps);
                        DoubleArray volDataDw            = VOL.subArray(0, nData).with(j, VOL.get(j) - eps);
                        InterpolatedNodalSurface paramUp = InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, volDataUp, INTERPOLATOR_2D);
                        InterpolatedNodalSurface paramDw = InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, volDataDw, INTERPOLATOR_2D);
                        NormalIborCapletFloorletExpiryStrikeVolatilities provUp = NormalIborCapletFloorletExpiryStrikeVolatilities.of(GBP_LIBOR_3M, VAL_DATE_TIME, paramUp);
                        NormalIborCapletFloorletExpiryStrikeVolatilities provDw = NormalIborCapletFloorletExpiryStrikeVolatilities.of(GBP_LIBOR_3M, VAL_DATE_TIME, paramDw);
                        double volUp = provUp.volatility(TEST_OPTION_EXPIRY[i], TEST_STRIKE[k], TEST_FORWARD);
                        double volDw = provDw.volatility(TEST_OPTION_EXPIRY[i], TEST_STRIKE[k], TEST_FORWARD);
                        double fd    = 0.5 * (volUp - volDw) / eps;
                        assertEquals(computed.get(j), fd * TEST_SENSITIVITY[i], eps);
                    }
                }
            }
        }
示例#5
0
        private void testPriceSensitivityBlackVolatility(CurrencyParameterSensitivities computed, System.Func <BlackBondFutureVolatilities, double> valueFn)
        {
            IList <ParameterMetadata> list = computed.Sensitivities.get(0).ParameterMetadata;
            int nVol = VOL.size();

            assertEquals(list.Count, nVol);
            for (int i = 0; i < nVol; ++i)
            {
                double[] volUp = Arrays.copyOf(VOL.toArray(), nVol);
                double[] volDw = Arrays.copyOf(VOL.toArray(), nVol);
                volUp[i] += EPS;
                volDw[i] -= EPS;
                InterpolatedNodalSurface sfUp = InterpolatedNodalSurface.of(METADATA, TIME, MONEYNESS, DoubleArray.copyOf(volUp), INTERPOLATOR_2D);
                InterpolatedNodalSurface sfDw = InterpolatedNodalSurface.of(METADATA, TIME, MONEYNESS, DoubleArray.copyOf(volDw), INTERPOLATOR_2D);
                BlackBondFutureExpiryLogMoneynessVolatilities provUp = BlackBondFutureExpiryLogMoneynessVolatilities.of(VAL_DATE_TIME, sfUp);
                BlackBondFutureExpiryLogMoneynessVolatilities provDw = BlackBondFutureExpiryLogMoneynessVolatilities.of(VAL_DATE_TIME, sfDw);
                double expected = 0.5 * (valueFn(provUp) - valueFn(provDw)) / EPS;
                int    index    = -1;
                for (int j = 0; j < nVol; ++j)
                {
                    GenericVolatilitySurfaceYearFractionParameterMetadata meta = (GenericVolatilitySurfaceYearFractionParameterMetadata)list[j];
                    if (meta.YearFraction == TIME.get(i) && meta.Strike.Value == MONEYNESS.get(i))
                    {
                        index = j;
                        continue;
                    }
                }
                assertEquals(computed.Sensitivities.get(0).Sensitivity.get(index), expected, EPS);
            }
        }
示例#6
0
	  public virtual void test_volatility_sensitivity()
	  {
		double eps = 1.0e-6;
		int nData = TIME.size();
		for (int i = 0; i < NB_TEST; i++)
		{
		  double expiryTime = VOLS.relativeTime(TEST_OPTION_EXPIRY[i]);
		  SwaptionSensitivity point = SwaptionSensitivity.of(VOLS.Name, expiryTime, TEST_TENOR[i], TEST_STRIKE, TEST_FORWARD, GBP, TEST_SENSITIVITY[i]);
		  CurrencyParameterSensitivities sensActual = VOLS.parameterSensitivity(point);
		  DoubleArray computed = sensActual.getSensitivity(SURFACE.Name, GBP).Sensitivity;
		  for (int j = 0; j < nData; j++)
		  {
			DoubleArray volDataUp = VOL.with(j, VOL.get(j) + eps);
			DoubleArray volDataDw = VOL.with(j, VOL.get(j) - eps);
			InterpolatedNodalSurface paramUp = InterpolatedNodalSurface.of(METADATA, TIME, TENOR, volDataUp, INTERPOLATOR_2D);
			InterpolatedNodalSurface paramDw = InterpolatedNodalSurface.of(METADATA, TIME, TENOR, volDataDw, INTERPOLATOR_2D);
			BlackSwaptionExpiryTenorVolatilities provUp = BlackSwaptionExpiryTenorVolatilities.of(CONVENTION, VAL_DATE_TIME, paramUp);
			BlackSwaptionExpiryTenorVolatilities provDw = BlackSwaptionExpiryTenorVolatilities.of(CONVENTION, VAL_DATE_TIME, paramDw);
			double volUp = provUp.volatility(TEST_OPTION_EXPIRY[i], TEST_TENOR[i], TEST_STRIKE, TEST_FORWARD);
			double volDw = provDw.volatility(TEST_OPTION_EXPIRY[i], TEST_TENOR[i], TEST_STRIKE, TEST_FORWARD);
			double fd = 0.5 * (volUp - volDw) / eps;
			assertEquals(computed.get(j), fd * TEST_SENSITIVITY[i], eps);
		  }
		}
	  }
        public virtual void test_volatilities()
        {
            BlackFxOptionInterpolatedNodalSurfaceVolatilitiesSpecification @base = BlackFxOptionInterpolatedNodalSurfaceVolatilitiesSpecification.builder().name(VOL_NAME).currencyPair(GBP_USD).dayCount(ACT_365F).nodes(NODES).timeInterpolator(PCHIP).strikeInterpolator(DOUBLE_QUADRATIC).build();
            LocalDate     date       = LocalDate.of(2017, 9, 25);
            ZonedDateTime dateTime   = date.atStartOfDay().atZone(ZoneId.of("Europe/London"));
            DoubleArray   parameters = DoubleArray.of(0.19, 0.15, 0.13, 0.14, 0.14, 0.11, 0.09, 0.09, 0.11, 0.09, 0.07, 0.07);
            BlackFxOptionSurfaceVolatilities computed = @base.volatilities(dateTime, parameters, REF_DATA);
            DaysAdjustment expOffset = DaysAdjustment.ofBusinessDays(-2, NY_LO);

