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ntt.cpp
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ntt.cpp
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// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT license.
#include "seal/util/ntt.h"
#include "seal/util/uintarith.h"
#include "seal/util/uintarithsmallmod.h"
#include <algorithm>
#ifdef SEAL_USE_INTEL_HEXL
#include "seal/memorymanager.h"
#include "seal/util/iterator.h"
#include "seal/util/locks.h"
#include "seal/util/pointer.h"
#include <unordered_map>
#include "hexl/hexl.hpp"
#endif
using namespace std;
#ifdef SEAL_USE_INTEL_HEXL
namespace intel
{
namespace hexl
{
// Single threaded SEAL allocator adapter
template <>
struct NTT::AllocatorAdapter<seal::MemoryPoolHandle>
: public AllocatorInterface<NTT::AllocatorAdapter<seal::MemoryPoolHandle>>
{
AllocatorAdapter(seal::MemoryPoolHandle handle) : handle_(std::move(handle))
{}
~AllocatorAdapter()
{}
// interface implementations
void *allocate_impl(std::size_t bytes_count)
{
cache_.push_back(static_cast<seal::util::MemoryPool &>(handle_).get_for_byte_count(bytes_count));
return cache_.back().get();
}
void deallocate_impl(void *p, SEAL_MAYBE_UNUSED std::size_t n)
{
auto it = std::remove_if(
cache_.begin(), cache_.end(),
[p](const seal::util::Pointer<seal::seal_byte> &seal_pointer) { return p == seal_pointer.get(); });
#ifdef SEAL_DEBUG
if (it == cache_.end())
{
throw std::logic_error("Inconsistent single-threaded allocator cache");
}
#endif
cache_.erase(it, cache_.end());
}
private:
seal::MemoryPoolHandle handle_;
std::vector<seal::util::Pointer<seal::seal_byte>> cache_;
};
// Thread safe policy
struct SimpleThreadSafePolicy
{
SimpleThreadSafePolicy() : m_ptr(std::make_unique<std::mutex>())
{}
std::unique_lock<std::mutex> locker()
{
if (!m_ptr)
{
throw std::logic_error("accessing a moved object");
}
return std::unique_lock<std::mutex>{ *m_ptr };
};
private:
std::unique_ptr<std::mutex> m_ptr;
};
// Multithreaded SEAL allocator adapter
template <>
struct NTT::AllocatorAdapter<seal::MemoryPoolHandle, SimpleThreadSafePolicy>
: public AllocatorInterface<NTT::AllocatorAdapter<seal::MemoryPoolHandle, SimpleThreadSafePolicy>>
{
AllocatorAdapter(seal::MemoryPoolHandle handle, SimpleThreadSafePolicy &&policy)
: handle_(std::move(handle)), policy_(std::move(policy))
{}
~AllocatorAdapter()
{}
// interface implementations
void *allocate_impl(std::size_t bytes_count)
{
{
// to prevent inline optimization with deadlock
auto accessor = policy_.locker();
cache_.push_back(static_cast<seal::util::MemoryPool &>(handle_).get_for_byte_count(bytes_count));
return cache_.back().get();
}
}
void deallocate_impl(void *p, SEAL_MAYBE_UNUSED std::size_t n)
{
{
// to prevent inline optimization with deadlock
auto accessor = policy_.locker();
auto it = std::remove_if(
cache_.begin(), cache_.end(), [p](const seal::util::Pointer<seal::seal_byte> &seal_pointer) {
return p == seal_pointer.get();
});
#ifdef SEAL_DEBUG
if (it == cache_.end())
{
throw std::logic_error("Inconsistent multi-threaded allocator cache");
}
#endif
cache_.erase(it, cache_.end());
}
}
private:
seal::MemoryPoolHandle handle_;
SimpleThreadSafePolicy policy_;
std::vector<seal::util::Pointer<seal::seal_byte>> cache_;
};
} // namespace hexl
namespace seal_ext
{
struct HashPair
{
template <class T1, class T2>
std::size_t operator()(const std::pair<T1, T2> &p) const
{
auto hash1 = std::hash<T1>{}(std::get<0>(p));
auto hash2 = std::hash<T2>{}(std::get<1>(p));
return hash_combine(hash1, hash2);
}
static std::size_t hash_combine(std::size_t lhs, std::size_t rhs)
{
lhs ^= rhs + 0x9e3779b9 + (lhs << 6) + (lhs >> 2);
return lhs;
}
};
/**
Returns a HEXL NTT object corresponding to the given parameters.
