CCCL (CUDA C++ Core Libraries) provides: - CUB: device/block/warp-level GPU primitives (reduce, scan, sort, topk) - Thrust: high-level parallel algorithms (transform_reduce, sort, scan) - libcudacxx: CUDA C++ standard library (atomics, barriers, memory) - cudax: experimental features (memory resources, allocators) - Tuning policies: per-SM hardware-specific algorithm parameters Competition optimization vectors mapped to CCCL: - Output TPS (83% weight): warp_reduce, block_reduce, device_topk - Input TPS (14% weight): device_scan, block_load, prefetch - Cache TPS (3% weight): prefix caching strategy patterns - Memory (0.9 util): pooled/cached/buddy allocators Source: https://github.com/NVIDIA/cccl (shallow clone, HEAD only) License: Apache-2.0
202 lines
4.4 KiB
Plaintext
202 lines
4.4 KiB
Plaintext
//===----------------------------------------------------------------------===//
|
|
//
|
|
// Part of CUDASTF in CUDA C++ Core Libraries,
|
|
// under the Apache License v2.0 with LLVM Exceptions.
|
|
// See https://llvm.org/LICENSE.txt for license information.
|
|
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
|
|
// SPDX-FileCopyrightText: Copyright (c) 2022-2024 NVIDIA CORPORATION & AFFILIATES.
|
|
//
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
/**
|
|
* @file
|
|
* @brief A toy example to illustrate how we can compose logical operations
|
|
* over encrypted data
|
|
*/
|
|
|
|
#include <cuda/experimental/stf.cuh>
|
|
|
|
using namespace cuda::experimental::stf;
|
|
|
|
class ciphertext;
|
|
|
|
class plaintext
|
|
{
|
|
public:
|
|
plaintext(const context& ctx)
|
|
: ctx(ctx)
|
|
{}
|
|
|
|
plaintext(context& ctx, std::vector<char> v)
|
|
: values(v)
|
|
, ctx(ctx)
|
|
{
|
|
l = ctx.logical_data(&values[0], values.size());
|
|
}
|
|
|
|
void set_symbol(std::string s)
|
|
{
|
|
l.set_symbol(s);
|
|
symbol = s;
|
|
}
|
|
|
|
std::string get_symbol() const
|
|
{
|
|
return symbol;
|
|
}
|
|
|
|
std::string symbol;
|
|
|
|
const logical_data<slice<char>>& data() const
|
|
{
|
|
return l;
|
|
}
|
|
|
|
logical_data<slice<char>>& data()
|
|
{
|
|
return l;
|
|
}
|
|
|
|
// This will asynchronously fill string s
|
|
void convert_to_vector(std::vector<char>& v)
|
|
{
|
|
ctx.host_launch(l.read()).set_symbol("to_vector")->*[&](auto dl) {
|
|
v.resize(dl.size());
|
|
for (size_t i = 0; i < dl.size(); i++)
|
|
{
|
|
v[i] = dl(i);
|
|
}
|
|
};
|
|
}
|
|
|
|
ciphertext encrypt() const;
|
|
|
|
logical_data<slice<char>> l;
|
|
|
|
private:
|
|
std::vector<char> values;
|
|
mutable context ctx;
|
|
};
|
|
|
|
class ciphertext
|
|
{
|
|
public:
|
|
ciphertext(const context& ctx)
|
|
: ctx(ctx)
|
|
{}
|
|
|
|
plaintext decrypt() const
|
|
{
|
|
plaintext p(ctx);
|
|
p.l = ctx.logical_data(shape_of<slice<char>>(l.shape().size()));
|
|
