diff --git a/components/TinyMaix/.gitignore b/components/TinyMaix/.gitignore new file mode 100644 index 00000000..f339cb11 --- /dev/null +++ b/components/TinyMaix/.gitignore @@ -0,0 +1,72 @@ +# Prerequisites +*.d + +# Object files +*.o +*.ko +*.obj +*.elf + +# Linker output +*.ilk +*.map +*.exp + +# Precompiled Headers +*.gch +*.pch + +# Libraries +*.lib +*.a +*.la +*.lo + +# Shared objects (inc. Windows DLLs) +*.dll +*.so +*.so.* +*.dylib + +# Executables +*.exe +*.out +*.app +*.i*86 +*.x86_64 +*.hex + +# Debug files +*.dSYM/ +*.su +*.idb +*.pdb + +# Kernel Module Compile Results +*.mod* +*.cmd +.tmp_versions/ +modules.order +Module.symvers +Mkfile.old +dkms.conf + +build +.vscode +.config +.config.old + + +# python +*.pyc +__pycache__ +.ipynb_checkpoints + + +# maixhub model files +*.zip +report.json +model*.h +model*.tmdl +img_data.c + diff --git a/components/TinyMaix/CMakeLists.txt b/components/TinyMaix/CMakeLists.txt new file mode 100644 index 00000000..5f3015ea --- /dev/null +++ b/components/TinyMaix/CMakeLists.txt @@ -0,0 +1,8 @@ +sdk_generate_library() +sdk_library_add_sources(src/tm_layers_fp8.c) +sdk_library_add_sources(src/tm_layers_O1.c) +sdk_library_add_sources(src/tm_model.c) +sdk_library_add_sources(src/tm_stat.c) +sdk_add_include_directories(src) +sdk_add_include_directories(tools) +sdk_add_include_directories(examples) \ No newline at end of file diff --git a/components/TinyMaix/LICENSE b/components/TinyMaix/LICENSE new file mode 100644 index 00000000..261eeb9e --- /dev/null +++ b/components/TinyMaix/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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Train good backbone for 64KB/128KB/256KB/512KB ram litmit +4. Add example: Detector,KWS,HAR,Gesture,OCR,... +5. ... + +Do you want take participate in development of TinyMaix, or discuss with TinyML hobbyist? +**Join our telegram group:** https://t.me/tinymaix + + +## TinyMaix Design +TinyMaix is design for running AI Neural Network Mdoels on resources limited MCUs, which usually called **TinyML** + +There are many TinyML infer library now, like TFLite micro, microTVM, NNoM, so why we need TinyMaix? + +TinyMaix is a weekend hackathons project, so it is simple enough to read though in 30 minutes, and it will help TinyML newbies to understand how is it running. + +TinyMaix aims to be a simple TinyML infererence library, it abandon many new features and doesn't use libs like CMSIS-NN. + +Following this design goal, now TinyMaix is as simple as 5 files to compile~ + +We hope TinyMaix can help any MCU run AI Neural Network Mdoels, every one can port it to theirself hardware platform~ + +> Note: Although TinyMaix support multi architecture accelerate, but it still need more effort to balance size and speed. + +### Features in design +- [x] Support up to mobilenet v1, RepVGG backbone + - they are most common used, efficient structure for MCUs + - [x] Basic Conv2d, dwConv2d, FC, Relu/Relu6/Softmax, GAP, Reshape + - [x] ADD (for resnet,mbnet v2 struct, experimental) + - [ ] MaxPool, AvgPool (now use stride instead) +- [x] FP32 model, INT8 quant model, FP16 model(**NEW**) +- [x] Convert tmdl from keras h5 or tflite + - model is simple enough to train with keras/tf + - tflite have quant functions already +- [x] Model statistics functions in C + - Optional for reduce code + +### Features maybe added +- [ ] INT16 quant model + - Advantages: + - more accuracy + - friendly for SIMD/RV32P accelerate + - Disadvantages: + - increase FLASH/RAM consume 2X +- [ ] Concat OP + - Advantages: + - support mobilenet v2, more accuracy + - Disadvantages: + - increase RAM consume 2X + - concat mat cost many time cause model infer slow + - need more work to cvt model into flat structure (in script) +- [ ] Winograd Convolution Optimization + - Advantages: + - may speed up Conv computing + - Disadvantages: + - increase RAM consume, and consume more memory bandwidth + - increase code (.text) size + - need many Transforms, weak MCU may cost many time here + +### Features won't be added +- [ ] BF16 model + - most MCU don't have BF16 computing ability + - accuracy won't better than INT16 to much + - increase FLASH/RAM consume 2X +- [ ] AVX/vulkan acceleration + - TinyMaix is for MCUs, not for powerful PC/mobilephones +- [ ] other misc OPs + - TinyMaix support MCUs to run basic model in minimum resource consumption, if you want more OPs, switch to TFlite-micro/TVM/NCNN... + +## Try Demos +### mnist +MNIST is handwritten digit recognition task, it is simple enough for even 8bit MCU like ATmega328. +Try it on PC: +``` +cd examples/mnist +mkdir build +cd build +cmake .. +make +./mnist +``` + +### mbnet +mbnet (mobilenet v1) is simple classification model for mobile devices, but it is still a little heavy for MCUs. +The model in demo is mobilenet v1 0.25, it