public virtual void recovery_test_shiftedBlack()
        {
            double        lambdaT    = 0.07;
            double        lambdaK    = 0.07;
            double        error      = 1.0e-5;
            ConstantCurve shiftCurve = ConstantCurve.of("Black shift", 0.02);
            DirectIborCapletFloorletVolatilityDefinition definition = DirectIborCapletFloorletVolatilityDefinition.of(NAME, USD_LIBOR_3M, ACT_ACT_ISDA, lambdaT, lambdaK, INTERPOLATOR, shiftCurve);
            ImmutableList <Period> maturities  = createBlackMaturities();
            DoubleArray            strikes     = createBlackStrikes();
            DoubleMatrix           errorMatrix = DoubleMatrix.filled(maturities.size(), strikes.size(), error);
            RawOptionData          data        = RawOptionData.of(maturities, strikes, STRIKE, createFullBlackDataMatrix(), errorMatrix, BLACK_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult          res     = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities resVols = (ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities)res.Volatilities;

            for (int i = 0; i < NUM_BLACK_STRIKES; ++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, resVols).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL);
                }
            }
            assertTrue(res.ChiSquare > 0d);
            assertEquals(resVols.Index, USD_LIBOR_3M);
            assertEquals(resVols.Name, definition.Name);
            assertEquals(resVols.ValuationDateTime, CALIBRATION_TIME);
            assertEquals(resVols.ShiftCurve, definition.ShiftCurve.get());
        }
        public virtual void test_recovery_black_fixedRho()
        {
            SabrIborCapletFloorletVolatilityBootstrapDefinition definition = SabrIborCapletFloorletVolatilityBootstrapDefinition.ofFixedRho(IborCapletFloorletVolatilitiesName.of("test"), USD_LIBOR_3M, ACT_ACT_ISDA, 0.0, CurveInterpolators.STEP_UPPER, CurveExtrapolators.FLAT, CurveExtrapolators.FLAT, SabrHaganVolatilityFunctionProvider.DEFAULT);
            DoubleMatrix  volData    = createFullBlackDataMatrix();
            double        errorValue = 1.0e-3;
            DoubleMatrix  error      = DoubleMatrix.filled(volData.rowCount(), volData.columnCount(), errorValue);
            RawOptionData data       = RawOptionData.of(createBlackMaturities(), createBlackStrikes(), ValueType.STRIKE, volData, error, ValueType.BLACK_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult res     = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            SabrParametersIborCapletFloorletVolatilities  resVols = (SabrParametersIborCapletFloorletVolatilities)res.Volatilities;
            double expSq = 0d;

            for (int i = 0; i < NUM_BLACK_STRIKES; ++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_SABR.presentValue(caps[j], RATES_PROVIDER, resVols).Amount;
                    expSq += Math.Pow((priceOrg - priceCalib) / priceOrg / errorValue, 2);
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL * 3d);
                }
            }
            assertEquals(res.ChiSquare, expSq, expSq * 1.0e-14);
            assertEquals(resVols.Index, USD_LIBOR_3M);
            assertEquals(resVols.Name, definition.Name);
            assertEquals(resVols.ValuationDateTime, CALIBRATION_TIME);
            assertEquals(resVols.Parameters.ShiftCurve, definition.ShiftCurve);
            assertEquals(resVols.Parameters.RhoCurve, definition.RhoCurve.get());
        }
Ejemplo n.º 3
0
        public virtual void recovery_test_normal_shift_fixedRho()
        {
            double      shift   = 0.02;
            DoubleArray initial = DoubleArray.of(0.05, 0.35, 0.0, 0.9);
            SabrIborCapletFloorletVolatilityCalibrationDefinition definition = SabrIborCapletFloorletVolatilityCalibrationDefinition.ofFixedRho(NAME, USD_LIBOR_3M, ACT_ACT_ISDA, shift, ALPHA_KNOTS, BETA_RHO_KNOTS, NU_KNOTS, initial, DOUBLE_QUADRATIC, FLAT, FLAT, HAGAN);
            ImmutableList <Period> maturities = createNormalEquivMaturities();
            DoubleArray            strikes    = createNormalEquivStrikes();
            DoubleMatrix           volData    = createFullNormalEquivDataMatrix();
            DoubleMatrix           error      = DoubleMatrix.filled(volData.rowCount(), volData.columnCount(), 1.0e-3);
            RawOptionData          data       = RawOptionData.of(maturities, strikes, ValueType.STRIKE, volData, error, ValueType.NORMAL_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult res     = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            SabrIborCapletFloorletVolatilities            resVols = (SabrIborCapletFloorletVolatilities)res.Volatilities;

