FinCraftr - A bilingual quantitative finance toolkit
Project description
FinCraftr
FinCraftr is a bilingual (Python + C++20) toolkit for quantitative finance. Its goal is to provide clean, composable building blocks for pricing, risk, portfolio analytics, and market data modelling, implemented with parallel APIs across both languages.
Disclaimer: This software is for research and engineering purposes only and does not constitute investment advice.
Purpose & Scope
- Production-minded primitives. Small, orthogonal functions and components that can be assembled into full valuation and risk workflows: discounting/curves, cash-flow schedules, instrument pricing, time-series/econometrics, portfolio construction, and diagnostics.
- Bilingual parity. Each major concept appears in Python (for exploration and pipelines) and C++20 (for performance and embedding). Namespaces and semantics mirror each other to minimise cognitive switching.
- Transparency of assumptions. Modules make units, conventions, and modelling choices explicit (e.g., compounding basis, day-count, interpolation). Where trade-offs exist, they’re documented at the module boundary.
- Deterministic & testable. Functions are pure (no hidden globals), accept explicit inputs, and are covered by language-specific unit tests for reproducibility and cross-language consistency.
- Interoperability. Designed to plug into existing research stacks (NumPy/Pandas, CMake-based C++ projects) without bespoke infrastructure.
What this repository aims to cover
- Core rates/curves utilities (discount factors, compounding conventions, bootstrapping & interpolation).
- Instrument pricing surfaces (fixed-income, equity/vanilla options, swaps) that depend on the core utilities.
- Time-series & econometrics helpers (returns, diagnostics, forecasting) used by risk and strategy modules.
- Portfolio & risk primitives (covariance handling, optimisation interfaces, sensitivities/Greeks, P&L explain).
- Validation tools (reference datasets, sanity checks, numerical diagnostics).
What is explicitly out of scope
- Live brokerage/exchange connectivity and order routing.
- Proprietary vendor data access layers.
- High-frequency trading engines or latency-sensitive infra.
- A drop-in replacement for QuantLib—FinCraftr is intentionally lighter-weight and modular.
Design Principles
- Separation of concerns: low-level rate/curve mechanics are isolated from instrument pricing; pricing is isolated from portfolio/risk layers.
- Explicit conventions: compounding basis, day-count, calendars, and interpolation must be provided or selected; no silent defaults that change results across environments.
- Numerical robustness: prefer stable formulations; document error bounds and known edge cases.
- Small surface area: fewer, clearer functions over large, opinionated classes.
- Symmetry: Python and C++ exports follow the same naming and signatures where practical.
Quick Examples
import fincraftr as fc
# Calculate stock returns
return_val = fc.return_simple(105, 100) # 0.05 (5%)
# Option payoffs
call_payoff = fc.options.payoff_call(105, 100) # 5.0
# Interest rate calculations
compound_value = fc.rates.compound_discrete(1000, 0.05, 12, 1)
# Forward pricing
forward_price = fc.forwards.forward_price_no_div(100, 0.05, 1)
📚 For comprehensive examples with detailed explanations, see EXAMPLES.md
Installation
Python (PyPI)
Install the latest release from PyPI:
pip install fincraftr
Then use in Python:
import fincraftr as fc
# Calculate simple return
return_val = fc.return_simple(105, 100) # 0.05
# Access by module
option_payoff = fc.options.payoff_call(105, 100) # 5.0
compound_value = fc.rates.compound_discrete(1000, 0.05, 12, 1)
forward_price = fc.forwards.forward_price_no_div(100, 0.05, 1)
C++ (vcpkg)
Option 1: Direct Installation
vcpkg install fincraftr
Option 2: Manifest Mode - Add FinCraftr to your vcpkg.json:
{
"dependencies": ["fincraftr"]
}
Then in your CMakeLists.txt:
find_package(fincraftr CONFIG REQUIRED)
target_link_libraries(myapp PRIVATE fincraftr::fincraftr)
Use in C++:
#include <fincraftr/equity/returns.hpp>
#include <fincraftr/options/payoff.hpp>
double return_val = fc::equity::return_simple(105.0, 100.0); // 0.05
double call_payoff = fc::options::payoff_call(105.0, 100.0); // 5.0
Manual Build from Source
C++ Library
# Header-only (default)
cmake -B build -DFINCRAFTR_HEADER_ONLY=ON
cmake --build build
cmake --install build --prefix /usr/local
# Or with compiled libraries
cmake -B build -DFINCRAFTR_HEADER_ONLY=OFF -DFINCRAFTR_BUILD_SHARED=ON
cmake --build build
cmake --install build --prefix /usr/local
Python Package
# Install build dependencies
pip install pybind11 cmake ninja
# Build and install
pip install .
# Or build wheel
python -m build
pip install dist/*.whl
Repository Layout
cpp/include/fincraftr/ # C++20 headers (header-only implementations)
├─ equity/ # equity analysis (returns, valuation, indices)
├─ options/ # options pricing and analysis
├─ forwards/ # forward contract pricing
└─ rates/ # interest rates and discounting
python/
├─ fincraftr/ # Python package with fallback implementations
└─ bindings/ # pybind11 C++ bindings
CMakeLists.txt # C++ build configuration
vcpkg.json # vcpkg package manifest
pyproject.toml # Python package configuration
.github/workflows/ # CI/CD pipelines
API Documentation
All functions include comprehensive docstrings accessible via help() in Python or doxygen-style comments in C++.
Equity Module
return_simple(Pt, Pt_prev)- Simple return calculationmarket_cap(shares, price)- Market capitalizationddm_gordon_growth(D1, r, g)- Gordon growth dividend discount model- Index functions:
index_price_weighted,index_cap_weighted, etc.
Options Module
payoff_call(ST, K),payoff_put(ST, K)- Option payoffsprice_binomial_one_period(...)- Binomial option pricingcheck_put_call_parity(...)- Put-call parity validation
Rates Module
compound_discrete(p0, r, m, years)- Discrete compoundingcompound_continuous(p0, r, t)- Continuous compoundingnominal_to_continuous(R, m)- Rate conversions
Forwards Module
forward_price_no_div(S, r, tau)- Forward pricing without dividendsforward_price_with_div(S, D, r, tau)- With discrete dividendsforward_price_cont_yield(S, r, q, tau)- With continuous yield
Language & Tooling
- Python: 3.8+ with NumPy support
- C++: C++20 headers (header-only by default, compiled libraries optional)
- Build: CMake 3.20+, vcpkg support, PyPI distribution
- CI: GitHub Actions for Windows, Linux, macOS
Contributing
- Keep modules small and orthogonal; document inputs, conventions, and failure modes in a short module README (see module templates in
docs/). - Add matching unit tests in both languages where it makes sense.
- Include tiny, attribution-safe test fixtures in
data/if needed.
License
MIT. See LICENSE for details.
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