input 128x128x3 RGB image, output 1000 classes predict. +It need at least 128KB SRAM and 512KB Flash, STM32F411 is the typical minimum config for this model. + +Try run mobilenet +``` +cd examples/mbnet +mkdir build +cd build +cmake .. +make +./mbnet +``` + +## How to use (API) +### Load Model +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); + +mdl: model handle; +bin: model bin buf; +buf: main buf for middle output; if NULL, auto malloc main buf; else, use your static buffer. +cb: layer callback; +in: return input mat, include buf addr; //you can ignore it if use static buf + +### Remove Model +void tm_unload(tm_mdl_t* mdl); + +### Preprocess Input Data +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); +TMPP_FP2INT //user own fp buf -> int input buf +TMPP_UINT2INT //int8: cvt in place; int16: can't cvt in place +TMPP_UINT2FP01 // u8/255.0 +TMPP_UINT2FPN11// (u8-128)/128 + +### Run Model +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); + + +## How to port +The core file is those 5 files: tm_model.c, tm_layers.c, tinymaix.h, tm_port.h, arch_xxx.h + +If you are using normal mcu without any acceleration instructions, choose arch_cpu.h, otherwise choose corresponding architecture header. + +And you should edit tm_port.h to fill your desired configs, all config macro have annotation follow it. + +Note TM_MAX_CSIZE,TM_MAX_KSIZE,TM_MAX_KCSIZE will occupy static buffers. + +And now just put them into your project, compile it~ + +## How to train/convert models +There are training scripts in examples/mnist to learn how to train simple mnist models. +> Note: you need install TensorFlow (>=2.7) first. + +After training and save h5 models, you can use scripts in tools to convert to tmdl or c header files. + +1. h5_to_tflite.py + convert h5 model to float or int8 quant tflite files + python3 h5_to_tflite.py h5/mnist.h5 tflite/mnist_f.tflite 0 + python3 h5_to_tflite.py h5/mnist.h5 tflite/mnist_q.tflite 1 quant_img_mnist/ 0to1 +2. tflite2tmdl.py + convert tflite file to tmdl or c header files. + python3 tflite2tmdl.py tflite/mnist_q.tflite tmdl/mnist_q.tmdl int8 1 28,28,1 10 +``` +================ pack model head ================ +mdl_type =0 +out_deq =1 +input_cnt =1 +output_cnt =1 +layer_cnt =6 +buf_size =1464 +sub_size =0 +in_dims = [3, 28, 28, 1] +out_dims = [1, 1, 1, 10] +================ pack layers ================ +CONV_2D + [3, 28, 28, 1] [3, 13, 13, 4] + in_oft:0, size:784; out_oft:784, size:680 + padding valid + layer_size=152 +CONV_2D + [3, 13, 13, 4] [3, 6, 6, 8] + in_oft:784, size:680; out_oft:0, size:288 + padding valid + layer_size=432 +CONV_2D + [3, 6, 6, 8] [3, 2, 2, 16] + in_oft:0, size:288; out_oft:1400, size:64 + padding valid + layer_size=1360 +MEAN + [3, 2, 2, 16] [1, 1, 1, 16] + in_oft:1400, size:64; out_oft:0, size:16 + layer_size=48 +FULLY_CONNECTED + [1, 1, 1, 16] [1, 1, 1, 10] + in_oft:0, size:16; out_oft:1448, size:16 + layer_size=304 +SOFTMAX + [1, 1, 1, 10] [1, 1, 1, 10] + OUTPUT! + in_oft:1448, size:16; out_oft:0, size:56 + layer_size=48 +================ pack done! ================ + model size 2.4KB (2408 B) FLASH + buffer size 1.4KB (1464 B) RAM + single layer mode subbuff size 1.4KB (64+1360=1424 B) RAM +Saved to tmdl/mnist_q.tmdl, tmdl/mnist_q.h +``` + +Now you have tmdl or c header files, put it into your project to use it~ + +## How to train models online with MaixHub + +You can download models from [MaixHub](https://maixhub.com) or train your AI models online easily with MaixHub, don't need AI knowledge, train your model just click your mouse. + +* Register [MaixHub](https://maixhub.com) account and login. +* You can download TinyMaix models from [model zoo](https://maixhub.com/model/zoo) or upload your models to model zoo for sharing. +* Create a train project, collect dataset and train models online, finally you will get files: + * `.tmdl` file and `.h` file, use one of them in your code. + * `report.json`, report info, json format, we can find labels or anchors in this file, we will use these params in our code. Attention, these params will change in every training, you should copy these params to your code when change model, or you will the result will be wrong. +> * There's two type: classification and detection, for first time usage, use **classification is recommended**. +> * There's many backbone, you should select proper backbone according to your MCU's RAM size, the smaller RAM size, should choose the smaller backbone. +> * For easier understanding how MaixHub works, at first time you can choose tfjs platform instead of tinymaix to run model on your mobile phone. +* Find demo in [examples](./examples) folder, use the `maixhub_image_classification` demo or `maixhub_image_detection` demo to run your model. + + +## How to add new platform acceleration code + +For new platforms, you just