            for (int i = 0; i < strikes.size(); ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsNormalEquivVols(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.normalVolatilityByExpiryStrike("test", ACT_ACT_ISDA), vols[j]);
                    NormalIborCapletFloorletExpiryStrikeVolatilities constVol = NormalIborCapletFloorletExpiryStrikeVolatilities.of(USD_LIBOR_3M, CALIBRATION_TIME, volSurface);
                    double priceOrg   = LEG_PRICER_NORMAL.presentValue(caps[j], RATES_PROVIDER, constVol).Amount;
                    double priceCalib = LEG_PRICER_SABR.presentValue(caps[j], RATES_PROVIDER, resVols).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL * 5d);
                }
            }
        }
Ejemplo n.º 4
0
        public virtual void recovery_test_black_fixedRho()
        {
            double rho = 0.15;
            SabrIborCapletFloorletVolatilityCalibrationDefinition definition = SabrIborCapletFloorletVolatilityCalibrationDefinition.ofFixedRho(NAME, USD_LIBOR_3M, ACT_ACT_ISDA, rho, ALPHA_KNOTS, BETA_RHO_KNOTS, NU_KNOTS, DOUBLE_QUADRATIC, FLAT, FLAT, HAGAN);
            ImmutableList <Period> maturities = createBlackMaturities();
            DoubleArray            strikes    = createBlackStrikes();
            DoubleMatrix           volData    = createFullBlackDataMatrix();
            DoubleMatrix           error      = DoubleMatrix.filled(volData.rowCount(), volData.columnCount(), 1.0e-3);
            RawOptionData          data       = RawOptionData.of(maturities, strikes, ValueType.STRIKE, volData, error, ValueType.BLACK_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult res     = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            SabrParametersIborCapletFloorletVolatilities  resVols = (SabrParametersIborCapletFloorletVolatilities)res.Volatilities;

            for (int i = 0; i < NUM_BLACK_STRIKES; ++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_SABR.presentValue(caps[j], RATES_PROVIDER, resVols).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL * 5d);
                }
            }
            assertEquals(resVols.Index, USD_LIBOR_3M);
            assertEquals(resVols.Name, definition.Name);
            assertEquals(resVols.ValuationDateTime, CALIBRATION_TIME);
            assertEquals(resVols.ParameterCount, ALPHA_KNOTS.size() + BETA_RHO_KNOTS.size() + NU_KNOTS.size() + 2);     // beta, shift counted
            assertEquals(resVols.Parameters.ShiftCurve, definition.ShiftCurve);
            assertEquals(resVols.Parameters.RhoCurve, definition.RhoCurve.get());
        }
        public virtual void recovery_test_normal()
        {
            double lambdaT = 0.07;
            double lambdaK = 0.07;
            double error   = 1.0e-5;
            DirectIborCapletFloorletVolatilityDefinition definition = DirectIborCapletFloorletVolatilityDefinition.of(NAME, USD_LIBOR_3M, ACT_ACT_ISDA, lambdaT, lambdaK, INTERPOLATOR);
            ImmutableList <Period> maturities  = createNormalMaturities();
            DoubleArray            strikes     = createNormalStrikes();
            DoubleMatrix           errorMatrix = DoubleMatrix.filled(maturities.size(), strikes.size(), error);
            RawOptionData          data        = RawOptionData.of(maturities, strikes, STRIKE, createFullNormalDataMatrix(), errorMatrix, NORMAL_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult    res    = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            NormalIborCapletFloorletExpiryStrikeVolatilities resVol = (NormalIborCapletFloorletExpiryStrikeVolatilities)res.Volatilities;

