File: bacheliercalculator.cpp

package info (click to toggle)
quantlib 1.40-1
  • links: PTS, VCS
  • area: main
  • in suites: forky, sid
  • size: 41,768 kB
  • sloc: cpp: 398,987; makefile: 6,574; python: 214; sh: 150; lisp: 86
file content (538 lines) | stat: -rw-r--r-- 21,967 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
/* -*- mode: c++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */

/*

 This file is part of QuantLib, a free-software/open-source library
 for financial quantitative analysts and developers - http://quantlib.org/

 QuantLib is free software: you can redistribute it and/or modify it
 under the terms of the QuantLib license.  You should have received a
 copy of the license along with this program; if not, please email
 <quantlib-dev@lists.sf.net>. The license is also available online at
 <https://www.quantlib.org/license.shtml>.

 This program is distributed in the hope that it will be useful, but WITHOUT
 ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
 FOR A PARTICULAR PURPOSE.  See the license for more details.
*/

#include "toplevelfixture.hpp"
#include "utilities.hpp"
#include <ql/pricingengines/bacheliercalculator.hpp>
#include <ql/pricingengines/blackcalculator.hpp>
#include <ql/instruments/payoffs.hpp>
#include <ql/math/comparison.hpp>
#include <ql/math/distributions/normaldistribution.hpp>
#include <cmath>

using namespace QuantLib;
using namespace boost::unit_test_framework;

BOOST_FIXTURE_TEST_SUITE(QuantLibTests, TopLevelFixture)

BOOST_AUTO_TEST_SUITE(BachelierCalculatorTests)

struct BachelierCalculatorTestData {
    Option::Type type;
    Real strike;
    Real forward;
    Real stdDev;        // Absolute volatility
    Real discount;
    Real tolerance;
    Real refValue;
};

BOOST_AUTO_TEST_CASE(testBachelierCalculatorBasicValues) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator basic option values...");

    BachelierCalculatorTestData values[] = {
        // type, strike, forward, stdDev (absolute), discount, tolerance
        {Option::Call, 100.0, 100.0, 20.0, 1.0, 1e-8, 7.9788456080286538}, // ATM Call
        {Option::Put, 100.0, 100.0, 20.0, 1.0, 1e-8, 7.9788456080286538},  // ATM Put
        {Option::Call, 90.0, 100.0, 20.0, 1.0, 1e-8, 13.955931148026121},  // ITM Call
        {Option::Put, 110.0, 100.0, 20.0, 1.0, 1e-8, 13.955931148026121},  // ITM Put
        {Option::Call, 110.0, 100.0, 20.0, 1.0, 1e-8, 3.9559311480261217}, // OTM Call
        {Option::Put, 90.0, 100.0, 20.0, 1.0, 1e-8, 3.9559311480261217},   // OTM Put
        { Option::Call, 100.0, 100.0, 0.0,  1.0, 1e-8, 0.0 },  // Zero vol Call
        { Option::Put,  100.0, 100.0, 0.0,  1.0, 1e-8, 0.0 },  // Zero vol Put
        {Option::Call, 0.0, 100.0, 20.0, 1.0, 1e-8, 100.00000106923312},   // Zero strike
    };

    for (auto& data : values) {
        // Test constructor with Option::Type
        BachelierCalculator calc1(data.type, data.strike, data.forward, data.stdDev, data.discount);
        Real value1 = calc1.value();
        
        // Test constructor with Payoff
        ext::shared_ptr<StrikedTypePayoff> payoff(
            new PlainVanillaPayoff(data.type, data.strike));
        BachelierCalculator calc2(payoff, data.forward, data.stdDev, data.discount);
        Real value2 = calc2.value();