            double[] expiries = new double[STRIKES.Count * TENORS.Count];
            double[] strikes  = new double[STRIKES.Count * TENORS.Count];
            ImmutableList.Builder <ParameterMetadata> paramMetadata = ImmutableList.builder();
            for (int i = 0; i < TENORS.Count; ++i)
            {
                double expiry = ACT_365F.relativeYearFraction(date, expOffset.adjust(BDA.adjust(SPOT_OFFSET.adjust(date, REF_DATA).plus(TENORS[i]), REF_DATA), REF_DATA));
                for (int j = 0; j < STRIKES.Count; ++j)
                {
                    paramMetadata.add(FxVolatilitySurfaceYearFractionParameterMetadata.of(expiry, SimpleStrike.of(STRIKES[j]), GBP_USD));
                    expiries[STRIKES.Count * i + j] = expiry;
                    strikes[STRIKES.Count * i + j]  = STRIKES[j];
                }
            }
            InterpolatedNodalSurface         surface  = InterpolatedNodalSurface.ofUnsorted(Surfaces.blackVolatilityByExpiryStrike(VOL_NAME.Name, ACT_365F).withParameterMetadata(paramMetadata.build()), DoubleArray.ofUnsafe(expiries), DoubleArray.ofUnsafe(strikes), parameters, GridSurfaceInterpolator.of(PCHIP, DOUBLE_QUADRATIC));
            BlackFxOptionSurfaceVolatilities expected = BlackFxOptionSurfaceVolatilities.of(VOL_NAME, GBP_USD, dateTime, surface);

            assertEquals(computed, expected);
        }
示例#8
0
        public virtual void test_volatility_sensitivity()
        {
            double eps   = 1.0e-6;
            int    nData = TIME.size();

            for (int i = 0; i < NB_TEST; i++)
            {
                double expiry = VOLS.relativeTime(TEST_OPTION_EXPIRY[i]);
                BondFutureOptionSensitivity  point      = BondFutureOptionSensitivity.of(VOLS.Name, expiry, TEST_FUTURE_EXPIRY[i], TEST_STRIKE_PRICE[i], TEST_FUTURE_PRICE[i], USD, TEST_SENSITIVITY[i]);
                CurrencyParameterSensitivity sensActual = VOLS.parameterSensitivity(point).Sensitivities.get(0);
                double[] computed = sensActual.Sensitivity.toArray();
                for (int j = 0; j < nData; j++)
                {
                    DoubleArray volDataUp            = VOL.with(j, VOL.get(j) + eps);
                    DoubleArray volDataDw            = VOL.with(j, VOL.get(j) - eps);
                    InterpolatedNodalSurface paramUp = InterpolatedNodalSurface.of(METADATA, TIME, MONEYNESS, volDataUp, INTERPOLATOR_2D);
                    InterpolatedNodalSurface paramDw = InterpolatedNodalSurface.of(METADATA, TIME, MONEYNESS, volDataDw, INTERPOLATOR_2D);
                    BlackBondFutureExpiryLogMoneynessVolatilities provUp = BlackBondFutureExpiryLogMoneynessVolatilities.of(VAL_DATE_TIME, paramUp);
                    BlackBondFutureExpiryLogMoneynessVolatilities provDw = BlackBondFutureExpiryLogMoneynessVolatilities.of(VAL_DATE_TIME, paramDw);
                    double volUp = provUp.volatility(expiry, TEST_FUTURE_EXPIRY[i], TEST_STRIKE_PRICE[i], TEST_FUTURE_PRICE[i]);
                    double volDw = provDw.volatility(expiry, TEST_FUTURE_EXPIRY[i], TEST_STRIKE_PRICE[i], TEST_FUTURE_PRICE[i]);
                    double fd    = 0.5 * (volUp - volDw) / eps;
                    assertEquals(computed[j], fd, eps);
                }
            }
        }
        public virtual void test_localVolatilityFromImpliedVolatility()
        {
            double r = 0.05;
            double q = 0.01;