            for (int i = 0; i < strikes.size(); ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsNormalVols(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.normalVolatilityByExpiryStrike("test", ACT_ACT_ISDA), vols[j]);
                    NormalIborCapletFloorletExpiryStrikeVolatilities constVol = NormalIborCapletFloorletExpiryStrikeVolatilities.of(USD_LIBOR_3M, CALIBRATION_TIME, volSurface);
                    double priceOrg   = LEG_PRICER_NORMAL.presentValue(caps[j], RATES_PROVIDER, constVol).Amount;
                    double priceCalib = LEG_PRICER_NORMAL.presentValue(caps[j], RATES_PROVIDER, resVol).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL);
                }
            }
        }
        //-------------------------------------------------------------------------
        // print for debugging
        protected internal virtual void print(IborCapletFloorletVolatilityCalibrationResult res, DoubleArray strikes, double maxTime)
        {
            Console.WriteLine("Print in CapletStrippingSetup \n");
            Console.WriteLine("Chi-square: " + res.ChiSquare);
            IborCapletFloorletVolatilities vols = res.Volatilities;
            const int nSamples       = 51;
            const int nStrikeSamples = 51;

            Console.Write("\n");
            for (int i = 0; i < nStrikeSamples; i++)
            {
                Console.Write("\t" + (strikes.get(0) + (strikes.get(strikes.size() - 1) - strikes.get(0)) * i) / (nStrikeSamples - 1));
            }
            Console.Write("\n");
            for (int index = 0; index < nSamples; index++)
            {
//JAVA TO C# CONVERTER WARNING: The original Java variable was marked 'final':
//ORIGINAL LINE: final double t = 0.25 + index * maxTime / (nSamples - 1);
                double t       = 0.25 + index * maxTime / (nSamples - 1);
                double forward = FWD_CURVE.yValue(t);
                Console.Write(t);
                for (int i = 0; i < nStrikeSamples; i++)
                {
                    double strike = (strikes.get(0) + (strikes.get(strikes.size() - 1) - strikes.get(0)) * i) / (nStrikeSamples - 1);
                    Console.Write("\t" + vols.volatility(t, strike, forward));
                }
                Console.Write("\n");
            }
        }
        public virtual void recovery_test_blackCurve()
        {
            SurfaceIborCapletFloorletVolatilityBootstrapDefinition definition = SurfaceIborCapletFloorletVolatilityBootstrapDefinition.of(IborCapletFloorletVolatilitiesName.of("test"), USD_LIBOR_3M, ACT_ACT_ISDA, LINEAR, LINEAR);
            DoubleArray strikes = createBlackStrikes();

            for (int i = 0; i < strikes.size(); ++i)
            {
                Pair <IList <Period>, DoubleMatrix> trimedData = trimData(createBlackMaturities(), createBlackDataMatrixForStrike(i));
                RawOptionData data = RawOptionData.of(trimedData.First, DoubleArray.of(strikes.get(i)), ValueType.STRIKE, trimedData.Second, ValueType.BLACK_VOLATILITY);
                IborCapletFloorletVolatilityCalibrationResult           res         = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
                BlackIborCapletFloorletExpiryStrikeVolatilities         resVol      = (BlackIborCapletFloorletExpiryStrikeVolatilities)res.Volatilities;
                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);
                }
            }
        }
        public virtual void recovery_test_normal2_shift()
        {
            SurfaceIborCapletFloorletVolatilityBootstrapDefinition definition = SurfaceIborCapletFloorletVolatilityBootstrapDefinition.of(IborCapletFloorletVolatilitiesName.of("test"), USD_LIBOR_3M, ACT_ACT_ISDA, LINEAR, DOUBLE_QUADRATIC, ConstantCurve.of("Black shift", 0.02));
            DoubleArray   strikes = createNormalEquivStrikes();
            RawOptionData data    = RawOptionData.of(createNormalEquivMaturities(), strikes, ValueType.STRIKE, createFullNormalEquivDataMatrix(), ValueType.NORMAL_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult          res    = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities resVol = (ShiftedBlackIborCapletFloorletExpiryStrikeVolatilities)res.Volatilities;