        // Both constructors should give the same result
        Real error = std::fabs(value1 - value2);
        if (error > data.tolerance) {
            BOOST_ERROR("BachelierCalculator constructor mismatch for "
                       << (data.type == Option::Call ? "Call" : "Put")
                       << " strike=" << data.strike << " forward=" << data.forward
                       << " stdDev=" << data.stdDev << " discount=" << data.discount
                       << " value1=" << value1 << " value2=" << value2
                       << " error=" << error);
        }

        Real error2 = std::fabs(value1 - data.refValue);
        if (error2 > data.tolerance) {
            BOOST_ERROR("BachelierCalculator constructor rf value error for "
                        << (data.type == Option::Call ? "Call" : "Put") << " strike=" << data.strike
                        << " forward=" << data.forward << " stdDev=" << data.stdDev
                        << " discount=" << data.discount << " value1=" << value1
                        << " value2=" << value2 << " error=" << error);
        }

        // Basic sanity checks
        if (data.stdDev == 0.0) {
            // With zero volatility, option value should be intrinsic value
            Real intrinsic = data.discount * std::max(0.0, 
                data.type == Option::Call ? data.forward - data.strike : data.strike - data.forward);
            if (std::fabs(value1 - intrinsic) > data.tolerance) {
                BOOST_ERROR("BachelierCalculator zero volatility test failed for "
                           << (data.type == Option::Call ? "Call" : "Put")
                           << " expected=" << intrinsic << " calculated=" << value1);
            }
        }

        // Option value should be non-negative
        if (value1 < -data.tolerance) {
            BOOST_ERROR("BachelierCalculator negative option value: " << value1);
        }
    }
}

BOOST_AUTO_TEST_CASE(testBachelierCalculatorGreeks) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator Greeks calculations...");

    Real forward = 100.0;
    Real strike = 105.0;
    Real stdDev = 20.0;  // Absolute volatility
    Real discount = 0.95;
    Real spot = 98.0;
    Real maturity = 1.0;
    Real tolerance = 1e-6;
    Real refDelta = 0.38900917408288;
    Real refDeltaFwd = 0.38122899060122245;
    Real refGamma = 0.019124047842706517;
    Real refGammaFwd = 0.018366735548135338;
    Real refTheta = -4.3159316452046594;
    Real refVega = 0.36733471096270676;
    Real refRho = 32.682349793874224;
    Real refElasticity = 7.0071783554334042;
    Real refElasticityFwd = 7.0071783554334051;
    Real refItmCashProb = 0.4012936743170763;
    Real refItmAssetProb = 0.4012936743170763;
    Real refDividendRho = -38.122899060122243;
    Real refStrikeSensitivity = -0.38122899060122245;
    Real refStrikeGamma = 0.018366735548135338;

    BachelierCalculator calc(Option::Call, strike, forward, stdDev, discount);

    Real delta = calc.delta(spot);
    Real deltaForward = calc.deltaForward();
    Real gamma = calc.gamma(spot);
    Real gammaForward = calc.gammaForward();
    Real theta = calc.theta(spot, maturity);
    Real vega = calc.vega(maturity);
    Real rho = calc.rho(maturity);
    Real elasticity = calc.elasticity(spot);
    Real elasticityForward = calc.elasticityForward();
    Real itmCashProb = calc.itmCashProbability();
    Real itmAssetProb = calc.itmAssetProbability();
    Real dividendRho = calc.dividendRho(maturity);
    Real strikeSensitivity = calc.strikeSensitivity();
    Real strikeGamma = calc.strikeGamma();
    
    if (std::fabs(deltaForward - refDeltaFwd) > tolerance) {
        BOOST_ERROR("BachelierCalculator call fwd delta error");
    }

    if (std::fabs(delta - refDelta) > tolerance) {
        BOOST_ERROR("BachelierCalculator call delta error");
    }

    if (std::fabs(gammaForward - refGammaFwd) > tolerance) {
        BOOST_ERROR("BachelierCalculator call fwd gamma error");
    }

    if (std::fabs(gamma - refGamma) > tolerance) {
        BOOST_ERROR("BachelierCalculator call gamma error");
    }