@param[in] N The polynomial modulus degree
@param[in] modulus The modulus
@param[in] root The root of unity
*/
static intel::hexl::NTT &get_ntt(size_t N, uint64_t modulus, uint64_t root)
{
static unordered_map<pair<uint64_t, uint64_t>, hexl::NTT, HashPair> ntt_cache_;
static seal::util::ReaderWriterLocker ntt_cache_locker_;
pair<uint64_t, uint64_t> key{ N, modulus };
// Enable shared access to NTT already present
{
seal::util::ReaderLock reader_lock(ntt_cache_locker_.acquire_read());
auto ntt_it = ntt_cache_.find(key);
if (ntt_it != ntt_cache_.end())
{
return ntt_it->second;
}
}
// Deal with NTT not yet present
seal::util::WriterLock write_lock(ntt_cache_locker_.acquire_write());
// Check ntt_cache for value (may be added by another thread)
auto ntt_it = ntt_cache_.find(key);
if (ntt_it == ntt_cache_.end())
{
hexl::NTT ntt(N, modulus, root, seal::MemoryManager::GetPool(), hexl::SimpleThreadSafePolicy{});
ntt_it = ntt_cache_.emplace(std::move(key), std::move(ntt)).first;
}
return ntt_it->second;
}
/**
Computes the forward negacyclic NTT from the given parameters.
@param[in,out] operand The data on which to compute the NTT.
@param[in] N The polynomial modulus degree
@param[in] modulus The modulus
@param[in] root The root of unity
@param[in] input_mod_factor Bounds the input data to the range [0, input_mod_factor * modulus)
@param[in] output_mod_factor Bounds the output data to the range [0, output_mod_factor * modulus)
*/
static void compute_forward_ntt(
seal::util::CoeffIter operand, std::size_t N, std::uint64_t modulus, std::uint64_t root,
std::uint64_t input_mod_factor, std::uint64_t output_mod_factor)
{
get_ntt(N, modulus, root).ComputeForward(operand, operand, input_mod_factor, output_mod_factor);
}
/**
Computes the inverse negacyclic NTT from the given parameters.
@param[in,out] operand The data on which to compute the NTT.
@param[in] N The polynomial modulus degree
@param[in] modulus The modulus
@param[in] root The root of unity
@param[in] input_mod_factor Bounds the input data to the range [0, input_mod_factor * modulus)
@param[in] output_mod_factor Bounds the output data to the range [0, output_mod_factor * modulus)
*/
static void compute_inverse_ntt(
seal::util::CoeffIter operand, std::size_t N, std::uint64_t modulus, std::uint64_t root,
std::uint64_t input_mod_factor, std::uint64_t output_mod_factor)
{
get_ntt(N, modulus, root).ComputeInverse(operand, operand, input_mod_factor, output_mod_factor);
}
} // namespace seal_ext
} // namespace intel
#endif
namespace seal
{
namespace util
{
NTTTables::NTTTables(int coeff_count_power, const Modulus &modulus, MemoryPoolHandle pool)
: pool_(std::move(pool))
{
#ifdef SEAL_DEBUG
if (!pool_)
{
throw invalid_argument("pool is uninitialized");
}
#endif
initialize(coeff_count_power, modulus);
}
void NTTTables::initialize(int coeff_count_power, const Modulus &modulus)
{
#ifdef SEAL_DEBUG
if ((coeff_count_power < get_power_of_two(SEAL_POLY_MOD_DEGREE_MIN)) ||
coeff_count_power > get_power_of_two(SEAL_POLY_MOD_DEGREE_MAX))
{
throw invalid_argument("coeff_count_power out of range");
}
#endif
coeff_count_power_ = coeff_count_power;
coeff_count_ = size_t(1) << coeff_count_power_;
modulus_ = modulus;
// We defer parameter checking to try_minimal_primitive_root(...)