            for (int i = 0; i < strikes.size(); ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsNormalEquivVols(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.normalVolatilityByExpiryStrike("test", ACT_ACT_ISDA), vols[j]);
                    NormalIborCapletFloorletExpiryStrikeVolatilities constVol = NormalIborCapletFloorletExpiryStrikeVolatilities.of(USD_LIBOR_3M, CALIBRATION_TIME, volSurface);
                    double priceOrg   = LEG_PRICER_NORMAL.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);
        }
        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));
            }
        }
        public virtual void test_recovery_normal_fixedRho()
        {
            SabrIborCapletFloorletVolatilityBootstrapDefinition definition = SabrIborCapletFloorletVolatilityBootstrapDefinition.ofFixedRho(IborCapletFloorletVolatilitiesName.of("test"), USD_LIBOR_3M, ACT_ACT_ISDA, 0.0, CurveInterpolators.LINEAR, CurveExtrapolators.FLAT, CurveExtrapolators.FLAT, SabrHaganVolatilityFunctionProvider.DEFAULT);
            RawOptionData data = RawOptionData.of(createNormalEquivMaturities(), createNormalEquivStrikes(), ValueType.STRIKE, createFullNormalEquivDataMatrix(), ValueType.NORMAL_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult res     = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            SabrParametersIborCapletFloorletVolatilities  resVols = (SabrParametersIborCapletFloorletVolatilities)res.Volatilities;

            for (int i = 1; i < NUM_BLACK_STRIKES; ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsNormalEquivVols(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.normalVolatilityByExpiryStrike("test", ACT_ACT_ISDA), vols[j]);
                    NormalIborCapletFloorletExpiryStrikeVolatilities constVol = NormalIborCapletFloorletExpiryStrikeVolatilities.of(USD_LIBOR_3M, CALIBRATION_TIME, volSurface);
                    double priceOrg   = LEG_PRICER_NORMAL.presentValue(caps[j], RATES_PROVIDER, constVol).Amount;
                    double priceCalib = LEG_PRICER_SABR.presentValue(caps[j], RATES_PROVIDER, resVols).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL * 3d);
                }
            }
            assertTrue(res.ChiSquare > 0d);
            assertEquals(resVols.Index, USD_LIBOR_3M);
            assertEquals(resVols.Name, definition.Name);
            assertEquals(resVols.ValuationDateTime, CALIBRATION_TIME);
        }
        public virtual void test_ofRootFind()
        {
            IborCapletFloorletVolatilityCalibrationResult test = IborCapletFloorletVolatilityCalibrationResult.ofRootFind(VOLS);

            assertEquals(test.Volatilities, VOLS);
            assertEquals(test.ChiSquare, 0d);
        }
Ejemplo n.º 12
0
        public virtual void recovery_test_flat()
        {
            DoubleArray initial = DoubleArray.of(0.4, 0.95, 0.5, 0.05);
            SabrIborCapletFloorletVolatilityCalibrationDefinition definition = SabrIborCapletFloorletVolatilityCalibrationDefinition.ofFixedBeta(NAME, USD_LIBOR_3M, ACT_ACT_ISDA, ALPHA_KNOTS, BETA_RHO_KNOTS, NU_KNOTS, initial, LINEAR, FLAT, FLAT, HAGAN);
            DoubleArray   strikes = createBlackStrikes();
            RawOptionData data    = RawOptionData.of(createBlackMaturities(), strikes, ValueType.STRIKE, createFullFlatBlackDataMatrix(), ValueType.BLACK_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult res    = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            SabrIborCapletFloorletVolatilities            resVol = (SabrIborCapletFloorletVolatilities)res.Volatilities;

