[Diffusion] Add C++ dpm solver (#714)

* Add BetaForAlphaBar, ConvertModelOutput, SetTimesteps, and constructor for DPMSolverMultistepScheduler

* tmp

* Add DPMSolverFirstOrderUpdate

* Add ScaleModelInput

* Add MultiStepDPMSolverSecondOrderUpdate

* add MultiStepDPMSolverThirdOrderUpdate

* Add Step

* Add FASTDEPLOY_DECL

* Add AddNoise

* Fix operator

* update

* Fix DPMSolverMultistepScheduler

* Upgrade Slice

* Fix DPMSolverFirstOrderUpdate

* remove FASTDEPLOY_DECL

* Add config for dpm solver
This commit is contained in:
Jack Zhou
2022-11-30 13:41:22 +08:00
committed by GitHub
parent 3f8ed9bfee
commit d95094cfe5
14 changed files with 675 additions and 11 deletions

View File

@@ -0,0 +1,31 @@
// Copyright (c) 2022 PaddlePaddle Authors. 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 "fastdeploy/core/fd_tensor.h"
namespace fastdeploy {
class Scheduler {
virtual void SetTimesteps(int num_inference_steps) = 0;
virtual void Step(const FDTensor& model_output, int timestep,
const FDTensor& sample, FDTensor* prev_sample) = 0;
virtual void ScaleModelInput(const FDTensor& sample, FDTensor* out,
const std::vector<FDTensor>& timesteps = {}) = 0;
virtual void AddNoise(const FDTensor& original_samples, const FDTensor& noise,
const FDTensor& timesteps, FDTensor* out) = 0;
};
} // namespace fastdeploy