kvcache-ai-ktransformers/ktransformers/ktransformers_ext/cuda/binding.cpp
2025-02-21 05:06:57 +00:00

40 lines
2.3 KiB
C++

/**
* @Description :
* @Author : Azure-Tang
* @Date : 2024-07-25 13:38:30
* @Version : 1.0.0
* @LastEditors : kkk1nak0
* @LastEditTime : 2024-08-12 03:05:04
* @Copyright (c) 2024 by KVCache.AI, All Rights Reserved.
**/
#include "custom_gguf/ops.h"
#include "gptq_marlin/ops.h"
// Python bindings
#include <pybind11/pybind11.h>
#include <pybind11/stl.h>
#include <torch/library.h>
#include <torch/extension.h>
#include <torch/torch.h>
// namespace py = pybind11;
PYBIND11_MODULE(KTransformersOps, m) {
m.def("dequantize_q8_0", &dequantize_q8_0, "Function to dequantize q8_0 data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("dequantize_q6_k", &dequantize_q6_k, "Function to dequantize q6_k data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("dequantize_q5_k", &dequantize_q5_k, "Function to dequantize q5_k data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("dequantize_q4_k", &dequantize_q4_k, "Function to dequantize q4_k data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("dequantize_q3_k", &dequantize_q3_k, "Function to dequantize q3_k data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("dequantize_q2_k", &dequantize_q2_k, "Function to dequantize q2_k data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("dequantize_iq4_xs", &dequantize_iq4_xs, "Function to dequantize iq4_xs data.",
py::arg("data"), py::arg("num_bytes"), py::arg("blk_size"), py::arg("device"), py::arg("target_dtype"));
m.def("gptq_marlin_gemm", &gptq_marlin_gemm, "Function to perform GEMM using Marlin quantization.",
py::arg("a"), py::arg("b_q_weight"), py::arg("b_scales"), py::arg("g_idx"),
py::arg("perm"), py::arg("workspace"), py::arg("num_bits"), py::arg("size_m"),
py::arg("size_n"), py::arg("size_k"), py::arg("is_k_full"));
}