    if (std::fabs(theta - refTheta) > tolerance) {
        BOOST_ERROR("BachelierCalculator call theta error");
    }

    if (std::fabs(vega - refVega) > tolerance) {
        BOOST_ERROR("BachelierCalculator call vega error");
    }

    if (std::fabs(rho - refRho) > tolerance) {
        BOOST_ERROR("BachelierCalculator call rho error");
    }

    if (std::fabs(elasticityForward - refElasticityFwd) > tolerance) {
        BOOST_ERROR("BachelierCalculator call fwd elasticity error");
    }

    if (std::fabs(elasticity - refElasticity) > tolerance) {
        BOOST_ERROR("BachelierCalculator call elasticity error");
    }

    if (std::fabs(itmCashProb - refItmCashProb) > tolerance) {
        BOOST_ERROR("BachelierCalculator call itm cash probability error");
    }

    if (std::fabs(itmAssetProb - refItmAssetProb) > tolerance) {
        BOOST_ERROR("BachelierCalculator call itm asset probability error");
    }

    if (std::fabs(dividendRho - refDividendRho) > tolerance) {
        BOOST_ERROR("BachelierCalculator call dividend rho error");
    }

    if (std::fabs(strikeSensitivity - refStrikeSensitivity) > tolerance) {
        BOOST_ERROR("BachelierCalculator call strike sensitivity error");
    }

    if (std::fabs(strikeGamma - refStrikeGamma) > tolerance) {
        BOOST_ERROR("BachelierCalculator call strike gamma error");
    }

}

BOOST_AUTO_TEST_CASE(testBachelierCalculatorPutCallParity) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator put-call parity...");

    Real forward = 100.0;
    Real strike = 105.0;
    Real stdDev = 25.0;  // Absolute volatility
    Real discount = 0.95;
    Real tolerance = 1e-10;

    BachelierCalculator callCalc(Option::Call, strike, forward, stdDev, discount);
    BachelierCalculator putCalc(Option::Put, strike, forward, stdDev, discount);

    Real callValue = callCalc.value();
    Real putValue = putCalc.value();

    // Put-Call parity: C - P = discount * (F - K)
    Real paritylhs = callValue - putValue;
    Real parityrhs = discount * (forward - strike);
    Real parityError = std::fabs(paritylhs - parityrhs);

    if (parityError > tolerance) {
        BOOST_ERROR("BachelierCalculator put-call parity violation: "
                   << "C-P=" << paritylhs << " discount*(F-K)=" << parityrhs
                   << " error=" << parityError);
    }
}

BOOST_AUTO_TEST_CASE(testBachelierCalculatorEdgeCases) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator edge cases...");

    Real tolerance = 1e-8;

    // Test zero volatility
    {
        BachelierCalculator calc(Option::Call, 100.0, 100.0, 0.0, 1.0);
        Real value = calc.value();
        Real refValue = 0.0;
        if (std::fabs(value - refValue) > tolerance) {
            BOOST_ERROR("BachelierCalculator failed for zero volatility: " << value);
        }
    }

    // Test very high volatility
    {
        BachelierCalculator calc(Option::Call, 100.0, 100.0, 200.0, 1.0);
        Real value = calc.value();
        Real refValue = 79.788456080286537;
        if (std::fabs(value - refValue) > tolerance) {
            BOOST_ERROR("BachelierCalculator failed for very high volatility: " << value);
        }
    }

    // Test negative strikes (valid in Bachelier model)
    {
        BachelierCalculator calc(Option::Call, -50.0, 100.0, 20.0, 1.0);
        Real value = calc.value();
        Real intrinsicValue = 100.0 - (-50.0);  // Should be close to intrinsic
        if (value < intrinsicValue - 10.0) {  // Allow some time value
            BOOST_ERROR("BachelierCalculator negative strike call unreasonable: " 
                       << value << " vs intrinsic " << intrinsicValue);
        }
    }