            System.Func <double, double> interestRate = (double?x) =>
            {
                return(r);
            };
            System.Func <double, double> dividendRate = (double?x) =>
            {
                return(q);
            };
            foreach (double strike in TEST_STRIKES)
            {
                foreach (double time in TEST_TIMES)
                {
                    double computedVol = CALC.localVolatilityFromImpliedVolatility(VOL_SURFACE, SPOT, interestRate, dividendRate).zValue(time, strike);
                    double expectedVol = volFromFormula(r, q, time, strike, VOL_SURFACE);
                    assertEquals(computedVol, expectedVol, FD_EPS);
                    UnitParameterSensitivity computedSensi = CALC.localVolatilityFromImpliedVolatility(VOL_SURFACE, SPOT, interestRate, dividendRate).zValueParameterSensitivity(time, strike);
                    for (int i = 0; i < VOLS.size(); ++i)
                    {
                        InterpolatedNodalSurface surfaceUp = VOL_SURFACE.withZValues(VOLS.with(i, VOLS.get(i) + FD_EPS));
                        InterpolatedNodalSurface surfaceDw = VOL_SURFACE.withZValues(VOLS.with(i, VOLS.get(i) - FD_EPS));
                        double volUp         = CALC.localVolatilityFromImpliedVolatility(surfaceUp, SPOT, interestRate, dividendRate).zValue(time, strike);
                        double volDw         = CALC.localVolatilityFromImpliedVolatility(surfaceDw, SPOT, interestRate, dividendRate).zValue(time, strike);
                        double expectedSensi = 0.5 * (volUp - volDw) / FD_EPS;
                        assertEquals(computedSensi.Sensitivity.get(i), expectedSensi, FD_EPS * 10d);
                    }
                }
            }
        }
示例#10
0
        //-------------------------------------------------------------------------
        public virtual InterpolatedNodalSurface localVolatilityFromImpliedVolatility(Surface impliedVolatilitySurface, double spot, System.Func <double, double> interestRate, System.Func <double, double> dividendRate)
        {
            System.Func <DoublesPair, double> surface = (DoublesPair tk) =>
            {
                return(impliedVolatilitySurface.zValue(tk));
            };
            ImmutableList <double[]> localVolData = calibrate(surface, spot, interestRate, dividendRate).First;
            SurfaceMetadata          metadata     = DefaultSurfaceMetadata.builder().xValueType(ValueType.YEAR_FRACTION).yValueType(ValueType.STRIKE).zValueType(ValueType.LOCAL_VOLATILITY).surfaceName(SurfaceName.of("localVol_" + impliedVolatilitySurface.Name)).build();

            return(InterpolatedNodalSurface.ofUnsorted(metadata, DoubleArray.ofUnsafe(localVolData.get(0)), DoubleArray.ofUnsafe(localVolData.get(1)), DoubleArray.ofUnsafe(localVolData.get(2)), interpolator));
        }
示例#11
0
        //-------------------------------------------------------------------------
        private Triple <DoubleArray, DoubleArray, DoubleArray> createCapletNodes(InterpolatedNodalSurface capVolSurface, DoubleArray capletExpiries, DoubleArray strikes)
        {
            IList <double> timeCapletList   = new List <double>();
            IList <double> strikeCapletList = new List <double>();
            IList <double> volCapletList    = new List <double>();
            int            nTimes           = capletExpiries.size();
            int            nStrikes         = strikes.size();

            for (int i = 0; i < nTimes; ++i)
            {
                double expiry = capletExpiries.get(i);
                ((IList <double>)timeCapletList).AddRange(DoubleArray.filled(nStrikes, expiry).toList());
                ((IList <double>)strikeCapletList).AddRange(strikes.toList());
                ((IList <double>)volCapletList).AddRange(DoubleArray.of(nStrikes, n => capVolSurface.zValue(expiry, strikes.get(n))).toList());  // initial guess
            }
            return(Triple.of(DoubleArray.copyOf(timeCapletList), DoubleArray.copyOf(strikeCapletList), DoubleArray.copyOf(volCapletList)));
        }
        public virtual void test_volatility_sensitivity()
        {
            double eps   = 1.0e-6;
            int    nData = TIME.size();

            for (int i = 0; i < NB_TEST; i++)
            {
                double expiryTime = VOLS.relativeTime(TEST_OPTION_EXPIRY[i]);
                SwaptionSensitivity            point      = SwaptionSensitivity.of(VOLS.Name, expiryTime, TEST_TENOR, TEST_STRIKE[i], TEST_FORWARD, GBP, TEST_SENSITIVITY[i]);
                CurrencyParameterSensitivities sensActual = VOLS.parameterSensitivity(point);
                CurrencyParameterSensitivity   sensi      = sensActual.getSensitivity(SURFACE.Name, GBP);
                DoubleArray computed = sensi.Sensitivity;

