/* * Copyright (c) 2020-2023, NVIDIA CORPORATION. All rights reserved. * * 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. */ #pragma once #include "tensorrt_llm/common/cudaUtils.h" #include "tensorrt_llm/kernels/quantization.h" #include "tensorrt_llm/thop/thUtils.h" #include #include #include namespace torch_ext { std::tuple symmetric_quantize_weight(torch::Tensor weight); std::tuple symmetric_quantize_activation(torch::Tensor activation); std::tuple symmetric_quantize_per_tensor(torch::Tensor input); std::tuple symmetric_static_quantize_weight(torch::Tensor weight, torch::Tensor scales); std::tuple symmetric_static_quantize_activation( torch::Tensor activation, torch::Tensor scales); std::tuple symmetric_static_quantize_per_tensor( torch::Tensor input, torch::Tensor scales); torch::Tensor symmetric_dequantize_weight(torch::Tensor weight, torch::Tensor scales); torch::Tensor symmetric_dequantize_activation(torch::Tensor activation, torch::Tensor scales); torch::Tensor symmetric_dequantize_per_tensor(torch::Tensor input, torch::Tensor scales); } // namespace torch_ext