#include #include #include void vecquant2matmul_cuda( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ); void vecquant2matmul( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ) { const at::cuda::OptionalCUDAGuard device_guard(device_of(vec)); vecquant2matmul_cuda(vec, mat, mul, scales, zeros,groupsize); } void vecquant3matmul_cuda( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ); void vecquant3matmul( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ) { const at::cuda::OptionalCUDAGuard device_guard(device_of(vec)); vecquant3matmul_cuda(vec, mat, mul, scales, zeros, groupsize); } void vecquant4matmul_cuda( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ); void vecquant4matmul( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ) { const at::cuda::OptionalCUDAGuard device_guard(device_of(vec)); vecquant4matmul_cuda(vec, mat, mul, scales, zeros, groupsize); } void vecquant8matmul_cuda( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ); void vecquant8matmul( torch::Tensor vec, torch::Tensor mat, torch::Tensor mul, torch::Tensor scales, torch::Tensor zeros, int groupsize ) { const at::cuda::OptionalCUDAGuard device_guard(device_of(vec)); vecquant8matmul_cuda(vec, mat, mul, scales, zeros, groupsize); } PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { m.def("vecquant2matmul", &vecquant2matmul, "Vector 2-bit Quantized Matrix Multiplication (CUDA)"); m.def("vecquant3matmul", &vecquant3matmul, "Vector 3-bit Quantized Matrix Multiplication (CUDA)"); m.def("vecquant4matmul", &vecquant4matmul, "Vector 4-bit Quantized Matrix Multiplication (CUDA)"); m.def("vecquant8matmul", &vecquant8matmul, "Vector 8-bit Quantized Matrix Multiplication (CUDA)"); }