                IDictionary <DoublesPair, double> map = new Dictionary <DoublesPair, double>();
                for (int j = 0; j < nData; ++j)
                {
                    DoubleArray volDataUp            = VOL.subArray(0, nData).with(j, VOL.get(j) + eps);
                    DoubleArray volDataDw            = VOL.subArray(0, nData).with(j, VOL.get(j) - eps);
                    InterpolatedNodalSurface paramUp = InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, volDataUp, INTERPOLATOR_2D);
                    InterpolatedNodalSurface paramDw = InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, volDataDw, INTERPOLATOR_2D);
                    NormalSwaptionExpiryStrikeVolatilities provUp = NormalSwaptionExpiryStrikeVolatilities.of(CONVENTION, VAL_DATE_TIME, paramUp);
                    NormalSwaptionExpiryStrikeVolatilities provDw = NormalSwaptionExpiryStrikeVolatilities.of(CONVENTION, VAL_DATE_TIME, paramDw);
                    double volUp = provUp.volatility(TEST_OPTION_EXPIRY[i], TEST_TENOR, TEST_STRIKE[i], TEST_FORWARD);
                    double volDw = provDw.volatility(TEST_OPTION_EXPIRY[i], TEST_TENOR, TEST_STRIKE[i], TEST_FORWARD);
                    double fd    = 0.5 * (volUp - volDw) / eps;
                    map[DoublesPair.of(TIME.get(j), STRIKE.get(j))] = fd;
                }
                IList <ParameterMetadata> list = sensi.ParameterMetadata;
                assertEquals(computed.size(), nData);
                for (int j = 0; j < list.Count; ++j)
                {
                    SwaptionSurfaceExpiryStrikeParameterMetadata metadata = (SwaptionSurfaceExpiryStrikeParameterMetadata)list[i];
                    double expected = map[DoublesPair.of(metadata.YearFraction, metadata.Strike)];
                    assertEquals(computed.get(i), expected, eps);
                }
            }
        }
示例#13
0
        private System.Func <DoubleArray, DoubleMatrix> getJacobianFunction(IList <ResolvedIborCapFloorLeg> capList, RatesProvider ratesProvider, System.Func <Surface, IborCapletFloorletVolatilities> volatilitiesFunction, InterpolatedNodalSurface baseSurface)
        {
            int nCaps  = capList.Count;
            int nNodes = baseSurface.ParameterCount;

            System.Func <DoubleArray, DoubleMatrix> jacobianFunction = (DoubleArray capletVols) =>
            {
                IborCapletFloorletVolatilities newVols = volatilitiesFunction(baseSurface.withZValues(capletVols));
                return(DoubleMatrix.ofArrayObjects(nCaps, nNodes, n => newVols.parameterSensitivity(LegPricer.presentValueSensitivityModelParamsVolatility(capList[n], ratesProvider, newVols).build()).Sensitivities.get(0).Sensitivity));
            };
            return(jacobianFunction);
        }
示例#14
0
        static FxOptionVolatilitiesMarketDataFunctionTest()
        {
            ImmutableList.Builder <FxOptionVolatilitiesNode>        volNodeBuilder             = ImmutableList.builder();
            ImmutableMap.Builder <QuoteId, double>                  marketQuoteBuilder         = ImmutableMap.builder();
            ImmutableMap.Builder <QuoteId, MarketDataBox <double> > scenarioMarketQuoteBuilder = ImmutableMap.builder();
            ImmutableList.Builder <FixedOvernightSwapCurveNode>     usdNodeBuilder             = ImmutableList.builder();
            ImmutableList.Builder <FxSwapCurveNode>                 gbpNodeBuilder             = ImmutableList.builder();
            for (int i = 0; i < VOL_TENORS.Count; ++i)
            {
                for (int j = 0; j < STRIKES.Count; ++j)
                {
                    QuoteId quoteId = QuoteId.of(StandardId.of("OG", VOL_TENORS[i].ToString() + "_" + STRIKES[j].Label + "_" + VALUE_TYPES[j].ToString()));
                    volNodeBuilder.add(FxOptionVolatilitiesNode.of(GBP_USD, SPOT_OFFSET, BDA, VALUE_TYPES[j], quoteId, VOL_TENORS[i], STRIKES[j]));
                    marketQuoteBuilder.put(quoteId, VOL_QUOTES[i][j]);
                    scenarioMarketQuoteBuilder.put(quoteId, MarketDataBox.ofScenarioValues(VOL_QUOTES[i][j], VOL_QUOTES_1[i][j]));
                }
            }
            for (int i = 0; i < USD_QUOTES.Count; ++i)
            {
                QuoteId quoteId = QuoteId.of(StandardId.of("OG", USD.ToString() + "-OIS-" + USD_TENORS[i].ToString()));
                usdNodeBuilder.add(FixedOvernightSwapCurveNode.of(FixedOvernightSwapTemplate.of(USD_TENORS[i], FixedOvernightSwapConventions.USD_FIXED_TERM_FED_FUND_OIS), quoteId));
                marketQuoteBuilder.put(quoteId, USD_QUOTES[i]);
                scenarioMarketQuoteBuilder.put(quoteId, MarketDataBox.ofScenarioValues(USD_QUOTES[i], USD_QUOTES_1[i]));
            }
            for (int i = 0; i < GBP_QUOTES.Count; ++i)
            {
                QuoteId quoteId = QuoteId.of(StandardId.of("OG", GBP_USD.ToString() + "-FX-" + GBP_PERIODS[i].ToString()));
                gbpNodeBuilder.add(FxSwapCurveNode.of(FxSwapTemplate.of(GBP_PERIODS[i], FxSwapConventions.GBP_USD), quoteId));
                marketQuoteBuilder.put(quoteId, GBP_QUOTES[i]);
                scenarioMarketQuoteBuilder.put(quoteId, MarketDataBox.ofScenarioValues(GBP_QUOTES[i], GBP_QUOTES_1[i]));
            }
            VOL_NODES              = volNodeBuilder.build();
            USD_NODES              = usdNodeBuilder.build();
            GBP_NODES              = gbpNodeBuilder.build();
            MARKET_QUOTES          = marketQuoteBuilder.build();
            SCENARIO_MARKET_QUOTES = scenarioMarketQuoteBuilder.build();
            IList <double> expiry  = VOL_TENORS.Select(t => ACT_365F.relativeYearFraction(VALUATION_DATE, BDA.adjust(SPOT_OFFSET.adjust(VALUATION_DATE, REF_DATA).plus(t), REF_DATA))).ToList();
            int            nSmiles = expiry.Count;