if (!try_minimal_primitive_root(2 * coeff_count_, modulus_, root_))
{
throw invalid_argument("invalid modulus");
}
if (!try_invert_uint_mod(root_, modulus_, inv_root_))
{
throw invalid_argument("invalid modulus");
}
#ifdef SEAL_USE_INTEL_HEXL
// Pre-compute HEXL NTT object
intel::seal_ext::get_ntt(coeff_count_, modulus.value(), root_);
#endif
// Populate tables with powers of root in specific orders.
root_powers_ = allocate<MultiplyUIntModOperand>(coeff_count_, pool_);
MultiplyUIntModOperand root;
root.set(root_, modulus_);
uint64_t power = root_;
for (size_t i = 1; i < coeff_count_; i++)
{
root_powers_[reverse_bits(i, coeff_count_power_)].set(power, modulus_);
power = multiply_uint_mod(power, root, modulus_);
}
root_powers_[0].set(static_cast<uint64_t>(1), modulus_);
inv_root_powers_ = allocate<MultiplyUIntModOperand>(coeff_count_, pool_);
root.set(inv_root_, modulus_);
power = inv_root_;
for (size_t i = 1; i < coeff_count_; i++)
{
inv_root_powers_[reverse_bits(i - 1, coeff_count_power_) + 1].set(power, modulus_);
power = multiply_uint_mod(power, root, modulus_);
}
inv_root_powers_[0].set(static_cast<uint64_t>(1), modulus_);
// Compute n^(-1) modulo q.
uint64_t degree_uint = static_cast<uint64_t>(coeff_count_);
if (!try_invert_uint_mod(degree_uint, modulus_, inv_degree_modulo_.operand))
{
throw invalid_argument("invalid modulus");
}
inv_degree_modulo_.set_quotient(modulus_);
mod_arith_lazy_ = ModArithLazy(modulus_);
ntt_handler_ = NTTHandler(mod_arith_lazy_);
}
class NTTTablesCreateIter
{
public:
using value_type = NTTTables;
using pointer = void;
using reference = value_type;
using difference_type = ptrdiff_t;
// LegacyInputIterator allows reference to be equal to value_type so we can construct
// the return objects on the fly and return by value.
using iterator_category = input_iterator_tag;
// Require default constructor
NTTTablesCreateIter()
{}
// Other constructors
NTTTablesCreateIter(int coeff_count_power, vector<Modulus> modulus, MemoryPoolHandle pool)
: coeff_count_power_(coeff_count_power), modulus_(modulus), pool_(std::move(pool))
{}
// Require copy and move constructors and assignments
NTTTablesCreateIter(const NTTTablesCreateIter ©) = default;
NTTTablesCreateIter(NTTTablesCreateIter &&source) = default;
NTTTablesCreateIter &operator=(const NTTTablesCreateIter &assign) = default;
NTTTablesCreateIter &operator=(NTTTablesCreateIter &&assign) = default;
// Dereferencing creates NTTTables and returns by value
inline value_type operator*() const
{
return { coeff_count_power_, modulus_[index_], pool_ };
}
// Pre-increment
inline NTTTablesCreateIter &operator++() noexcept
{
index_++;
return *this;
}
// Post-increment
inline NTTTablesCreateIter operator++(int) noexcept
{
NTTTablesCreateIter result(*this);
index_++;
return result;
}
// Must be EqualityComparable
inline bool operator==(const NTTTablesCreateIter &compare) const noexcept
{
return (compare.index_ == index_) && (coeff_count_power_ == compare.coeff_count_power_);
}
inline bool operator!=(const NTTTablesCreateIter &compare) const noexcept
{
return !operator==(compare);
}
// Arrow operator must be defined
value_type operator->() const
{
return **this;