            for (int i = 0; i < NUM_BLACK_STRIKES; ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsFlatBlackVols(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_SABR.presentValue(caps[j], RATES_PROVIDER, resVol).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL);
                }
            }
        }
        public virtual void test_ofLestSquare()
        {
            double chiSq = 5.5e-6;
            IborCapletFloorletVolatilityCalibrationResult test = IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(VOLS, chiSq);

            assertEquals(test.Volatilities, VOLS);
            assertEquals(test.ChiSquare, chiSq);
        }
        //-------------------------------------------------------------------------
        public virtual void coverage()
        {
            double chiSq = 5.5e-12;
            IborCapletFloorletVolatilityCalibrationResult test1 = IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(VOLS, chiSq);

            coverImmutableBean(test1);
            IborCapletFloorletVolatilityCalibrationResult test2 = IborCapletFloorletVolatilityCalibrationResult.ofRootFind(BlackIborCapletFloorletExpiryStrikeVolatilities.of(GBP_LIBOR_3M, VALUATION, SURFACE));

            coverBeanEquals(test1, test2);
        }
Ejemplo n.º 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 SabrIborCapletFloorletVolatilityCalibrationDefinition, "definition should be SabrIborCapletFloorletVolatilityCalibrationDefinition");
            SabrIborCapletFloorletVolatilityCalibrationDefinition sabrDefinition = (SabrIborCapletFloorletVolatilityCalibrationDefinition)definition;
            // unpack cap data, create node caps
            IborIndex index           = sabrDefinition.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(sabrDefinition, calibrationDateTime, capFloorData);
            SurfaceMetadata metadata   = sabrDefinition.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(sabrDefinition, 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 initial caplet vol surface
            IList <CurveMetadata> metadataList                = sabrDefinition.createSabrParameterMetadata();
            DoubleArray           initialValues               = sabrDefinition.createFullInitialValues();
            IList <Curve>         curveList                   = sabrDefinition.createSabrParameterCurve(metadataList, initialValues);
            SabrParameters        sabrParamsInitial           = SabrParameters.of(curveList[0], curveList[1], curveList[2], curveList[3], sabrDefinition.ShiftCurve, sabrDefinition.SabrVolatilityFormula);
            SabrParametersIborCapletFloorletVolatilities vols = SabrParametersIborCapletFloorletVolatilities.of(sabrDefinition.Name, index, calibrationDateTime, sabrParamsInitial);
            // solve least square
            UncoupledParameterTransforms transform = new UncoupledParameterTransforms(initialValues, sabrDefinition.createFullTransform(TRANSFORMS), new BitArray());

            System.Func <DoubleArray, DoubleArray>  valueFunction    = createPriceFunction(sabrDefinition, ratesProvider, vols, capList, priceList);
            System.Func <DoubleArray, DoubleMatrix> jacobianFunction = createJacobianFunction(sabrDefinition, ratesProvider, vols, capList, priceList, index.Currency);
            NonLinearTransformFunction      transFunc    = new NonLinearTransformFunction(valueFunction, jacobianFunction, transform);
            LeastSquareResults              res          = solver.solve(DoubleArray.filled(priceList.Count, 1d), DoubleArray.copyOf(errorList), transFunc.FittingFunction, transFunc.FittingJacobian, transform.transform(initialValues));
            LeastSquareResultsWithTransform resTransform = new LeastSquareResultsWithTransform(res, transform);

            vols = updateParameters(sabrDefinition, vols, resTransform.ModelParameters);