            double[] atm = new double[nSmiles];
//JAVA TO C# CONVERTER NOTE: The following call to the 'RectangularArrays' helper class reproduces the rectangular array initialization that is automatic in Java:
//ORIGINAL LINE: double[][] rr = new double[nSmiles][2];
            double[][] rr = RectangularArrays.ReturnRectangularDoubleArray(nSmiles, 2);
//JAVA TO C# CONVERTER NOTE: The following call to the 'RectangularArrays' helper class reproduces the rectangular array initialization that is automatic in Java:
//ORIGINAL LINE: double[][] str = new double[nSmiles][2];
            double[][] str = RectangularArrays.ReturnRectangularDoubleArray(nSmiles, 2);
            for (int i = 0; i < nSmiles; ++i)
            {
                atm[i]    = VOL_QUOTES[i][0];
                rr[i][0]  = VOL_QUOTES[i][1];
                rr[i][1]  = VOL_QUOTES[i][3];
                str[i][0] = VOL_QUOTES[i][2];
                str[i][1] = VOL_QUOTES[i][4];
            }
            InterpolatedStrikeSmileDeltaTermStructure term = InterpolatedStrikeSmileDeltaTermStructure.of(DoubleArray.copyOf(expiry), DoubleArray.of(0.1, 0.25), DoubleArray.copyOf(atm), DoubleMatrix.copyOf(rr), DoubleMatrix.copyOf(str), ACT_365F, LINEAR, FLAT, FLAT, PCHIP, FLAT, FLAT);

            EXP_VOLS = BlackFxOptionSmileVolatilities.of(VOL_NAME, GBP_USD, VALUATION_DATE.atTime(VALUATION_TIME).atZone(ZONE), term);
            for (int i = 0; i < nSmiles; ++i)
            {
                atm[i]    = VOL_QUOTES_1[i][0];
                rr[i][0]  = VOL_QUOTES_1[i][1];
                rr[i][1]  = VOL_QUOTES_1[i][3];
                str[i][0] = VOL_QUOTES_1[i][2];
                str[i][1] = VOL_QUOTES_1[i][4];
            }
            InterpolatedStrikeSmileDeltaTermStructure term1 = InterpolatedStrikeSmileDeltaTermStructure.of(DoubleArray.copyOf(expiry), DoubleArray.of(0.1, 0.25), DoubleArray.copyOf(atm), DoubleMatrix.copyOf(rr), DoubleMatrix.copyOf(str), ACT_365F, LINEAR, FLAT, FLAT, PCHIP, FLAT, FLAT);

            EXP_VOLS_1 = BlackFxOptionSmileVolatilities.of(VOL_NAME, GBP_USD, VALUATION_DATE_1.atTime(VALUATION_TIME_1).atZone(ZONE), term1);
            ImmutableList.Builder <FxOptionVolatilitiesNode> nodeBuilder  = ImmutableList.builder();
            ImmutableMap.Builder <QuoteId, double>           quoteBuilder = ImmutableMap.builder();
            for (int i = 0; i < SURFACE_TENORS.Count; ++i)
            {
                for (int j = 0; j < SURFACE_STRIKES.Count; ++j)
                {
                    QuoteId quoteId = QuoteId.of(StandardId.of("OG", GBP_USD.ToString() + "_" + SURFACE_TENORS[i].ToString() + "_" + SURFACE_STRIKES[j]));
                    quoteBuilder.put(quoteId, SURFACE_VOL_QUOTES[i][j]);
                    nodeBuilder.add(FxOptionVolatilitiesNode.of(GBP_USD, SPOT_OFFSET, BDA, ValueType.BLACK_VOLATILITY, quoteId, SURFACE_TENORS[i], SimpleStrike.of(SURFACE_STRIKES[j])));
                }
            }
            SURFACE_NODES  = nodeBuilder.build();
            SURFACE_QUOTES = quoteBuilder.build();
            IList <double> expiry = new List <double>();
            IList <double> strike = new List <double>();
            IList <double> vols   = new List <double>();