// fprintf(stderr, "Decrypting...\n");
|
|
ctx.parallel_for(l.shape(), l.read(), p.l.write()).set_symbol("decrypt")->*
|
|
[] _CCCL_DEVICE(size_t i, auto dctxt, auto dptxt) {
|
|
dptxt(i) = char((dctxt(i) >> 32));
|
|
// printf("DECRYPT %ld : %lx -> %x\n", i, dctxt(i), (int) dptxt(i));
|
|
};
|
|
return p;
|
|
}
|
|
|
|
ciphertext operator|(const ciphertext& other) const
|
|
{
|
|
ciphertext result(ctx);
|
|
result.l = ctx.logical_data(data().shape());
|
|
|
|
ctx.parallel_for(data().shape(), data().read(), other.data().read(), result.data().write()).set_symbol("OR")->*
|
|
[] _CCCL_DEVICE(size_t i, auto d_c1, auto d_c2, auto d_res) {
|
|
d_res(i) = d_c1(i) | d_c2(i);
|
|
};
|
|
|
|
return result;
|
|
}
|
|
|
|
ciphertext operator&(const ciphertext& other) const
|
|
{
|
|
ciphertext result(ctx);
|
|
result.l = ctx.logical_data(data().shape());
|
|
|
|
ctx.parallel_for(data().shape(), data().read(), other.data().read(), result.data().write()).set_symbol("AND")->*
|
|
[] _CCCL_DEVICE(size_t i, auto d_c1, auto d_c2, auto d_res) {
|
|
d_res(i) = d_c1(i) & d_c2(i);
|
|
};
|
|
|
|
return result;
|
|
}
|
|
|
|
ciphertext operator~() const
|
|
{
|
|
ciphertext result(ctx);
|
|
result.l = ctx.logical_data(data().shape());
|
|
ctx.parallel_for(data().shape(), data().read(), result.data().write()).set_symbol("NOT")->*
|
|
[] _CCCL_DEVICE(size_t i, auto d_c, auto d_res) {
|
|
d_res(i) = ~d_c(i);
|
|
};
|
|
|
|
return result;
|
|
}
|
|
|
|
const logical_data<slice<uint64_t>>& data() const
|
|
{
|
|
return l;
|
|
}
|
|
|
|
logical_data<slice<uint64_t>>& data()
|
|
{
|
|
return l;
|
|
}
|
|
|
|
logical_data<slice<uint64_t>> l;
|
|
|
|
private:
|
|
mutable context ctx;
|
|
};
|
|
|
|
ciphertext plaintext::encrypt() const
|
|
{
|
|
ciphertext c(ctx);
|
|
c.l = ctx.logical_data(shape_of<slice<uint64_t>>(l.shape().size()));
|
|
|
|
ctx.parallel_for(l.shape(), l.read(), c.l.write()).set_symbol("encrypt")->*
|
|
[] _CCCL_DEVICE(size_t i, auto dptxt, auto dctxt) {
|
|
// A super safe encryption !
|
|
dctxt(i) = ((uint64_t) (dptxt(i)) << 32 | 0x4);
|
|
};
|
|
|
|
return c;
|
|
}
|
|
|
|
template <typename T>
|
|
T circuit(const T& a, const T& b)
|
|
{
|
|
return (~((a | ~b) & (~a | b)));
|
|
}
|
|
|
|
int main()
|
|
{
|
|
context ctx;
|
|
|
|
std::vector<char> vA{3, 3, 2, 2, 17};
|
|
plaintext pA(ctx, vA);
|
|
pA.set_symbol("A");
|
|
|
|
std::vector<char> vB{1, 7, 7, 7, 49};
|
|
plaintext pB(ctx, vB);
|
|
pB.set_symbol("B");
|
|
|
|
auto eA = pA.encrypt();
|
|
auto eB = pB.encrypt();
|
|
auto out = circuit(eA, eB);
|
|
|
|
std::vector<char> v_out;
|
|
out.decrypt().convert_to_vector(v_out);
|
|
|
|
ctx.finalize();
|
|
|
|
for (size_t i = 0; i < v_out.size(); i++)
|
|
{
|
|
char expected = circuit(vA[i], vB[i]);
|
|
EXPECT(expected == v_out[i]);
|
|
}
|
|
}
|