}
private:
size_t index_ = 0;
int coeff_count_power_ = 0;
vector<Modulus> modulus_;
MemoryPoolHandle pool_;
};
void CreateNTTTables(
int coeff_count_power, const vector<Modulus> &modulus, Pointer<NTTTables> &tables, MemoryPoolHandle pool)
{
if (!pool)
{
throw invalid_argument("pool is uninitialized");
}
if (!modulus.size())
{
throw invalid_argument("invalid modulus");
}
// coeff_count_power and modulus will be validated by "allocate"
NTTTablesCreateIter iter(coeff_count_power, modulus, pool);
tables = allocate(iter, modulus.size(), pool);
}
void ntt_negacyclic_harvey_lazy(CoeffIter operand, const NTTTables &tables)
{
#ifdef SEAL_USE_INTEL_HEXL
size_t N = size_t(1) << tables.coeff_count_power();
uint64_t p = tables.modulus().value();
uint64_t root = tables.get_root();
intel::seal_ext::compute_forward_ntt(operand, N, p, root, 4, 4);
#else
tables.ntt_handler().transform_to_rev(
operand.ptr(), tables.coeff_count_power(), tables.get_from_root_powers());
#endif
}
void ntt_negacyclic_harvey(CoeffIter operand, const NTTTables &tables)
{
#ifdef SEAL_USE_INTEL_HEXL
size_t N = size_t(1) << tables.coeff_count_power();
uint64_t p = tables.modulus().value();
uint64_t root = tables.get_root();
intel::seal_ext::compute_forward_ntt(operand, N, p, root, 4, 1);
#else
ntt_negacyclic_harvey_lazy(operand, tables);
// Finally maybe we need to reduce every coefficient modulo q, but we
// know that they are in the range [0, 4q).
// Since word size is controlled this is fast.
std::uint64_t modulus = tables.modulus().value();
std::uint64_t two_times_modulus = modulus * 2;
std::size_t n = std::size_t(1) << tables.coeff_count_power();
SEAL_ITERATE(operand, n, [&](auto &I) {
// Note: I must be passed to the lambda by reference.
if (I >= two_times_modulus)
{
I -= two_times_modulus;
}
if (I >= modulus)
{
I -= modulus;
}
});
#endif
}
void inverse_ntt_negacyclic_harvey_lazy(CoeffIter operand, const NTTTables &tables)
{
#ifdef SEAL_USE_INTEL_HEXL
size_t N = size_t(1) << tables.coeff_count_power();
uint64_t p = tables.modulus().value();
uint64_t root = tables.get_root();
intel::seal_ext::compute_inverse_ntt(operand, N, p, root, 2, 2);
#else
MultiplyUIntModOperand inv_degree_modulo = tables.inv_degree_modulo();
tables.ntt_handler().transform_from_rev(
operand.ptr(), tables.coeff_count_power(), tables.get_from_inv_root_powers(), &inv_degree_modulo);
#endif
}
void inverse_ntt_negacyclic_harvey(CoeffIter operand, const NTTTables &tables)
{
#ifdef SEAL_USE_INTEL_HEXL
size_t N = size_t(1) << tables.coeff_count_power();
uint64_t p = tables.modulus().value();
uint64_t root = tables.get_root();
intel::seal_ext::compute_inverse_ntt(operand, N, p, root, 2, 1);
#else
inverse_ntt_negacyclic_harvey_lazy(operand, tables);
std::uint64_t modulus = tables.modulus().value();
std::size_t n = std::size_t(1) << tables.coeff_count_power();
// Final adjustments; compute a[j] = a[j] * n^{-1} mod q.
// We incorporated the final adjustment in the butterfly. Only need to reduce here.
SEAL_ITERATE(operand, n, [&](auto &I) {
// Note: I must be passed to the lambda by reference.
if (I >= modulus)
{
I -= modulus;
}
});
#endif
}
} // namespace util
} // namespace seal