            for (int i = 0; i < SURFACE_TENORS.Count; ++i)
            {
                for (int j = 0; j < SURFACE_STRIKES.Count; ++j)
                {
                    double yearFraction = ACT_365F.relativeYearFraction(VALUATION_DATE, BDA.adjust(SPOT_OFFSET.adjust(VALUATION_DATE, REF_DATA).plus(SURFACE_TENORS[i]), REF_DATA));
                    expiry.Add(yearFraction);
                    strike.Add(SURFACE_STRIKES[j]);
                    vols.Add(SURFACE_VOL_QUOTES[i][j]);
                }
            }
            SurfaceInterpolator      interp  = GridSurfaceInterpolator.of(LINEAR, PCHIP);
            InterpolatedNodalSurface surface = InterpolatedNodalSurface.ofUnsorted(Surfaces.blackVolatilityByExpiryStrike(VOL_NAME.Name, ACT_365F), DoubleArray.copyOf(expiry), DoubleArray.copyOf(strike), DoubleArray.copyOf(vols), interp);

            SURFACE_EXP_VOLS = BlackFxOptionSurfaceVolatilities.of(VOL_NAME, GBP_USD, VALUATION_DATE.atTime(VALUATION_TIME).atZone(ZONE), surface);
        }
示例#15
0
        //-------------------------------------------------------------------------
        public override IborCapletFloorletVolatilityCalibrationResult calibrate(IborCapletFloorletVolatilityDefinition definition, ZonedDateTime calibrationDateTime, RawOptionData capFloorData, RatesProvider ratesProvider)
        {
            ArgChecker.isTrue(ratesProvider.ValuationDate.Equals(calibrationDateTime.toLocalDate()), "valuationDate of ratesProvider should be coherent to calibrationDateTime");
            ArgChecker.isTrue(definition is DirectIborCapletFloorletVolatilityDefinition, "definition should be DirectIborCapletFloorletVolatilityDefinition");
            DirectIborCapletFloorletVolatilityDefinition directDefinition = (DirectIborCapletFloorletVolatilityDefinition)definition;
            // unpack cap data, create node caps
            IborIndex index           = directDefinition.Index;
            LocalDate calibrationDate = calibrationDateTime.toLocalDate();
            LocalDate baseDate        = index.EffectiveDateOffset.adjust(calibrationDate, ReferenceData);
            LocalDate startDate       = baseDate.plus(index.Tenor);

            System.Func <Surface, IborCapletFloorletVolatilities> volatilitiesFunction = this.volatilitiesFunction(directDefinition, calibrationDateTime, capFloorData);
            SurfaceMetadata metadata   = directDefinition.createMetadata(capFloorData);
            IList <Period>  expiries   = capFloorData.Expiries;
            DoubleArray     strikes    = capFloorData.Strikes;
            int             nExpiries  = expiries.Count;
            IList <double>  timeList   = new List <double>();
            IList <double>  strikeList = new List <double>();
            IList <double>  volList    = new List <double>();
            IList <ResolvedIborCapFloorLeg> capList = new List <ResolvedIborCapFloorLeg>();
            IList <double> priceList   = new List <double>();
            IList <double> errorList   = new List <double>();
            DoubleMatrix   errorMatrix = capFloorData.Error.orElse(DoubleMatrix.filled(nExpiries, strikes.size(), 1d));

            int[] startIndex = new int[nExpiries + 1];
            for (int i = 0; i < nExpiries; ++i)
            {
                LocalDate   endDate           = baseDate.plus(expiries[i]);
                DoubleArray volatilityForTime = capFloorData.Data.row(i);
                DoubleArray errorForTime      = errorMatrix.row(i);
                reduceRawData(directDefinition, ratesProvider, capFloorData.Strikes, volatilityForTime, errorForTime, startDate, endDate, metadata, volatilitiesFunction, timeList, strikeList, volList, capList, priceList, errorList);
                startIndex[i + 1] = volList.Count;
                ArgChecker.isTrue(startIndex[i + 1] > startIndex[i], "no valid option data for {}", expiries[i]);
            }
            // create caplet nodes and initial caplet vol surface
            ResolvedIborCapFloorLeg cap = capList[capList.Count - 1];
            int         nCaplets        = cap.CapletFloorletPeriods.size();
            DoubleArray capletExpiries  = DoubleArray.of(nCaplets, n => directDefinition.DayCount.relativeYearFraction(calibrationDate, cap.CapletFloorletPeriods.get(n).FixingDateTime.toLocalDate()));
            Triple <DoubleArray, DoubleArray, DoubleArray> capletNodes;
            DoubleArray initialVols = DoubleArray.copyOf(volList);

