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6 changes: 6 additions & 0 deletions .gitignore
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\.idea/
build/
cmake-build-debug/
cmake-build-release/
cmake-build-debug-wsl/
cmake-build-debug-wsl-event-trace/
3 changes: 3 additions & 0 deletions .gitmodules
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[submodule "c-network/tools/external/ncnn"]
path = c-network/tools/external/ncnn
url = https://gitee.com/mirrors/ncnn.git
23 changes: 23 additions & 0 deletions CMakeLists.txt
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cmake_minimum_required(VERSION 3.0)
project(c-net C)

add_definitions(-Wall -Wno-unused-function -Ofast)
set(CMAKE_C_STANDARD 99)

if(NOT DEFINED CMAKE_INSTALL_PREFIX)
set(CMAKE_INSTALL_PREFIX "${CMAKE_BINARY_DIR}/install" CACHE PATH "Installation Directory")
endif()
message(STATUS "CMAKE_INSTALL_PREFIX = ${CMAKE_INSTALL_PREFIX}")

if(NOT CMAKE_BUILD_TYPE)
set(CMAKE_BUILD_TYPE release CACHE STRING "Choose the type of build" FORCE)
endif()

add_subdirectory(c-utils)
add_subdirectory(c-benchmark)
add_subdirectory(c-tester)
add_subdirectory(c-tensor)
add_subdirectory(c-image)
add_subdirectory(c-network)
add_subdirectory(c-netend)
202 changes: 202 additions & 0 deletions LICENSE.md
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144 changes: 144 additions & 0 deletions README.md
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<div align="center">
<img src="images/cnet.png" width="150" alt="cnet" />
</div>

# CNET

CNET 是一个C99开发的的面向iot设备设计的深度学习推理库,实现深度学习算法在iot设备上的快速部署。


## 1 主要特点

- 极简,高效的内存管理,清晰的架构设计
- 扩展,模块化设计,轻松完成裁剪和扩展
- 轻便,完整的二进制库不到300kb
- 可靠,完善的内存监测测试, 无内存泄露
- 完善,支持现有的大量操作,可按需扩展
- 高效,纯C实现,逐步加入MCU汇编优化

架构简介:

```c
----------------------------------------------------------------
前 examples 推理结果校验/人脸检测及识别/车牌检测及识别
处 c-netend 网络后处理模块:支持目标检测/人脸识别及车牌识别
理 c-image 图像加载及保存,结果绘制,输入预处理
----------------------------------------------------------------
神 c-network 神经网络组织及推理
经 nn-case 模型转换工具
网 cilibration 量化评估工具
络 ncnn 模型优化/量化支撑/模型源
----------------------------------------------------------------
基 c-utils 基础工具,包括容器,分配器,线程池等
础 c-benchmark 性能评估,无外部依赖,可在MCU执行
模 c-tester 单元测试支持,无外部依赖,可在MCU执行
块 c-tensor 张量计算支持,基础操作及内存管理
----------------------------------------------------------------
```

## 2 支持情况

- 作为NCNN的延展,将NCNN模型直接优化并量化为部署模型,故可导入Caffe/Onnx/Mxnet/darknet模型;
- 全面量化支持,支持后量化训练, 支持INT16推理,后续将加入INT8推理;
- 支持ESP32 等主流芯片,理论上完全兼容支持c99的所有模块;
- 支持分类, 目标检测,人脸识别,车牌识别等主流算法;
- 采用直接对象定义模型,无需手动加载,扁平化结构;

### 2.1支持的算子列表

```c
/// convolution
convolution_operation_type,
/// pooling
pooling_operation_type,
/// padding
padding_operation_type,
/// crop
crop_operation_type,
/// inner product
inner_product_operation_type,
/// activation
activation_operation_type,
/// batch norm
batch_norm_operation_type,
/// slice
slice_operation_type,
/// concat
concat_operation_type,
/// reshape
reshape_operation_type,
/// sigmoid
sigmoid_operation_type,
/// softmax
softmax_operation_type,
/// permute
permute_operation_type,
/// unary
unary_operation_type,
/// binary
binary_operation_type,
/// upsample
upsample_operation_type,
/// prelu
prelu_operation_type,
/// memory data
memory_data_operation_type,
/// shuffle_channel
shuffle_channel_operation_type,
```

### 2.2 支持的激活函数

```c
/// bnll
bnll_activate_type,
/// clip
clip_activate_type,
/// elu
elu_activate_type,
/// exp
exp_activate_type,
/// hard sigmoid
hard_sigmoid_activate_type,
/// hard swish
hard_swish_activate_type,
/// log
log_activate_type,
/// power
power_activate_type,
/// relu
relu_activate_type,
/// selu
selu_activate_type,
/// hard swish
swish_activate_type,
/// threshold
threshold_activate_type,
```

## 3 案例展示

车牌识别 | 人脸识别
---------|----------
![ff](images/plates.png)| ![ff](images/faces.png)
车牌检测: retian/yolo, INT16 | 人脸检测: retian/yolo, INT16
车牌矫正: 关键点检测 + 仿射变换 | 人脸矫正: 关键点+仿射变换
车牌识别: 车牌+颜色 支持INT16 | 人脸验证: CNN + VECTOR, mobilenet-face


## 4. 路线图

- 支持ESP32,性能优化
- 支持INT8
- 支持ESP32系列INT8优化
- 其它芯片优化
- 操作优化支持
- 后端模型优化支持

## 5. 参与贡献

1. Fork 本仓库
2. 新建 Feat_xxx 分支
3. 提交代码
4. 新建 Pull Request
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include_directories(include)
include_directories(${utils})
add_library(c-benchmark src/benchmark.c)

add_executable(test_benchmark test/vector_dot_int8_benchmark.c test/vector_dot_int8.c test/bench_example.c)
target_link_libraries(test_benchmark c-benchmark c-utils)

# Module definition
set(benchmark "${CMAKE_CURRENT_SOURCE_DIR}/include" "${CMAKE_CURRENT_SOURCE_DIR}/include" PARENT_SCOPE)


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