5 Commits

Author SHA1 Message Date
Kevin Keogh
fdaa472888 Cleanup, updated README 2017-08-13 23:16:01 -04:00
Kevin
095d6643d8 Clang doesn't like the '=' in rpath 2017-08-13 16:23:20 -04:00
Kevin Keogh
9092e65d6b Updated Makefile to use LGPL files as shared libraries 2017-08-13 16:15:19 -04:00
Kevin Keogh
560dccfb4f Merge branch 'develop' of https://github.com/kevindkeogh/opt-pricer into develop 2017-08-13 13:20:15 -04:00
Kevin
61be7cce04 Update README for multi-threading 2017-07-31 13:14:13 -04:00
4 changed files with 36 additions and 46 deletions

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@@ -3,6 +3,7 @@ CFLAGS=-Wall -g -fPIC -O3 -pthread
CPPFLAGS=-pedantic -std=c++11
LDFLAGS=-lm -lstdc++
PREFIX=/usr/local
THIS_DIR=$(dir $(abspath $(lastword $(MAKEFILE_LIST))))
WINDOWS_CC=x86_64-w64-mingw32-gcc
WINDOWS_CFLAGS= -Wall -O3 -ansi -pedantic-errors -pthread
@@ -10,8 +11,9 @@ WINDOWS_PLATFORM= windows
.DEFAULT_GOAL := build/opt-pricer
build/opt-pricer : src/opt-pricer.c build/depends/linux/gbm.o build/depends/linux/black_scholes.o build/depends/linux/utils.o build/depends/linux/sobol.o build/depends/linux/asa241.o
@$(CC) $(CFLAGS) $^ $(LDFLAGS) -o $@
build/opt-pricer : src/opt-pricer.c build/depends/linux/gbm.o build/depends/linux/black_scholes.o build/depends/linux/utils.o
@$(MAKE) -s build/libs/libstats.so
@$(CC) $(CFLAGS) $^ $(LDFLAGS) -o $@ -Wl,-rpath,'$$ORIGIN/libs' -Lbuild/libs -lstats
build/depends/%/gbm.o : src/gbm_mc.c | folders
@$(CC) $(CFLAGS) -c $^ $(LDFLAGS) -o $@
@@ -31,8 +33,12 @@ build/depends/%/asa241.o : src/asa241.c | folders
build/depends/%/sobol.o : src/sobol.cpp | folders
@$(CC) $(CFLAGS) $(CPPFLAGS) -c $^ $(LDFLAGS) -o $@
build/libs/libstats.so : build/depends/linux/sobol.o build/depends/linux/asa241.o | folders
@$(CC) -fPIC -shared -o $@ $^ -lstdc++
folders:
@mkdir -p build
@mkdir -p build/libs
@mkdir -p build/depends
@mkdir -p build/depends/linux
@mkdir -p build/depends/windows
@@ -50,8 +56,7 @@ windows: build/opt-pricer.exe
.PHONY: install
install : build/opt-pricer
@mkdir -p $(DESTDIR)$(PREFIX)/bin
@cp $< $(DESTDIR)$(PREFIX)/bin/opt-pricer
@rm -f $<
@ln -sf $(THIS_DIR)$< $(DESTDIR)$(PREFIX)/bin/opt-pricer
.PHONY: uninstall
uninstall :
@@ -60,5 +65,3 @@ uninstall :
.PHONY: clean
clean :
@rm -rf build
@mkdir build
@mkdir build/depends