            if (directDefinition.ShiftCurve.Present)
            {
                metadata = Surfaces.blackVolatilityByExpiryStrike(directDefinition.Name.Name, directDefinition.DayCount);
                Curve shiftCurve = directDefinition.ShiftCurve.get();
                if (capFloorData.DataType.Equals(NORMAL_VOLATILITY))
                {
                    initialVols = DoubleArray.of(capList.Count, n => volList[n] / (ratesProvider.iborIndexRates(index).rate(capList[n].FinalPeriod.IborRate.Observation) + shiftCurve.yValue(timeList[n])));
                }
                InterpolatedNodalSurface capVolSurface = InterpolatedNodalSurface.of(metadata, DoubleArray.copyOf(timeList), DoubleArray.copyOf(strikeList), initialVols, INTERPOLATOR);
                capletNodes          = createCapletNodes(capVolSurface, capletExpiries, strikes, directDefinition.ShiftCurve.get());
                volatilitiesFunction = createShiftedBlackVolatilitiesFunction(index, calibrationDateTime, shiftCurve);
            }
            else
            {
                InterpolatedNodalSurface capVolSurface = InterpolatedNodalSurface.of(metadata, DoubleArray.copyOf(timeList), DoubleArray.copyOf(strikeList), initialVols, INTERPOLATOR);
                capletNodes = createCapletNodes(capVolSurface, capletExpiries, strikes);
            }
            InterpolatedNodalSurface baseSurface   = InterpolatedNodalSurface.of(metadata, capletNodes.First, capletNodes.Second, capletNodes.Third, INTERPOLATOR);
            DoubleMatrix             penaltyMatrix = directDefinition.computePenaltyMatrix(strikes, capletExpiries);
            // solve least square
            LeastSquareResults       res        = solver.solve(DoubleArray.copyOf(priceList), DoubleArray.copyOf(errorList), getPriceFunction(capList, ratesProvider, volatilitiesFunction, baseSurface), getJacobianFunction(capList, ratesProvider, volatilitiesFunction, baseSurface), capletNodes.Third, penaltyMatrix, POSITIVE);
            InterpolatedNodalSurface resSurface = InterpolatedNodalSurface.of(metadata, capletNodes.First, capletNodes.Second, res.FitParameters, directDefinition.Interpolator);

            return(IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(volatilitiesFunction(resSurface), res.ChiSq));
        }
        private readonly DayCount dayCount;   // cached, not a property

        //-------------------------------------------------------------------------
        /// <summary>
        /// Obtains an instance from the implied volatility surface and the date-time for which it is valid.
        /// <para>
        /// The surface is specified by an instance of <seealso cref="Surface"/>, such as <seealso cref="InterpolatedNodalSurface"/>.
        /// The surface must contain the correct metadata:
        /// <ul>
        /// <li>The x-value type must be <seealso cref="ValueType#YEAR_FRACTION"/>
        /// <li>The y-value type must be <seealso cref="ValueType#LOG_MONEYNESS"/>
        /// <li>The z-value type must be <seealso cref="ValueType#BLACK_VOLATILITY"/>
        /// <li>The day count must be set in the additional information using <seealso cref="SurfaceInfoType#DAY_COUNT"/>
        /// </ul>
        /// Suitable surface metadata can be created using
        /// <seealso cref="Surfaces#blackVolatilityByExpiryLogMoneyness(String, DayCount)"/>.
        ///
        /// </para>
        /// </summary>
        /// <param name="valuationDateTime">  the valuation date-time </param>
        /// <param name="surface">  the implied volatility surface </param>
        /// <returns> the volatilities </returns>
        public static BlackBondFutureExpiryLogMoneynessVolatilities of(ZonedDateTime valuationDateTime, InterpolatedNodalSurface surface)
        {
            return(new BlackBondFutureExpiryLogMoneynessVolatilities(valuationDateTime, surface));
        }
示例#17
0
        private System.Func <DoubleArray, DoubleArray> getPriceFunction(IList <ResolvedIborCapFloorLeg> capList, RatesProvider ratesProvider, System.Func <Surface, IborCapletFloorletVolatilities> volatilitiesFunction, InterpolatedNodalSurface baseSurface)
        {
            int nCaps = capList.Count;

            System.Func <DoubleArray, DoubleArray> priceFunction = (DoubleArray capletVols) =>
            {
                IborCapletFloorletVolatilities newVols = volatilitiesFunction(baseSurface.withZValues(capletVols));
                return(DoubleArray.of(nCaps, n => LegPricer.presentValue(capList[n], ratesProvider, newVols).Amount));
            };
            return(priceFunction);
        }
        //-------------------------------------------------------------------------
        public virtual void coverage()
        {
            coverImmutableBean(VOLS);
            ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities vols = ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities.of(USD_LIBOR_3M, VAL_DATE_TIME.plusMonths(1), InterpolatedNodalSurface.of(METADATA, TIME, STRIKE, VOL, GridSurfaceInterpolator.of(TIME_SQUARE, LINEAR)), ConstantCurve.of("shift", 0.05));

            coverBeanEquals(VOLS, vols);
        }
        //-------------------------------------------------------------------------
        public override IborCapletFloorletVolatilityCalibrationResult calibrate(IborCapletFloorletVolatilityDefinition definition, ZonedDateTime calibrationDateTime, RawOptionData capFloorData, RatesProvider ratesProvider)
        {
            ArgChecker.isTrue(ratesProvider.ValuationDate.Equals(calibrationDateTime.toLocalDate()), "valuationDate of ratesProvider should be coherent to calibrationDateTime");
            ArgChecker.isTrue(definition is SurfaceIborCapletFloorletVolatilityBootstrapDefinition, "definition should be SurfaceIborCapletFloorletVolatilityBootstrapDefinition");
            SurfaceIborCapletFloorletVolatilityBootstrapDefinition bsDefinition = (SurfaceIborCapletFloorletVolatilityBootstrapDefinition)definition;
            IborIndex index           = bsDefinition.Index;
            LocalDate calibrationDate = calibrationDateTime.toLocalDate();
            LocalDate baseDate        = index.EffectiveDateOffset.adjust(calibrationDate, ReferenceData);
            LocalDate startDate       = baseDate.plus(index.Tenor);

