# Winter math This crate contains modules with mathematical operations needed in STARK proof generation and verification. ## Finite field [Finite field](src/field) module implements arithmetic operations in STARK-friendly finite fields. The operation include: * Basic arithmetic operations: addition, multiplication, subtraction, division, inversion. * Drawing random and pseudo-random elements from the field. * Computing roots of unity of a given order. Currently, there are three implementations of finite fields: * A 128-bit field with modulus 2128 - 45 * 240 + 1. This field was not chosen with any significant thought given to performance, and the implementation of most operations is sub-optimal as well. Proofs generated in this field can support security level of ~100 bits. If higher level of security is desired, proofs must be generated in a quadratic extension of the field. * A 62-bit field with modulus 262 - 111 * 239 + 1. This field supports very fast modular arithmetic including branchless multiplication and addition. To achieve adequate security (i.e. ~100 bits), proofs must be generated in a quadratic extension of this field. For higher levels of security, a cubic extension field should be used. * A 64-bit field with modulus 264 - 232 + 1. This field supports very fast modular arithmetic (comparable to the 62-bit field described above), provides a fully constant-time implementation, and has a number of other attractive properties. To achieve adequate security (i.e. ~100 bits), proofs must be generated in a quadratic extension of this field. For higher levels of security, a cubic extension field should be used. ### Extension fields Currently, the library provides a generic way to create quadratic and cubic extensions of supported STARK fields. This can be done by implementing 'ExtensibleField' trait for degrees 2 and 3. Quadratic extension fields are defined using the following irreducible polynomials: * For `f62` field, the polynomial is x2 - x - 1. * For `f64` field, the polynomial is x2 - x + 2. * For `f128` field, the polynomial is x2 - x - 1. Cubic extension fields are defined using the following irreducible polynomials: * For `f62` field, the polynomial is x3 + 2x + 2. * For `f64` field, the polynomial is x3 - x - 1. * For `f128` field, cubic extensions are not supported. ## Polynomials [Polynomials](src/polynom) module implements basic polynomial operations such as: * Evaluation of a polynomial at a single point. * Interpolation of a polynomial from a set of points (using [Lagrange](https://en.wikipedia.org/wiki/Lagrange_polynomial) interpolation). * Addition, multiplication, subtraction, and division of polynomials. * Synthetic polynomial division (using [Ruffini's](https://en.wikipedia.org/wiki/Ruffini%27s_rule) method). ## Fast Fourier transform [FFT](src/fft) module contains operations for computing Fast Fourier transform in a prime field (also called [Number-theoretic transform](https://en.wikipedia.org/wiki/Discrete_Fourier_transform_(general)#Number-theoretic_transform)). This can be used to interpolate and evaluate polynomials in *O(n log n)* time as long as the domain of the polynomial is a multiplicative subgroup with size which is a power of 2. ## Crate features This crate can be compiled with the following features: * `std` - enabled by default and relies on the Rust standard library. * `concurrent` - implies `std` and also enables multi-threaded execution for some of the crate functions. * `no_std` - does not rely on Rust's standard library and enables compilation to WebAssembly. To compile with `no_std`, disable default features via `--no-default-features` flag. ### Concurrent execution When compiled with `concurrent` feature enabled, the following operations will be executed in multiple threads: * fft module: - `evaluate_poly()` - `evaluate_poly_with_offset()` - `interpolate_poly()` - `interpolate_poly_with_offset()` - `get_twiddles()` - `get_inv_twiddles()` * utils module: - `get_power_series()` - `get_power_series_with_offset()` - `add_in_place()` - `mul_acc()` - `batch_inversion()` The number of threads can be configured via `RAYON_NUM_THREADS` environment variable, and usually defaults to the number of logical cores on the machine. License ------- This project is [MIT licensed](../LICENSE).