    // Test negative forward (valid in Bachelier model)
    {
        BachelierCalculator calc(Option::Call, 50.0, -100.0, 20.0, 1.0);
        Real value = calc.value();
        Real intrinsicValue = -100.0 - 50.0; // Should be close to intrinsic
        if (value < intrinsicValue + 10.0) {   // Allow some time value
            BOOST_ERROR("BachelierCalculator negative strike call unreasonable: "
                        << value << " vs intrinsic " << intrinsicValue);
        }
    }

    // Test deep ITM call
    {
        BachelierCalculator calc(Option::Call, 50.0, 100.0, 20.0, 1.0);
        Real value = calc.value();
        Real intrinsicValue = 100.0 - 50.0;  // Should be close to intrinsic
        if (value < intrinsicValue - tolerance) {
            BOOST_ERROR("BachelierCalculator deep ITM call below intrinsic: " 
                       << value << " vs " << intrinsicValue);
        }
    }

    // Test deep OTM call
    {
        BachelierCalculator calc(Option::Call, 150.0, 100.0, 20.0, 1.0);
        Real value = calc.value();
        Real refValue = 0.040082743582562863;
        if (std::fabs(value - refValue) > tolerance) {
            BOOST_ERROR("BachelierCalculator deep OTM call negative: " << value);
        }
    }
}

BOOST_AUTO_TEST_CASE(testBachelierCalculatorNumericalDerivatives) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator numerical derivative consistency...");

    Real forward = 100.0;
    Real strike = 100.0;
    Real stdDev = 20.0;  // Absolute volatility
    Real discount = 0.95;
    Real maturity = 1.0;
    Real bump = 1e-4;
    Real tolerance = 1e-3;

    BachelierCalculator calc(Option::Call, strike, forward, stdDev, discount);

    // Test delta via finite differences
    BachelierCalculator calcUp(Option::Call, strike, forward + bump, stdDev, discount);
    BachelierCalculator calcDown(Option::Call, strike, forward - bump, stdDev, discount);
    
    Real analyticalDelta = calc.deltaForward();
    Real numericalDelta = (calcUp.value() - calcDown.value()) / (2.0 * bump);
    Real deltaError = std::fabs(analyticalDelta - numericalDelta);

    if (deltaError > tolerance) {
        BOOST_ERROR("BachelierCalculator delta finite difference test failed: "
                   << "analytical=" << analyticalDelta 
                   << " numerical=" << numericalDelta 
                   << " error=" << deltaError);
    }

    // Test gamma via finite differences
    Real analyticalGamma = calc.gammaForward();
    Real numericalGamma = (calcUp.deltaForward() - calcDown.deltaForward()) / (2.0 * bump);
    Real gammaError = std::fabs(analyticalGamma - numericalGamma);

    if (gammaError > tolerance) {
        BOOST_ERROR("BachelierCalculator gamma finite difference test failed: "
                   << "analytical=" << analyticalGamma 
                   << " numerical=" << numericalGamma 
                   << " error=" << gammaError);
    }

    // Test vega via finite differences
    BachelierCalculator calcVolUp(Option::Call, strike, forward, stdDev + bump, discount);
    BachelierCalculator calcVolDown(Option::Call, strike, forward, stdDev - bump, discount);
    
    Real analyticalVega = calc.vega(maturity);
    Real numericalVega = (calcVolUp.value() - calcVolDown.value()) / (2.0 * bump);
    Real vegaError = std::fabs(analyticalVega - numericalVega * std::sqrt(maturity));

    if (vegaError > tolerance) {
        BOOST_ERROR("BachelierCalculator vega finite difference test failed: "
                   << "analytical=" << analyticalVega 
                   << " numerical=" << numericalVega * std::sqrt(maturity)
                   << " error=" << vegaError);
    }
}

BOOST_AUTO_TEST_CASE(testBachelierCalculatorAgainstAnalyticalFormula) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator against analytical Bachelier formula...");