30
README
View File

@@ -1,7 +1,8 @@
Demonstration of a Black-Scholes Model in C
Note that there are two models, a pure Monte Carlo implementation
and the closed form Black-Scholes equation.
and the closed form Black-Scholes equation. Note that the code runs
multi-threaded and the random numbers are a sobol sequence.
To install:
$ git clone https://github.com/kevindkeogh/opt-pricer.git
@@ -28,12 +29,12 @@ To install:
|Risk-free: | 3.00% | 3.00% |
|Implied Vol:| 20.00% | 20.00% |
---------------------------------------------
|Fair value: | 11.8866 | 11.8941 |
|Delta: | 0.6202 | 0.6206 |
|Gamma: | 0.0253 | 0.0134 |
|Vega: | 0.4660 | 0.4668 |
|Theta: | -4.6138 | -4.6235 |
|Rho: | 0.7513 | 0.7699 |
|Fair value: | 11.8866 | 11.8866 |
|Delta: | 0.6202 | 0.6202 |
|Gamma: | 0.0253 | 0.0157 |
|Vega: | 0.4660 | 0.4660 |
|Theta: | -4.6138 | -4.6154 |
|Rho: | 0.7513 | 0.7630 |
|Simulations:| | 100,000,000 |
---------------------------------------------
@@ -41,8 +42,15 @@ To install:
Recommended number of simulations is 100,000,000 for Gamma convergence, the
other Greeks converge by 1,000,000.
LICENSE:
My code, which comprises most of the routine functionality, is MIT.
There are two functions,
i8_sobol_generate - generate sobol sequence
r8_normal_01_cdf_inverse - calculate inverse normal cdf
which are LGPL. The Makefile compiles them as a separate shared object
and dynamically links them. The files are included (with minor
adjustments to make it compile) in src.
TODO:
1. Find a C implementation for Sobol sequence so that Gamma convergence
is faster
2. Tests...
3. Parallelize code
1. Tests...
2. Update windows cross-compilation, currently broken

Binary file not shown.

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@@ -38,7 +38,6 @@ void *run_simulations(void *opt_ptr)
double gamma_shift = 0, base_gamma = 0, upper_gamma = 0, lower_gamma = 0;
double price, delta, gamma, vega, theta, rho;
double base = 0;
double max_rand = 0;
struct Option *opt = (struct Option *) opt_ptr;
@@ -52,7 +51,7 @@ void *run_simulations(void *opt_ptr)
for (i = 0; i < opt->sims; i++) {
rand = opt->randoms[i];
max_rand = rand > max_rand ? rand : max_rand;
/* Base scenario */
level = gbm_simulation(opt->spot, opt->rfr, opt->vol, tte, rand);
base += max((level - opt->strike) * opt->type, 0);
@@ -83,13 +82,13 @@ void *run_simulations(void *opt_ptr)
rho_shift += max((level - opt->strike) * opt->type, 0);
}
df = 1 / pow((1 + opt->rfr), tte);
df = exp(-opt->rfr * tte);
price = base / opt->sims * df;
delta = delta_shift / opt->sims * df;
gamma = gamma_shift / opt->sims * df;
vega = vega_shift / opt->sims * df;
theta = theta_shift / opt->sims * 1 / pow((1 + opt->rfr), tte - 1./365.);
rho = rho_shift / opt->sims * 1 / pow((1 + opt->rfr + 0.01), tte);
theta = theta_shift / opt->sims * exp(-opt->rfr * theta_tte);
rho = rho_shift / opt->sims * exp(-1 * (opt->rfr + 0.01) * tte);
opt->fv = price;
opt->delta = (delta - price) / 0.0001;
@@ -125,39 +124,20 @@ void gbm(struct Option *opt)
}
}
/* Fill 2D array with normal randoms
* The purpose is to give the Option structs the random
* numbers they will need for simulations, as opposed to
* having the individual threads do so (rand() is not thread-safe)
j = 0;
i = 0;
for(i = 0; i < NUM_THREADS;){
randoms[i][j] = gaussrand();
if (j >= (opt->sims / NUM_THREADS)) {
j = 0;
i += 1;
}
j++;
}
*/
/* Set the number of simulations on a per-thread basis
*/
/* Set the number of simulations on a per-thread basis */
opt->sims = opt->sims / NUM_THREADS;
threads = malloc(sizeof(pthread_t) * NUM_THREADS);
for(i=0; i<NUM_THREADS; i++) {
options[i] = *opt;
/* These are pointers, so need to copy them directly,
/* The dates pointers, so need to copy them directly,
* otherwise we will probably have 2 threads trying to
* access them at the same time
*/
options[i].expiry_date = opt->expiry_date;
options[i].value_date = opt->value_date;
options[i].randoms = randoms[i];
}
threads = malloc(sizeof(pthread_t) * NUM_THREADS);
for(i=0; i<NUM_THREADS; i++) {
if (pthread_create(&threads[i], NULL, run_simulations, &options[i])) {
printf("Error in thread creation\n");
}
@@ -180,9 +160,8 @@ void gbm(struct Option *opt)
opt->sims += result->sims;
}
free(threads);
for(i=0; i<NUM_THREADS; i++)
free(randoms[i]);
free(randoms);
free(threads);
}