need add arch_xxx.h to src dir, and implement functions inside. +Here is the main functions you need implement (sort by importance): + +``` +a. TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) + implement platform's dot product functions, usually use MAC related instructions. + +b. TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) + implement platform's dual channel dot product functions + (not 4 or more channel, because some chip platform's register is not enough to support more channels) + +c. TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s, zptype_t out_zp) + implement platform's batch postprocess functions, note n is power of 2. + +d. TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) + implement platform 3x3 dot product. mostly use handwrite cpu code. + +e. TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) + implement platform 3x3 gap dot product. +``` + +... + +## Contribution & Contacts +If you want contribute functions to TinyMaix, please read "TinyMaix Design" sections, we only want functions in "Features in design" and "Features maybe added". + +If you want commit your port test result, please commit to benchmark.md. +You are welcome to port TinyMaix to your chip/boards, it will prove how easy to use TinyMaix run Deeplearning model in MCUs~ + +If you have question with TinyMaix usage/porting, please feedback Issues in this repo. + +If you have bussiness project consulting or private questions, you can send mail to support@sipeed.com or zepan@sipeed.com (Caesar Wu). + + diff --git a/components/TinyMaix/README_ZH.md b/components/TinyMaix/README_ZH.md new file mode 100644 index 00000000..7767f368 --- /dev/null +++ b/components/TinyMaix/README_ZH.md @@ -0,0 +1,306 @@ +# TinyMaix + +中文 | [English](README.md) + +TinyMaix是面向单片机的超轻量级的神经网络推理库，即TinyML推理库，可以让你在任意单片机上运行轻量级深度学习模型~ +我们的设计原则：**易用性** > **移植性** > **速度** > **空间** + +tinyML基础介绍: [**TinyML**](tinyml_intro.md) +查看已移植的芯片测试结果: [**benchmark**](benchmark.md) +好消息: [**TinyMaix有奖移植**](reward.md) + +**关键特性** +- 核心代码少于**400行**(tm_layers.c+tm_model.c+arch_cpu.h), 代码段(.text)少于**3KB** +- 低内存消耗，甚至**Arduino ATmega328** (32KB Flash, 2KB Ram) 都能基于TinyMaix跑mnist(手写数字识别) +- 支持**INT8/FP32/FP16**模型，实验性地支持**FP8**模型，支持keras h5或tflite模型转换 +- 支持多种芯片架构的专用指令优化: **ARM SIMD/NEON/MVEI，RV32P, RV64V** +- 友好的用户接口，只需要load/run模型~ +- 支持全静态的内存配置(无需malloc) +- [MaixHub](https://maixhub.com) **在线模型训练**支持 + +**在Arduino ATmega328上运行mnist demo** +``` +mnist demo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use 49912us +0: 0 +1: 0 +2: 89 +3: 0 +4: 1 +5: 6 +6: 1 +7: 0 +8: 0 +9: 0 +### Predict output is: Number 2, prob=89 +``` + +## TODO +1. ~~将 tm_layers.c 优化到 tm_layers_O1.c, 目标提升速度到 1.4~2.0X~~ 已完成 +2. 针对64/128/256/512KB内存限制，找到合适的骨干网络 +3. 增加例程： Detector,KWS,HAR,Gesture,OCR,... +4. ... + +如果想参与进TinyMaix的开发，或者想与TinyML爱好者交流， +请加入我们的telegram交流群：https://t.me/tinymaix + + + +## TinyMaix 设计思路 +TinyMaix 是专为低资源的单片机设计的AI神经网络推理框架，通常被称为**TinyML** + +现在已经有很多TinyML推理库，比如TFLite micro, microTVM, NNoM, 那为什么我们又捏了TinyMaix这个轮子呢? + +TinyMaix是两个周末业余时间完成的项目，所以它足够简单，可以再30分钟内走读完代码，可以帮助TinyML新手理解它是怎么运行的。 + +TinyMaix希望成为一个足够简单的TinyML推理库，所以它放弃了很多特性，并且没有使用很多现成的NN加速库，比如CMSIS-NN + +在这个设计思路下，TinyMaix只需要5个文件即可编译~ + +我们希望TinyMaix可以帮助任何单片机运行AI神经网络模型, 并且每个人都能移植TinyMaix到自己的硬件平台上~ + +> 注意：虽然TinyMaix支持多架构加速，但是它仍然需要更多工作来平衡速度和尺寸 + +### 设计内的特性 +- [x] 最高支持到mobilenet v1, RepVGG的骨干网络 + - 因为它们对单片机来说是最常用的，最高效的结构 + - [x] 基础的 Conv2d, dwConv2d, FC, Relu/Relu6/Softmax, GAP, Reshape + - [ ] MaxPool, AvgPool (现在使用stride代替) +- [x] FP32浮点模型, INT8量化模型, **FP16**半精度模型 +- [x] 转换keras h5或tflite到tmdl + - 简单模型使用keras/tf训练已经足够 + - 复用了tflite现成的量化功能 +- [x] 模型统计功能 + - 可选以减少代码尺寸 + +### 可考虑添加的特性 +- [ ] INT16量化模型 + - 优点: + - 更精确 + - 对于 SIMD/RV32P 指令加速更友好 + - 缺点: + - 占用了2倍的FLASH/RAM +- [ ] Concat算子 + - 优点: + - 支持mobilenet v2, 模型精度更高 + - 缺点: + - 占用了2倍的RAM + - concat 张量占用了更多时间，使得模型运算变慢 + - 需要更多转换脚本工作转换分支模型到扁平结构 +- [ ] Winograd卷积优化 + - 优点: + - 可能加速卷积计算 + - 缺点: + - 增加了RAM空间和带宽消耗 + - 增大了代码段(.text)尺寸 + - 需要很多变换，弱单片机可能会消耗更多时间 + +### 不考虑添加的特性 +- [ ] BF16模型 + - 多数单片机不支持BF16计算 + - 精度不会比INT16高太多 + - 占用了2倍的FLASH/RAM +- [ ] AVX/vulkan 加速 + - TinyMaix是为单片机设计的，而不是为强大的电脑/手机设计 +- [ ] 其他多样化的算子 + - TinyMaix仅为单片机提供基础模型算子支持，如果你需要更特殊的算子，可以选择TFlite-micro/TVM/NCNN... + +## 例程体验 +### mnist +MNIST是手写数字识别任务，足够简单以至于可以在ATmega328这样的8位单片机上运行。 +在电脑上测试： +``` +cd examples/mnist +mkdir build +cd build +cmake .. +make +./mnist +``` + +### mbnet +mbnet (mobilenet v1) 是适用于移动手机设备的简单图像分类模型，不过对单片机来说也稍微沉重了些。 +例程里的模型是mobilenet v1 0.25，输入128x128x3的RGB图像，输出1000分类的预测 +它需要至少128KB SRAM 和 512KB Flash, STM32F411是典型可以运行该模型的最低配置。 + +在PC上测试运行mobilenet 1000分类图片例程 +``` +cd examples/mbnet +mkdir build +cd build +cmake .. +make +./mbnet +``` + +## 如何使用 (API) +### 加载模型 +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); + +mdl: 模型句柄; +bin: 模型bin内容; +buf: 中间结果的主缓存；如果NULL，则内部自动malloc申请；否则使用提供的缓存地址 +cb: 网络层回调函数; +in: 返回输入张量，包含输入缓存地址 //可以忽略之，如果你使用自己的静态输入缓存 + +### 移除模型 +void tm_unload(tm_mdl_t* mdl); + +### 输入数据预处理 +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); +TMPP_FP2INT //用户自己的浮点缓存转换到int8缓存 +TMPP_UINT2INT //典型uint8原地转换到int8数据；int16则需要额外缓存 +TMPP_UINT2FP01 //uint8转换到0~1的浮点数 u8/255.0 +TMPP_UINT2FPN11//uint8转换到-1~1的浮点数 + +### 运行模型 +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); + + +## 如何移植 +TinyMaix的核心文件只有这5个：tm_model.c, tm_layers.c, tinymaix.h, tm_port.h, arch_xxx.h + +如果你使用没有任何指令加速的普通单片机，选择 arch_cpu.h, 否则选择对应架构的头文件 + +然后你需要编辑tm_port.h，填写你需要的配置，所有配置宏后面都有注释说明 + +注意 TM_MAX_CSIZE,TM_MAX_KSIZE,TM_MAX_KCSIZE 会占用静态缓存。 + +最后你只需要把他们放进你的工程里编译~ + +## 怎样训练/转换模型 +在examples/mnist下有训练脚本可以学习如何训练基础的mnist模型 +> 注意：你需要先安装TensorFlow (>=2.7) 环境. + +完成训练并保存h5模型后，你可以使用以下脚本转换原始模型到tmdl或者c头文件。 + +1. h5_to_tflite.py + 转换h5模型到浮点或者int8量化的tflite模型 + python3 h5_to_tflite.py h5/mnist.h5 tflite/mnist_f.tflite 0 + python3 h5_to_tflite.py h5/mnist.h5 tflite/mnist_q.tflite 1 quant_img_mnist/ 0to1 +2. tflite2tmdl.py + 转换tflite文件到tmdl或者c头文件 + python3 tflite2tmdl.py tflite/mnist_q.tflite tmdl/mnist_q.tmdl int8 1 28,28,1 10 +``` +================ pack model head ================ +mdl_type =0 +out_deq =1 +input_cnt =1 +output_cnt =1 +layer_cnt =6 +buf_size =1464 +sub_size =0 +in_dims = [3, 28, 28, 1] +out_dims = [1, 1, 1, 10] +================ pack layers ================ +CONV_2D + [3, 28, 28, 1] [3, 13, 13, 4] + in_oft:0, size:784; out_oft:784, size:680 + padding valid + layer_size=152 +CONV_2D + [3, 13, 13, 4] [3, 6, 6, 8] + in_oft:784, size:680; out_oft:0, size:288 + padding valid + layer_size=432 +CONV_2D + [3, 6, 6, 8] [3, 2, 2, 16] + in_oft:0, size:288; out_oft:1400, size:64 + padding valid + layer_size=1360 +MEAN + [3, 2, 2, 16] [1, 1, 1, 16] + in_oft:1400, size:64; out_oft:0, size:16 + layer_size=48 +FULLY_CONNECTED + [1, 1, 1, 16] [1, 1, 1, 10] + in_oft:0, size:16; out_oft:1448, size:16 + layer_size=304 +SOFTMAX + [1, 1, 1, 10] [1, 1, 1, 10] + OUTPUT! + in_oft:1448, size:16; out_oft:0, size:56 + layer_size=48 +================ pack done! ================ + model size 2.4KB (2408 B) FLASH + buffer size 1.4KB (1464 B) RAM + single layer mode subbuff size 1.4KB (64+1360=1424 B) RAM +Saved to tmdl/mnist_q.tmdl, tmdl/mnist_q.h +``` + +现在你有了tmdl或者C头文件，把它放到你的工程里编译吧~ + +## 使用 Maixhub 在线训练模型 + +使用 [MaixHub](https://maixhub.com), 你可以下载或者上传已有模型， 同时可以在线训练你的 AI 模型， 不需要编写训练代码，也不需要机器学习基础，点点鼠标模型就训练好啦！ + +* 注册 [MaixHub](https://maixhub.com) 并登录。 +* 你可以从[模型库](https://maixhub.com/model/zoo)下载已有模型，或者上传分享你的模型。 +* 创建一个在线模型训练项目， 采集数据集并在线训练，最后会得到: + * `.tmdl`文件和`.h`文件，用其中一个即可。 + * `report.json`, 训练报告信息, json 格式, 我们可以在此文件中获取到 标签（labels）或者 anchors, 在代码中可能会用到的参数，注意每次训练参数都不一样，注意更改，否则无法正确识别 +> * 有两种项目类别，分类 和 检测， **第一次使用建议使用 分类**。 +> * 训练是有多个骨干网络(backbone)可选择，根据你的单片机的内存大小选择合适的骨干网络，内存越小则需要选择更小的骨干网络。 +> * 为了更好地理解 MaixHub 的使用方法， 开始可以不选择 tinymaix 平台， 而是选择 tfjs 平台训练，训练出可以在手机上运行的模型进行体验。 +* 在 [examples](./examples) 目录下找到对应的例程，比如 `maixhub_image_classification` 或者 `maixhub_image_detection` 来运行你训练的模型 + +## 怎样添加新平台的加速代码 + +对于新增平台，你只需要在src里添加arch_xxx.h文件并实现其中的函数即可，主要为以下几个函数（重要性降序排列，不重要的函数可以直接拷贝纯CPU运算的函数）： + +``` +a. TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) + 实现平台相关的点积函数，可以使用MAC相关的加速指令加速。 + +b. TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) + 实现平台相关的双通道点积函数。（仅提供到双通道是因为有些芯片平台的寄存器不足以支持更多通道的点积加速） + +c. TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s, zptype_t out_zp) + 实现平台相关的批量后处理函数，注意n为2的次幂。 + +d. TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) + 实现平台相关的3x3点积加速 +e. TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) + 实现平台相关的3x3 gap的点积加速 +``` + + +## 贡献/联系 +如果你需要向TinyMaix贡献代码，请先阅读“TinyMaix设计思路”一节，我们只需要“设计内的特性”和“可考虑添加的特性”。 + +如果你想要提交你的移植测试结果，请提交到 benchmark.md. +我们非常欢迎你移植TinyMaix到自己的芯片/板子上，这会证明使用TinyMaix运行深度学习模型是非常容易的事情~ + +如果你对TinyMaix的使用和移植有问题，可以在此仓库提交Issues。 + +如果你有商业或私有项目咨询，你可以发邮件到support@sipeed.com 或 zepan@sipeed.com (泽畔). + + diff --git a/components/TinyMaix/benchmark.md b/components/TinyMaix/benchmark.md new file mode 100644 index 00000000..4dda20fb --- /dev/null +++ b/components/TinyMaix/benchmark.md @@ -0,0 +1,214 @@ +# Benchmark +## Test Models +### mnist +mnist: 28x28x1 input,4->8->16, pad valid +mnist_q_valid.h 2.4KB Flash 1.4KB RAM +suit for MCU have >=16KB Flash, >=2KB RAM +### cifar +cifar: 32x32x3 input, 32->32->64->1024->10, 5x5 conv +cifar10_q.h 89KB Flash 11KB RAM +suit for MCU have >=128KB Flash, >=20KB RAM +### vww96 +vww96: vww model based on mobile net v1 0.25 96x96x3 input +vww96_q.tmdl 227KB Flash 54KB RAM +suit for MCU have >=256KB Flash, >=64KB RAM +https://mlcommons.org/en/inference-tiny-07/ +### mbnet128 +mbnet128: mobile net v1 0.25 128x128x3 input +mbnet128_0.25_q.tmdl 485KB Flash 96KB RAM +suit for MCU have >=512KB Flash, >=128KB RAM +https://github.com/fchollet/deep-learning-models/releases + +## Test Record +model infer