    Real forward = 100.0;
    Real strike = 95.0;
    Real stdDev = 15.0;  // Absolute volatility
    Real discount = 0.98;
    Real tolerance = 1e-10;

    BachelierCalculator calc(Option::Call, strike, forward, stdDev, discount);
    Real calculatedValue = calc.value();

    // Analytical Bachelier formula: C = (F-K)*N(d) + ?*n(d)
    // where d = (F-K)/?
    Real d = (forward - strike) / stdDev;
    CumulativeNormalDistribution N;
    NormalDistribution n;
    
    Real analyticalValue = discount * ((forward - strike) * N(d) + stdDev * n(d));
    Real error = std::fabs(calculatedValue - analyticalValue);

    if (error > tolerance) {
        BOOST_ERROR("BachelierCalculator analytical formula test failed: "
                   << "calculated=" << calculatedValue 
                   << " analytical=" << analyticalValue
                   << " error=" << error);
    }
}

BOOST_AUTO_TEST_CASE(testBachelierCalculatorZeroVolatilityGreeks) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator Greeks with zero volatility...");

    Real tolerance = 1e-10;
    Real forward = 100.0;
    Real discount = 1.0;
    Real spot = 98.0;
    Real maturity = 1.0;
    Real stdDev = 0.0;  // Zero absolute volatility

    // Test different moneyness scenarios
    struct ZeroVolTestCase {
        Option::Type type;
        Real strike;
        std::string description;
        Real expectedDelta;
        Real expectedGamma;
        Real expectedVega;
        Real expectedTheta;
    };

    ZeroVolTestCase testCases[] = {
        // ITM options should have delta = 1 for calls, -1 for puts (approximately)
        {Option::Call, 90.0, "ITM Call", 1.0, 0.0, 0.0, 0.0},
        {Option::Put, 110.0, "ITM Put", -1.0, 0.0, 0.0, 0.0},
        // ATM options in Bachelier model
        {Option::Call, 100.0, "ATM Call", 0.5, 0.0, 0.0, 0.0},
        {Option::Put, 100.0, "ATM Put", -0.5, 0.0, 0.0, 0.0},
        // OTM options should have delta = 0
        {Option::Call, 90.0, "OTM Call", 0.0, 0.0, 0.0, 0.0},
        {Option::Put, 110.0, "OTM Put", 0.0, 0.0, 0.0, 0.0},
        // Test negative strikes (valid in Bachelier model)
        {Option::Call, -10.0, "Negative Strike Call", 1.0, 0.0, 0.0, 0.0},
        {Option::Put, 200.0, "High Strike Put", -1.0, 0.0, 0.0, 0.0}
    };

    for (const auto& testCase : testCases) {
        BachelierCalculator calc(testCase.type, testCase.strike, forward, stdDev, discount);

        Real deltaForward = calc.deltaForward();
        Real delta = calc.delta(spot);
        Real gammaForward = calc.gammaForward();
        Real gamma = calc.gamma(spot);
        Real vega = calc.vega(maturity);
        Real theta = calc.theta(spot, maturity);
        Real rho = calc.rho(maturity);
        Real dividendRho = calc.dividendRho(maturity);

        // All Greeks should be finite (not NaN or infinite)
        if (!std::isfinite(deltaForward) || !std::isfinite(delta) || 
            !std::isfinite(gammaForward) || !std::isfinite(gamma) ||
            !std::isfinite(vega) || !std::isfinite(theta) || 
            !std::isfinite(rho) || !std::isfinite(dividendRho)) {
            BOOST_ERROR("BachelierCalculator " << testCase.description 
                       << " produced non-finite Greeks with zero volatility");
        }