            return(IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(vols, res.ChiSq));
        }
Ejemplo n.º 16
0
 //-----------------------------------------------------------------------
 public override bool Equals(object obj)
 {
     if (obj == this)
     {
         return(true);
     }
     if (obj != null && obj.GetType() == this.GetType())
     {
         IborCapletFloorletVolatilityCalibrationResult other = (IborCapletFloorletVolatilityCalibrationResult)obj;
         return(JodaBeanUtils.equal(volatilities, other.volatilities) && JodaBeanUtils.equal(chiSquare, other.chiSquare));
     }
     return(false);
 }
        public virtual void recovery_test_normalFlat()
        {
            double lambdaT = 0.01;
            double lambdaK = 0.01;
            double error   = 1.0e-3;
            DirectIborCapletFloorletVolatilityDefinition definition = DirectIborCapletFloorletVolatilityDefinition.of(NAME, USD_LIBOR_3M, ACT_ACT_ISDA, lambdaT, lambdaK, INTERPOLATOR);
            ImmutableList <Period> maturities  = createBlackMaturities();
            DoubleArray            strikes     = createBlackStrikes();
            DoubleMatrix           errorMatrix = DoubleMatrix.filled(maturities.size(), strikes.size(), error);
            RawOptionData          data        = RawOptionData.of(maturities, strikes, STRIKE, createFullFlatBlackDataMatrix(), errorMatrix, NORMAL_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult    res    = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            NormalIborCapletFloorletExpiryStrikeVolatilities resVol = (NormalIborCapletFloorletExpiryStrikeVolatilities)res.Volatilities;
            Surface resSurface = resVol.Surface;
            int     nParams    = resSurface.ParameterCount;

            for (int i = 0; i < nParams; ++i)
            {
                assertEquals(resSurface.getParameter(i), 0.5, 1.0e-12);
            }
        }
        public virtual void test_recovery_flatVol()
        {
            double beta = 0.8;
            SabrIborCapletFloorletVolatilityBootstrapDefinition definition = SabrIborCapletFloorletVolatilityBootstrapDefinition.ofFixedBeta(IborCapletFloorletVolatilitiesName.of("test"), USD_LIBOR_3M, ACT_ACT_ISDA, beta, CurveInterpolators.STEP_UPPER, CurveExtrapolators.FLAT, CurveExtrapolators.FLAT, SabrHaganVolatilityFunctionProvider.DEFAULT);
            RawOptionData data = RawOptionData.of(createBlackMaturities(), createBlackStrikes(), ValueType.STRIKE, createFullFlatBlackDataMatrix(), ValueType.BLACK_VOLATILITY);
            IborCapletFloorletVolatilityCalibrationResult res     = CALIBRATOR.calibrate(definition, CALIBRATION_TIME, data, RATES_PROVIDER);
            SabrParametersIborCapletFloorletVolatilities  resVols = (SabrParametersIborCapletFloorletVolatilities)res.Volatilities;

            for (int i = 0; i < NUM_BLACK_STRIKES; ++i)
            {
                Pair <IList <ResolvedIborCapFloorLeg>, IList <double> > capsAndVols = getCapsFlatBlackVols(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_SABR.presentValue(caps[j], RATES_PROVIDER, resVols).Amount;
                    assertEquals(priceOrg, priceCalib, Math.Max(priceOrg, 1d) * TOL);
                }
            }
        }
        //-------------------------------------------------------------------------
        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));
        }
        public virtual void test_serialization()
        {
            IborCapletFloorletVolatilityCalibrationResult test = IborCapletFloorletVolatilityCalibrationResult.ofRootFind(VOLS);

            assertSerialization(test);
        }
Ejemplo n.º 21
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));
        }
Ejemplo n.º 22
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 SabrIborCapletFloorletVolatilityBootstrapDefinition, "definition should be SabrIborCapletFloorletVolatilityBootstrapDefinition");
            SabrIborCapletFloorletVolatilityBootstrapDefinition bsDefinition = (SabrIborCapletFloorletVolatilityBootstrapDefinition)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]);
            }