            System.Func <Surface, IborCapletFloorletVolatilities> volatilitiesFunction = this.volatilitiesFunction(bsDefinition, calibrationDateTime, capFloorData);
            SurfaceMetadata metadata                = bsDefinition.createMetadata(capFloorData);
            IList <Period>  expiries                = capFloorData.Expiries;
            int             nExpiries               = expiries.Count;
            DoubleArray     strikes                 = capFloorData.Strikes;
            DoubleMatrix    errorsMatrix            = capFloorData.Error.orElse(DoubleMatrix.filled(nExpiries, strikes.size(), 1d));
            IList <double>  timeList                = new List <double>();
            IList <double>  strikeList              = new List <double>();
            IList <double>  volList                 = new List <double>();
            IList <ResolvedIborCapFloorLeg> capList = new List <ResolvedIborCapFloorLeg>();
            IList <double> priceList                = new List <double>();
            IList <double> errorList                = new List <double>();

            int[] startIndex = new int[nExpiries + 1];
            for (int i = 0; i < nExpiries; ++i)
            {
                LocalDate   endDate        = baseDate.plus(expiries[i]);
                DoubleArray volatilityData = capFloorData.Data.row(i);
                DoubleArray errors         = errorsMatrix.row(i);
                reduceRawData(bsDefinition, ratesProvider, strikes, volatilityData, errors, startDate, endDate, metadata, volatilitiesFunction, timeList, strikeList, volList, capList, priceList, errorList);
                startIndex[i + 1] = volList.Count;
                ArgChecker.isTrue(startIndex[i + 1] > startIndex[i], "no valid option data for {}", expiries[i]);
            }
            int nTotal = startIndex[nExpiries];
            IborCapletFloorletVolatilities vols;
            int           start;
            ZonedDateTime prevExpiry;
            DoubleArray   initialVol = DoubleArray.copyOf(volList);

            if (bsDefinition.ShiftCurve.Present)
            {
                Curve       shiftCurve    = bsDefinition.ShiftCurve.get();
                DoubleArray strikeShifted = DoubleArray.of(nTotal, n => strikeList[n] + shiftCurve.yValue(timeList[n]));
                if (capFloorData.DataType.Equals(NORMAL_VOLATILITY))
                {   // correct initial surface
                    metadata   = Surfaces.blackVolatilityByExpiryStrike(bsDefinition.Name.Name, bsDefinition.DayCount).withParameterMetadata(metadata.ParameterMetadata.get());
                    initialVol = DoubleArray.of(nTotal, n => volList[n] / (ratesProvider.iborIndexRates(index).rate(capList[n].FinalPeriod.IborRate.Observation) + shiftCurve.yValue(timeList[n])));
                }
                InterpolatedNodalSurface surface = InterpolatedNodalSurface.of(metadata, DoubleArray.copyOf(timeList), strikeShifted, initialVol, bsDefinition.Interpolator);
                vols       = ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities.of(index, calibrationDateTime, surface, bsDefinition.ShiftCurve.get());
                start      = 0;
                prevExpiry = calibrationDateTime.minusDays(1L);   // included if calibrationDateTime == fixingDateTime
            }
            else
            {
                InterpolatedNodalSurface surface = InterpolatedNodalSurface.of(metadata, DoubleArray.copyOf(timeList), DoubleArray.copyOf(strikeList), initialVol, bsDefinition.Interpolator);
                vols       = volatilitiesFunction(surface);
                start      = 1;
                prevExpiry = capList[startIndex[1] - 1].FinalFixingDateTime;
            }
            for (int i = start; i < nExpiries; ++i)
            {
                for (int j = startIndex[i]; j < startIndex[i + 1]; ++j)
                {
                    System.Func <double, double[]> func   = getValueVegaFunction(capList[j], ratesProvider, vols, prevExpiry, j);
                    GenericImpliedVolatiltySolver  solver = new GenericImpliedVolatiltySolver(func);
                    double priceFixed = i == 0 ? 0d : this.priceFixed(capList[j], ratesProvider, vols, prevExpiry);
                    double capletVol  = solver.impliedVolatility(priceList[j] - priceFixed, initialVol.get(j));
                    vols = vols.withParameter(j, capletVol);
                }
                prevExpiry = capList[startIndex[i + 1] - 1].FinalFixingDateTime;
            }
            return(IborCapletFloorletVolatilityCalibrationResult.ofRootFind(vols));
        }