time unit is ms; +Sort by performance, compare priority: mbnet128 > vww96 > cifar > mnist +> Note1: arduino run another smaller mnist model due to limited memory +> Note2: all model record fastest model type's infer time, for example, C906 use FP16 result. +> Note3: XXX means impossible run this model on that chip + + +|Chip/Board |Core |Flash|RAM |Freq |mbnet|vww96|cifar|mnist|Note| +|--- |--- |--- |--- |--- |--- |--- |--- |--- |---| +|BL808's NPU |BLAI | 16MB|0.8+64MB| 320M| 5 | 3 | <1 | <1 || +|i5-4590T |AMD64 |256GB| 8GB|2000M|7/24 |5/17 |0.9/4|0.04/<1|native/wasm| +|RK3399's A72|ARM A72 | 32GB| 4GB|1800M| 15 | 10 | 3 | 0.07|| +|TH1520 |RV64V(C910)|16GB| 4GB|1848M| 17 | 10.4| 3.6 | 0.15|fp16| +|RK3399's A53|ARM A53 | 32GB| 4GB|1600M| 29 | 19 | 5 | 0.14|| +|D1-H |RV64V |128GB| 2GB|1008M| 43 | 22 | 3.5 | 0.29|| +|ZYNQ7010's A9|ARM A9 | 32GB| 1GB| 667M| 66 | 44 | 7.8 |0.34 || +|BL808's C906|RV64V | 16MB|0.8+64MB| 480M| 81 | 57 | 10 | <1 || +|HPM6750 |Andes D45
RV32IMAFDCP| 8MB|2MB+32MB| 816M| 174 | 112 | 33 | 0.45 || +|STM32H750 |ARM CM7 | 1MB| 1024KB| 480M| 94 | 64 | 15 | <1 || +|BL808's E907|RV32P | 16MB|0.8+64MB| 320M| 188 | 149 | 35 | <1 |mdl in psram| +|F1C200S |ARM926EJ-S| 16MB| 64MB| 608M| 213 | 145 | 38.5| 0.75|| +|MT7621A |MIPS1004Kc|128MB| 128MB| 880M| 413 | 244 | 41 | 1 |need confirm| +|AT32F403A |ARM CM4 | 1MB| 96KB| 240M| 477 | 136 | 30 | 0.6 |mbnet in 224k ram mode| +|STM32G474RE |ARM CM4 |512KB| 128KB| 170M| XXX | 195 | 43 | 1 || +|CH32V307 |RV32F
QingKe V4F|480KB| 128KB| 144M| XXX | 357 | 64 | 1 || +|STM32F411CE |ARM CM4 |512KB| 128KB| 150M| 558 | 366 | 75 | 2 || +| W801 |CSKYV2 ck804ef|2MB|160+128KB+8MB| 240M|606|364|52|<2| mdl in psram/(or sram if fit) | +|ESP32-S3 |Xtensa LX7| 8MB| 512KB| 240M| 610 | 381 | 86 | 5 |mdl in flash| +|LPC4337 |ARM CM4F | 1MB| 136KB| 204M| 654 | 627 | 91 | 3 |need confirm| +|XR806 |ARMv8-M
Star-MC1|2MB|288KB|160M|712|453| 104 | 1 || +|ESP32 |Xtensa LX6| 4MB| 520KB| 240M| 755 | 476 | 132 | 2 |mdl in flash| +|ACM32F403 |ARM CM33 |512KB| 192KB| 180M| XXX | 458 | 139 | 2 || +|STM32F767 |ARM CM7 | 2MB| 512KB| 216M| 869 | 640 | 185 | 3 |need confirm| +|SC5864B's DSP|HIFI3 | 32MB|8MB+192KB|160M| 805 |--- |--- |15 |need confirm| +|STM32L496 |ARM CM4 | 1MB| 320KB| 80M| 809 | 695 | 162 | 3 || +|NRF52832 |ARM CM4 |512KB| 64KB| 64M|XXX |xxx | 217 | 4 || +|ESP32-S2 |Xtensa LX7| 4MB| 320KB| 240M|1079 | 659 | 241 | 2.5|need confirm| +|RP2040 |ARM CM0+ | 16MB| 264KB| 280M|1211 | 716 | 200 | 2 |overclock 280M| +|CH32V203G6 |RV32
QingKe V4B| 32KB| 10KB| 144M| XXX | XXX | XXX | 2.5 || +|ESP32-C3 |RV32 | 4MB| 400KB| 160M|2370 |1430 | 127 | 6 |mdl in flash| +|MM32F3270 |ARM CM3 |512KB| 128KB| 96M|3126 |2919 | 257 | 11 || +|Nuclei N300 |RV32IMAFDC| 16MB| 512KB| 16M|XXXX |2946 | 795 | 11 |need confirm| +|STM32F103RC |ARM CM3 |256KB| 48KB| 72M|XXX |XXX | 445 | 7 || +|STM32F103C8 |ARM CM3 | 64KB| 20KB| 72M| XXX | XXX | XXX | 7 || +|CH32V103 |RV32
QingKe V3A| 64KB| 20KB| 72M| XXX | XXX | XXX | 13 || +|SAMD21G18 |ARM CM0+ |256KB| 32KB| 48M| XXX | XXX | 700 | 14 |seeed XIAO| +|APM32F072CB |ARM CM0+ | 128KB| 16KB| 48M| XXX | XXX | XXX | 17 || +|STM32G030F6 |ARM CM0+ | 32KB| 8KB| 64M| XXX | XXX | XXX | 18 || +|CM0(Kintex-7)|ARM CM0 | ---| 1024KB| 50M| XXX | XXX | 1362| 23 |Kintex-7| +|CH582 |RV32
QingKe V4A|448KB|32KB|60M|XXX|XXX |XXX | 31 || +|STC32G12K128|80251 |128KB| 12KB| 35M| XXX | XXX | XXX | 37 || +|PicoRV32(GW2A)|RV32 | 1MB| 64KB| 54M| XXX | XXX |26935| 385 |Tang Primer 20K| +|Atmega328 |AVR | 32KB| 2KB| 16M| XXX | XXX | XXX |50(*)|| + + +Normalization to 100M freq to compare CPU efficiency, using cifar model: + +|Chip/Board |Core |cifar(ms)| +|--- |--- |--- | +|BL808's NPU |BLAI | 2 | +|D1-H |RV64V | 35 | +|BL808's C906|RV64V | 48 | +|RK3399's A72|ARM A72 | 52 | +|ZYNQ7010's A9|ARM A9 | 52 | +|TH1520 |RV64V(C910)| 66 | +|STM32H750 |ARM CM7 | 72 | +|AT32F403A |ARM CM4 | 72 | +|STM32G474RE |ARM CM4 | 73 | +|RK3399's A53|ARM A53 | 79 | +|CH32V307 |RV32 IMAC | 92 | +|BL808's E907|RV32P | 112 | +|STM32F411CE |ARM CM4 | 113 | +|W801 |CSKYV2 ck804ef| 125 | +|Nuclei N300 |RV32IMAFDC| 127 | +|STM32L496 |ARM CM4 | 130 | +|NRF52832 |ARM CM4 | 139 | +|XR806 |ARMv8-M
