Files
FastDeploy/tools/rknpu2/export.py
Zheng_Bicheng 4ffcfbe726 [Backend] Add RKNPU2 backend support (#456)
* 10-29/14:05
* 新增cmake
* 新增rknpu2 backend

* 10-29/14:43
* Runtime fd_type新增RKNPU代码

* 10-29/15:02
* 新增ppseg RKNPU2推理代码

* 10-29/15:46
* 新增ppseg RKNPU2 cpp example代码

* 10-29/15:51
* 新增README文档

* 10-29/15:51
* 按照要求修改部分注释以及变量名称

* 10-29/15:51
* 修复重命名之后,cc文件中的部分代码还用旧函数名的bug

* 10-29/22:32
* str(Device::NPU)将输出NPU而不是UNKOWN
* 修改runtime文件中的注释格式
* 新增Building Summary ENABLE_RKNPU2_BACKEND输出
* pybind新增支持rknpu2
* 新增python编译选项
* 新增PPSeg Python代码
* 新增以及更新各种文档

* 10-30/14:11
* 尝试修复编译cuda时产生的错误

* 10-30/19:27
* 修改CpuName和CoreMask层级
* 修改ppseg rknn推理层级
* 图片将移动到网络进行下载

* 10-30/19:39
* 更新文档

* 10-30/19:39
* 更新文档
* 更新ppseg rknpu2 example中的函数命名方式
* 更新ppseg rknpu2 example为一个cc文件
* 修复disable_normalize_and_permute部分的逻辑错误
* 移除rknpu2初始化时的无用参数

* 10-30/19:39
* 尝试重置python代码

* 10-30/10:16
* rknpu2_config.h文件不再包含rknn_api头文件防止出现导入错误的问题

* 10-31/14:31
* 修改pybind,支持最新的rknpu2 backends
* 再次支持ppseg python推理
* 移动cpuname 和 coremask的层级

* 10-31/15:35
* 尝试修复rknpu2导入错误

* 10-31/19:00
* 新增RKNPU2模型导出代码以及其对应的文档
* 更新大量文档错误

* 10-31/19:00
* 现在编译完fastdeploy仓库后无需重新设置RKNN2_TARGET_SOC

* 10-31/19:26
* 修改部分错误文档

* 10-31/19:26
* 修复错误删除的部分
* 修复各种错误文档
* 修复FastDeploy.cmake在设置RKNN2_TARGET_SOC错误时,提示错误的信息
* 修复rknpu2_backend.cc中存在的中文注释

* 10-31/20:45
* 删除无用的注释

* 10-31/20:45
* 按照要求修改Device::NPU为Device::RKNPU,硬件将共用valid_hardware_backends
* 删除无用注释以及debug代码

* 11-01/09:45
* 更新变量命名方式

* 11-01/10:16
* 修改部分文档,修改函数命名方式

Co-authored-by: Jason <jiangjiajun@baidu.com>
2022-11-01 11:14:05 +08:00

76 lines
2.7 KiB
Python

# 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.
# 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.
import os
import yaml
import argparse
from rknn.api import RKNN
def get_config():
parser = argparse.ArgumentParser()
parser.add_argument("--verbose", default=True, help="rknntoolkit verbose")
parser.add_argument("--config_path")
args = parser.parse_args()
return args
if __name__ == "__main__":
config = get_config()
with open(config.config_path) as file:
file_data = file.read()
yaml_config = yaml.safe_load(file_data)
print(yaml_config)
model = RKNN(config.verbose)
# Config
mean_values = [[255 * mean for mean in yaml_config["normalize"]["mean"]]]
std_values = [[255 * std for std in yaml_config["normalize"]["std"]]]
model.config(mean_values=mean_values,
std_values=std_values,
target_platform=yaml_config["target_platform"])
# Load ONNX model
print(type(yaml_config["outputs"]))
print("yaml_config[\"outputs\"] = ", yaml_config["outputs"])
if yaml_config["outputs"] == "None":
ret = model.load_onnx(model=yaml_config["model_path"])
else:
ret = model.load_onnx(model=yaml_config["model_path"],
outputs=yaml_config["outputs"])
assert ret == 0, "Load model failed!"
# Build model
ret = model.build(do_quantization=None)
assert ret == 0, "Build model failed!"
# Init Runtime
ret = model.init_runtime()
assert ret == 0, "Init runtime environment failed!"
# Export
if not os.path.exists(yaml_config["output_folder"]):
os.mkdir(yaml_config["output_folder"])
model_base_name = os.path.basename(yaml_config["model_path"]).split(".")[0]
model_device_name = yaml_config["target_platform"].lower()
model_save_name = model_base_name + "_" + model_device_name + ".rknn"
ret = model.export_rknn(
os.path.join(yaml_config["output_folder"], model_save_name))
assert ret == 0, "Export rknn model failed!"
print("Export OK!")