            IList <CurveMetadata> metadataList   = bsDefinition.createSabrParameterMetadata();
            DoubleArray           timeToExpiries = DoubleArray.of(nExpiries, i => timeList[startIndex[i]]);

            BitArray @fixed  = new BitArray();
            bool     betaFix = false;
            Curve    betaCurve;
            Curve    rhoCurve;

            if (bsDefinition.BetaCurve.Present)
            {
                betaFix = true;
                @fixed.Set(1, true);
                betaCurve = bsDefinition.BetaCurve.get();
                rhoCurve  = InterpolatedNodalCurve.of(metadataList[2], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
            }
            else
            {
                @fixed.Set(2, true);
                betaCurve = InterpolatedNodalCurve.of(metadataList[1], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
                rhoCurve  = bsDefinition.RhoCurve.get();
            }
            InterpolatedNodalCurve alphaCurve = InterpolatedNodalCurve.of(metadataList[0], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
            InterpolatedNodalCurve nuCurve    = InterpolatedNodalCurve.of(metadataList[3], timeToExpiries, DoubleArray.filled(nExpiries), bsDefinition.Interpolator, bsDefinition.ExtrapolatorLeft, bsDefinition.ExtrapolatorRight);
            Curve          shiftCurve         = bsDefinition.ShiftCurve;
            SabrParameters sabrParams         = SabrParameters.of(alphaCurve, betaCurve, rhoCurve, nuCurve, shiftCurve, bsDefinition.SabrVolatilityFormula);
            SabrParametersIborCapletFloorletVolatilities vols = SabrParametersIborCapletFloorletVolatilities.of(bsDefinition.Name, index, calibrationDateTime, sabrParams);
            double        totalChiSq = 0d;
            ZonedDateTime prevExpiry = calibrationDateTime.minusDays(1L);     // included if calibrationDateTime == fixingDateTime

            for (int i = 0; i < nExpiries; ++i)
            {
                DoubleArray start = computeInitialValues(ratesProvider, betaCurve, shiftCurve, timeList, volList, capList, startIndex, i, betaFix, capFloorData.DataType);
                UncoupledParameterTransforms transform = new UncoupledParameterTransforms(start, TRANSFORMS, @fixed);
                int nCaplets     = startIndex[i + 1] - startIndex[i];
                int currentStart = startIndex[i];
                System.Func <DoubleArray, DoubleArray>  valueFunction    = createPriceFunction(ratesProvider, vols, prevExpiry, capList, priceList, startIndex, nExpiries, i, nCaplets, betaFix);
                System.Func <DoubleArray, DoubleMatrix> jacobianFunction = createJacobianFunction(ratesProvider, vols, prevExpiry, capList, priceList, index.Currency, startIndex, nExpiries, i, nCaplets, betaFix);
                NonLinearTransformFunction transFunc = new NonLinearTransformFunction(valueFunction, jacobianFunction, transform);
                DoubleArray        adjustedPrices    = this.adjustedPrices(ratesProvider, vols, prevExpiry, capList, priceList, startIndex, i, nCaplets);
                DoubleArray        errors            = DoubleArray.of(nCaplets, n => errorList[currentStart + n]);
                LeastSquareResults res = solver.solve(adjustedPrices, errors, transFunc.FittingFunction, transFunc.FittingJacobian, transform.transform(start));
                LeastSquareResultsWithTransform resTransform = new LeastSquareResultsWithTransform(res, transform);
                vols        = updateParameters(vols, nExpiries, i, betaFix, resTransform.ModelParameters);
                totalChiSq += res.ChiSq;
                prevExpiry  = capList[startIndex[i + 1] - 1].FinalFixingDateTime;
            }
            return(IborCapletFloorletVolatilityCalibrationResult.ofLeastSquare(vols, totalChiSq));
        }