Star-MC1| 166 | +|ESP32-C3 |RV32 | 203 | +|ESP32-S3 |Xtensa LX7| 206 | +|F1C200S |ARM926EJ-S| 234 | +|MM32F3270 |ARM CM3 | 247 | +|ACM32F403 |ARM CM33 | 250 | +|ESP32 |Xtensa LX6| 317 | +|STM32F103RC |ARM cM3 | 320 | +|SAMD21G18 |ARM CM0+ | 336 | +|MT7621A |MIPS1004Kc| 360 | +|RP2040 |ARM CM0+ | 560 | +|ESP32-S2 |Xtensa LX7| 578 | +|CM0(Kintex-7)|ARM CM0 | 681 | +|PicoRV32(GW2A)|RV32 |14545| + + +# Infer Time & Input Size +mbnet infer time under different input size +BL808 C906 core 480M, use RV64V, FP16 model +|input size|infer time| +|--- |--- | +| 96x 96| 60ms| +|128x128| 81ms| +|160x160| 156ms| +|192x192| 183ms| +|224x224| 296ms| + + +# Optimization +## TM_FASTSCALE +Optimization for MCU which don't have FPU +STM32F103C8 run mnist +|Options|infer time| +|---|---| +|TM_FASTSCALE=0| 16ms| +|TM_FASTSCALE=1| 10ms| + + +## TM_ARCH_ARM_SIMD +Optimization for ARM MCU which have DSP (Cortex-M4,M7,etc.), suoport INT8 acceleration +STM32F411CE run mbnet 0.25, 128x128x3 input +|Options|infer time| +|---|---| +|TM_ARCH_OPT0 && INT8| 1199ms| +|TM_ARCH_ARM_SIMD && INT8| 840ms| + +## TM_ARCH_ARM_MVEI +Optimization for ARM MCU which have MVEI instructions (Cortex-M55,etc.), suoport INT8 acceleration. + +> Experimental, not test data. + + +## TM_ARCH_ARM_NEON +Optimization for ARM MPU which have NEON instructions (Cortex-A7 and newer), suoport INT8/FP32 acceleration + +Raspberry Pi4 single core run mbnet 1.0, 224x224x3 input +(NEON INT8 not well optimized) + +|ARCH|MDL_TYPE|OPT0 time|OPT1 time| +|---|---|---|---| +|TM_ARCH_CPU | INT8| 860ms| 821ms| +|TM_ARCH_CPU | FP32| 2307ms| 2271ms| +|TM_ARCH_ARM_NEON| FP32| 1275ms| 1223ms| +|TM_ARCH_ARM_NEON| INT8| 959ms| 923ms| + +## TM_ARCH_RV32P +Optimization for RISC-V MCU which have P-extend instructions (like T-Head E907), suoport INT8 acceleration +BL808 E907 core run mbnet 0.25, 128x128x3 input (mdl in psram, cpu run in 320M, O2) + +|ARCH|MDL_TYPE|OPT0 time|OPT1 time| +|---|---|---|---| +|TM_ARCH_CPU | INT8| 443ms| 283ms| +|TM_ARCH_RV32P| INT8| 345ms| 188ms| + +## TM_ARCH_RV64V +Optimization for RISC-V MCU which have V-extend instructions (like T-Head C906), suoport INT8/FP32 acceleration +BL808 C906 core run mbnet 0.25, 128x128x3 input (mdl in psram, VLEN=128, cpu run in 480M, O2) + +|ARCH|MDL_TYPE|OPT0 time|OPT1 time| +|---|---|---|---| +|TM_ARCH_CPU | INT8| 153ms| 125ms| +|TM_ARCH_CPU | FP32| 215ms| 177ms| +|TM_ARCH_RV64V| INT8| 123ms| 95ms| +|TM_ARCH_RV64V| FP32| 160ms| 121ms| +|TM_ARCH_RV64V| FP16| 129ms| 81ms| + +## TM_ARCH_CSKYV2 +Optimization for CskyV2 MCU which have DSP instructions (like ck804ef), suoport INT8 acceleration +w801 ck804ef core run mbnet 0.25, 128x128x3 input (mdl in psram, cpu run at 240M,psram overclock to 120M, O3, with data cache on) + +|ARCH|MDL_TYPE|OPT0 time|OPT1 time| +|---|---|---|---| +|TM_ARCH_CPU | INT8| 950ms| 816ms| +|TM_ARCH_CSKYV2 | INT8| 724ms| 606ms| + +# Compare to other infer library +Use SmallCifar model. TinyMaix use stride=2's time multipy by 4. +NNoM&TinyMaix run with STM32H750@218M, other run with STM32F746@216M + +|InferLib|time(ms)| +|---|---| +|TFlite-micro|393| +|MicroTVM untuned|294| +|TinyMaix CPU O0|224| +|TinyMaix CPU O1|204| +|TinyMaix SIMD O0|176| +|NNoM|159| +|MicroTVM tuned|157| +|CMSIS-NN|136| +|TinyMaix SIMD O1|132| +|tinyengine|129| + + + + + diff --git a/components/TinyMaix/doc/FP8_intro.md b/components/TinyMaix/doc/FP8_intro.md new file mode 100644 index 00000000..9f7f5094 --- /dev/null +++ b/components/TinyMaix/doc/FP8_intro.md @@ -0,0 +1,164 @@ +# FP8 introduce + +## Basics +FP32: https://en.wikipedia.org/wiki/Single-precision_floating-point_format +FP16: https://en.wikipedia.org/wiki/Half-precision_floating-point_format +BF16: https://en.wikipedia.org/wiki/Bfloat16_floating-point_format +FP8: https://en.wikipedia.org/wiki/Minifloat +FP8 in deeplearning: https://arxiv.org/abs/2206.02915 + +## FP8 config +arxiv.org/abs/2206.02915 use different bias in weight and act, +in order to make it simple, we use same bias. +1.5.2 have less m_cnt, 2x2bit mul is easy to calculate in FPGA. +1.4.3 is more detail than 1.5.2, but less dynamic range. +Note we don't have INF/NaN in fp8, just cutoff them. + +Here is the fp8 table: +``` +print(" ", end="") +for m in range(1<out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + return TM_OK; + TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 1 + for(int y=0; y maxp) { + maxi = i; + maxp = data[i]; + } + } + TM_PRINTF("### Predict output is: Class %d, %s, prob %.3f\n", maxi, labels[maxi], maxp); + return; +} + +int main(int argc, char** argv) +{ TM_DBGT_INIT(); + TM_PRINTF("cifar10 demo\n"); + tm_mdl_t mdl; + + tm_mat_t in_uint8 = {3,IMG_L,IMG_L,IMG_CH, {(mtype_t*)pic}}; + tm_mat_t in = {3,IMG_L,IMG_L,IMG_CH, {NULL}}; + tm_mat_t outs[1]; + tm_err_t res; + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } + +#if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16) + res = tm_preprocess(&mdl, TMPP_UINT2INT, &in_uint8, &in); +#else + res = tm_preprocess(&mdl, TMPP_UINT2FP01, &in_uint8, &in); +#endif + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + if(res==TM_OK) parse_output(outs); + else TM_PRINTF("tm run error: %d\n", res); + tm_unload(&mdl); + return 0; +} diff --git a/components/TinyMaix/examples/cifar10/pic/20-7.jpg b/components/TinyMaix/examples/cifar10/pic/20-7.jpg new file mode 100644 index 00000000..1ed648f6 Binary files /dev/null and b/components/TinyMaix/examples/cifar10/pic/20-7.jpg differ diff --git a/components/TinyMaix/examples/cifar10/pic/478-5.jpg