/* * Copyright (c) 2024 by FlashInfer team. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #include #include "pytorch_extension_utils.h" using namespace flashinfer; void packbits(at::Tensor x, const std::string& bitorder, at::Tensor y) { CHECK_INPUT(x); auto device = x.device(); TORCH_CHECK(bitorder == "big" || bitorder == "little", "bitorder must be 'big' or 'little'"); int64_t num_elements = x.numel(); const c10::cuda::OptionalCUDAGuard device_guard(device); auto stream = at::cuda::getCurrentCUDAStream(); cudaError_t status = quantization::PackBits( static_cast(x.data_ptr()), static_cast(y.data_ptr()), num_elements, bitorder == "big" ? quantization::BitOrder::kBig : quantization::BitOrder::kLittle, stream); TORCH_CHECK(status == cudaSuccess, "PackBits failed with error code " + std::string(cudaGetErrorString(status))); } void segment_packbits(at::Tensor x, at::Tensor input_indptr, at::Tensor output_indptr, const std::string& bitorder, at::Tensor y) { CHECK_INPUT(x); CHECK_INPUT(input_indptr); CHECK_INPUT(output_indptr); auto device = x.device(); CHECK_EQ(input_indptr.device(), device); CHECK_EQ(output_indptr.device(), device); TORCH_CHECK(bitorder == "big" || bitorder == "little", "bitorder must be 'big' or 'little'"); unsigned int batch_size = input_indptr.size(0) - 1; CHECK_EQ(output_indptr.size(0), batch_size + 1); const c10::cuda::OptionalCUDAGuard device_guard(device); auto stream = at::cuda::getCurrentCUDAStream(); cudaError_t status = quantization::SegmentPackBits( static_cast(x.data_ptr()), static_cast(y.data_ptr()), static_cast(input_indptr.data_ptr()), static_cast(output_indptr.data_ptr()), batch_size, bitorder == "big" ? quantization::BitOrder::kBig : quantization::BitOrder::kLittle, stream); }