        // Gamma should be zero (no convexity with zero vol)
        if (std::fabs(gammaForward) > tolerance || std::fabs(gamma) > tolerance) {
            BOOST_ERROR("BachelierCalculator " << testCase.description 
                       << " gamma should be zero with zero volatility: "
                       << "gammaForward=" << gammaForward << " gamma=" << gamma);
        }

        // Vega should be zero (no vol sensitivity)  
        if (std::fabs(vega) > tolerance) {
            BOOST_ERROR("BachelierCalculator " << testCase.description 
                       << " vega should be zero with zero volatility: " << vega);
        }

        // For clearly ITM/OTM cases, check delta bounds
        if (testCase.strike < forward - 5.0) { // Clearly ITM call
            if (testCase.type == Option::Call && (deltaForward < 0.99 || deltaForward > 1.01)) {
                BOOST_ERROR("BachelierCalculator ITM call deltaForward should be ~1.0 with zero vol: " 
                           << deltaForward);
            }
        }
        if (testCase.strike > forward + 5.0) { // Clearly OTM call
            if (testCase.type == Option::Call && std::fabs(deltaForward) > tolerance) {
                BOOST_ERROR("BachelierCalculator OTM call deltaForward should be ~0.0 with zero vol: " 
                           << deltaForward);
            }
        }

        // Strike sensitivities should be finite
        Real strikeSens = calc.strikeSensitivity();
        Real strikeGamma = calc.strikeGamma();
        
        if (!std::isfinite(strikeSens) || !std::isfinite(strikeGamma)) {
            BOOST_ERROR("BachelierCalculator " << testCase.description 
                       << " strike sensitivities should be finite with zero volatility");
        }

        // Test ITM probabilities
        Real itmCashProb = calc.itmCashProbability();
        Real itmAssetProb = calc.itmAssetProbability();
        
        if (!std::isfinite(itmCashProb) || !std::isfinite(itmAssetProb)) {
            BOOST_ERROR("BachelierCalculator " << testCase.description 
                       << " ITM probabilities should be finite with zero volatility");
        }

        // In Bachelier model with zero vol, ITM probabilities should be 0 or 1
        Real expectedProb = (testCase.type == Option::Call) ? 
                           (forward > testCase.strike ? 1.0 : (forward == testCase.strike ? 0.5 : 0.0)) :
                           (forward < testCase.strike ? 1.0 : (forward == testCase.strike ? 0.5 : 0.0));
        
        if (std::fabs(itmCashProb - expectedProb) > tolerance) {
            BOOST_ERROR("BachelierCalculator " << testCase.description 
                       << " ITM cash probability incorrect with zero vol: expected=" 
                       << expectedProb << " actual=" << itmCashProb);
        }
    }
}

BOOST_AUTO_TEST_CASE(testBachelierVsBlackConvergence) {
    BOOST_TEST_MESSAGE("Testing BachelierCalculator convergence to BlackCalculator for small relative volatilities...");

    Real forward = 100.0;
    Real strike = 100.0;
    Real relativeVol = 0.01;  // 1% relative volatility
    Real absoluteVol = relativeVol * forward;  // Convert to absolute
    Real discount = 1.0;
    Real tolerance = 1e-2;  // Looser tolerance for convergence test

    BachelierCalculator bachelierCalc(Option::Call, strike, forward, absoluteVol, discount);
    BlackCalculator blackCalc(Option::Call, strike, forward, relativeVol, discount);

    Real bachelierValue = bachelierCalc.value();
    Real blackValue = blackCalc.value();

    // For small relative volatilities, Bachelier should approximate Black-Scholes
    Real error = std::fabs(bachelierValue - blackValue);
    Real relativeError = error / blackValue;

    if (relativeError > tolerance) {
        BOOST_ERROR("BachelierCalculator vs BlackCalculator convergence test failed: "
                   << "bachelier=" << bachelierValue 
                   << " black=" << blackValue
                   << " relative error=" << relativeError);
    }
}


BOOST_AUTO_TEST_SUITE_END()

BOOST_AUTO_TEST_SUITE_END()