b/components/TinyMaix/examples/cifar10/pic/478-5.jpg new file mode 100644 index 00000000..fbc425aa Binary files /dev/null and b/components/TinyMaix/examples/cifar10/pic/478-5.jpg differ diff --git a/components/TinyMaix/examples/cifar10/pic/51-8.jpg b/components/TinyMaix/examples/cifar10/pic/51-8.jpg new file mode 100644 index 00000000..b75a0278 Binary files /dev/null and b/components/TinyMaix/examples/cifar10/pic/51-8.jpg differ diff --git a/components/TinyMaix/examples/cifar10/pic/68-3.jpg b/components/TinyMaix/examples/cifar10/pic/68-3.jpg new file mode 100644 index 00000000..7dce2084 Binary files /dev/null and b/components/TinyMaix/examples/cifar10/pic/68-3.jpg differ diff --git a/components/TinyMaix/examples/cifar10/pic/75-2.jpg b/components/TinyMaix/examples/cifar10/pic/75-2.jpg new file mode 100644 index 00000000..72f352e1 Binary files /dev/null and b/components/TinyMaix/examples/cifar10/pic/75-2.jpg differ diff --git a/components/TinyMaix/examples/cifar10/pic/94-4.jpg b/components/TinyMaix/examples/cifar10/pic/94-4.jpg new file mode 100644 index 00000000..7a351947 Binary files /dev/null and b/components/TinyMaix/examples/cifar10/pic/94-4.jpg differ diff --git a/components/TinyMaix/examples/cifar10/pic/img2c.py b/components/TinyMaix/examples/cifar10/pic/img2c.py new file mode 100644 index 00000000..dfe8e3ba --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/img2c.py @@ -0,0 +1,47 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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. +# ============================================================================== + +from PIL import Image +import os,sys +import numpy as np + +def print_usage(): + print("Usage: python3 img2c.py img_name") + +# python3 resize_img.py imagenet quant_imagenet 224,224,3 +if __name__ == '__main__': + if len(sys.argv) != 2: + print_usage() + exit() + + img_name = sys.argv[1] + img = Image.open(img_name) + img = np.array(img) + fw = open("pic.h", "w") + fw.writelines("const unsigned char pic[%d*%d*%d]={\\\n"%(img.shape[0],img.shape[1],img.shape[2])) + for y in range(img.shape[0]): + for x in range(img.shape[1]): + for c in range(img.shape[2]): + fw.writelines("%3d,"%(img[y,x,2-c])) + fw.writelines(" ") + fw.writelines("\n") + fw.writelines("};\n") + fw.close() + print("Done!") + + + + + diff --git a/components/TinyMaix/examples/cifar10/pic/pic2.h b/components/TinyMaix/examples/cifar10/pic/pic2.h new file mode 100644 index 00000000..469a94d9 --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/pic2.h @@ -0,0 +1,34 @@ +const unsigned char pic[32*32*3]={\ + 62,116, 47, 60,111, 51, 64,113, 59, 68,119, 62, 74,127, 64, 79,132, 69, 82,133, 76, 89,134, 85, 94,136, 89, 97,136, 91, 104,143, 98, 100,142, 95, 100,145, 89, 102,146, 87, 106,145, 90, 113,146,101, 107,156, 88, 110,157, 95, 113,154,103, 118,157,112, 120,156,112, 120,157,111, 127,163,116, 126,162,115, 128,164,118, 130,166,120, 133,169,122, 136,174,122, 140,178,126, 142,178,131, 141,175,134, 140,172,137, + 67,118, 51, 66,114, 56, 71,117, 64, 74,123, 67, 79,130, 68, 82,135, 72, 85,135, 77, 92,138, 85, 98,142, 89, 103,144, 93, 101,143, 95, 100,143, 92, 105,153, 94, 104,151, 88, 110,154, 95, 113,152,100, 113,159, 93, 114,158, 99, 116,158,105, 125,162,116, 127,164,118, 127,165,117, 133,170,120, 133,170,120, 134,170,123, 137,173,127, 139,175,129, 142,179,129, 144,181,131, 148,182,135, 147,179,138, 146,176,141, + 72,116, 55, 73,115, 60, 76,119, 68, 81,126, 70, 84,133, 71, 88,137, 75, 90,138, 79, 96,141, 84, 102,145, 88, 104,146, 91, 108,149, 98, 116,159,108, 115,163,105, 107,156, 94, 104,152, 93, 109,155,102, 115,157, 96, 116,157, 99, 119,159,104, 128,165,115, 131,167,120, 131,168,118, 134,173,118, 134,173,118, 136,175,123, 138,176,128, 141,177,133, 144,179,135, 147,180,135, 148,181,136, 150,180,139, 149,177,141, + 76,118, 57, 76,116, 61, 80,121, 70, 82,127, 71, 86,133, 71, 92,139, 77, 96,139, 82, 103,144, 87, 132,172,114, 117,153, 99, 120,153,109, 146,180,140, 149,185,143, 146,185,139, 122,163,118, 110,152,111, 118,158,100, 120,160,102, 125,165,107, 133,169,115, 136,171,121, 137,173,121, 136,175,119, 135,176,118, 139,180,123, 142,180,132, 145,181,139, 147,181,141, 150,183,139, 152,182,139, 154,182,139, 155,181,141, + 78,122, 61, 78,121, 64, 81,125, 72, 83,128, 71, 87,133, 74, 93,139, 80, 101,141, 86, 109,145, 91, 153,187,133, 145,173,127, 124,145,113, 103,119,101, 101,120,103, 138,161,139, 151,179,156, 124,152,133, 121,160,104, 123,164,103, 129,170,109, 135,173,115, 137,172,122, 140,174,127, 139,177,125, 137,178,120, 139,182,125, 142,182,134, 145,182,142, 148,182,145, 151,183,142, 154,185,140, 157,184,140, 159,183,141, + 80,127, 65, 78,126, 68, 80,129, 73, 81,131, 73, 86,134, 75, 94,139, 82, 102,141, 89, 109,145, 91, 121,151, 98, 141,164,120, 107,120, 96, 34, 38, 33, 19, 23, 24, 63, 71, 70, 138,153,149, 145,164,161, 121,164,107, 122,164,103, 129,171,106, 132,173,112, 136,171,121, 141,174,130, 139,175,128, 139,179,124, 140,182,127, 143,183,135, 145,183,141, 148,183,143, 149,184,140, 153,184,139, 157,184,140, 159,184,140, + 77,128, 68, 76,127, 70, 78,130, 76, 79,133, 74, 84,136, 76, 90,140, 82, 99,141, 86, 106,145, 89, 90,125, 68, 110,136, 90, 82, 95, 71, 21, 22, 20, 12, 10, 16, 17, 21, 26, 80, 92, 92, 145,163,162, 127,173,121, 122,168,109, 126,172,106, 132,174,113, 136,172,125, 139,173,133, 139,173,132, 142,180,132, 142,184,131, 143,185,137, 145,185,143, 148,186,144, 152,188,142, 157,189,142, 159,188,142, 160,187,143, + 75,126, 68, 74,127, 70, 76,131, 76, 75,133, 74, 81,138, 77, 90,141, 83, 93,143, 85, 99,146, 84, 97,140, 77, 109,142, 91, 71, 88, 61, 6, 12, 7, 5, 5, 11, 2, 9, 12, 27, 44, 41, 121,144,140, 133,179,137, 121,169,117, 122,171,109, 128,175,113, 135,173,123, 136,171,131, 136,170,133, 141,177,133, 141,181,133, 144,183,137, 146,185,140, 148,187,142, 151,189,141, 153,190,140, 158,190,143, 158,189,144, + 76,126, 68, 76,129, 72, 77,132, 77, 76,134, 75, 78,137, 76, 84,140, 81, 89,143, 84, 93,146, 83, 92,144, 80, 106,148, 95, 81,106, 78, 0, 8, 5, 4, 6, 14, 1, 7, 12, 1, 19, 18, 90,114,112, 150,193,166, 122,167,128, 117,166,110, 127,175,116, 132,176,123, 131,170,125, 134,171,131, 138,177,132, 140,179,133, 142,181,135, 146,185,140, 148,187,141, 152,190,142, 153,191,141, 155,191,144, 155,190,146, + 79,127, 68, 78,129, 72, 76,131, 76, 76,134, 75, 80,137, 76, 85,139, 80, 88,141, 84, 89,145, 86, 96,150, 90, 106,150,103, 68, 91, 69, 5, 10, 11, 3, 0, 10, 0, 0, 8, 25, 33, 40, 122,136,142, 162,196,186, 140,179,154, 125,171,125, 122,170,112, 123,169,110, 129,173,120, 134,174,126, 137,176,130, 139,178,132, 141,180,134, 145,184,139, 148,187,141, 150,190,142, 151,191,143, 152,191,145, 153,192,147, + 81,127, 68, 78,127, 71, 77,129, 75, 80,133, 76, 82,136, 76, 85,136, 78, 89,139, 85, 91,144, 87, 94,147, 90, 100,141, 96, 49, 68, 47, 9, 4, 3, 17, 0, 7, 26, 8, 15, 65, 53, 59, 157,150,157, 165,186,188, 147,175,162, 137,172,138, 126,170,117, 127,174,112, 123,172,110, 126,171,114, 127,171,118, 137,177,129, 140,179,133, 146,183,137, 149,185,141, 149,188,143, 150,189,144, 150,191,146, 151,192,147, + 81,126, 69, 77,126, 72, 78,127, 75, 82,133, 76, 84,135, 75, 87,135, 77, 89,138, 82, 92,143, 86, 98,148, 90, 107,143, 96, 53, 65, 35, 20, 4, 0, 62, 28, 22, 101, 62, 54, 114, 78, 70, 156,124,118, 145,152,155, 132,146,140, 131,155,131, 130,165,121, 120,167,105, 119,170,102, 125,175,111, 132,179,123, 134,177,126, 139,179,131, 145,182,136, 148,184,140, 149,185,143, 149,187,145, 149,190,145, 148,192,145, + 77,124, 68, 75,122, 73, 77,125, 77, 81,131, 77, 84,135, 75, 88,134, 75, 90,138, 79, 92,143, 83, 93,144, 82, 104,142, 84, 70, 79, 36, 67, 45, 10, 130, 87, 54, 158,105, 72, 157,103, 72, 176,126, 98, 116,110,103, 109,107, 99, 116,126,109, 136,161,127, 123,163,108, 121,172,105, 118,170,106, 126,176,118, 131,177,125, 138,179,128, 144,182,132, 147,183,137, 148,183,143, 148,185,145, 148,188,146, 148,193,144, + 72,121, 67, 73,121, 73, 74,123, 77, 78,130, 77, 83,134, 74, 86,135, 73, 87,138, 76, 88,143, 80, 94,148, 81, 104,145, 83, 86, 99, 43, 102, 81, 30, 156,109, 57, 162,102, 48, 169,109, 57, 190,130, 84, 126,109, 83, 88, 74, 56, 88, 85, 70, 110,123, 99, 124,157,113, 114,162,103, 118,170,110, 125,175,121, 127,175,123, 136,178,125, 143,181,129, 146,182,135, 148,182,142, 149,183,146, 149,188,143, 149,192,141, + 70,119, 65, 69,119, 71, 71,122, 78, 74,127, 77, 81,132, 74, 84,135, 73, 84,138, 78, 82,141, 80, 83,143, 79, 99,146, 83, 93,111, 52, 93, 76, 19, 132, 88, 27, 159,100, 38, 178,115, 57, 182,119, 68, 135,111, 65, 84, 63, 32, 71, 58, 44, 82, 85, 69, 124,148,116, 117,159,111, 121,171,117, 120,171,121, 127,174,125, 133,177,124, 141,180,124, 146,182,130, 148,180,139, 149,182,145, 147,186,141, 147,191,138, + 67,117, 63, 69,119, 71, 71,122, 78, 74,127, 77, 78,132, 73, 84,137, 74, 82,139, 78, 79,141, 81, 80,145, 83, 95,146, 86, 105,126, 71, 91, 78, 22, 108, 67, 5, 145, 88, 26, 171,108, 50, 179,116, 66, 147,119, 59, 110, 83, 46, 72, 53, 38, 66, 64, 53, 100,121, 96, 119,159,117, 117,167,119, 119,168,122, 126,174,126, 133,178,122, 140,180,122, 145,181,127, 147,179,138, 147,180,143, 148,184,140, 147,189,134, + 67,115, 67, 68,114, 71, 75,121, 79, 77,124, 78, 76,125, 73, 85,136, 78, 81,137, 72, 82,140, 75, 83,143, 79, 86,141, 86, 94,136, 88, 77, 99, 51, 74, 70, 19, 119, 84, 28, 155, 93, 39, 171, 92, 41, 193,103, 49, 178,113, 52, 123, 89, 29, 77, 68, 25, 81, 87, 62, 117,142,116, 116,161,118, 116,172,113, 121,175,115, 133,177,124, 138,175,125, 141,177,130, 144,183,138, 139,182,137, 141,184,133, 145,188,131, + 66,115, 65, 68,116, 68, 71,118, 72, 79,125, 78, 80,128, 76, 82,132, 74, 78,133, 70, 83,141, 76, 80,140, 79, 84,142, 84, 90,139, 87, 89,121, 67, 88, 97, 41, 103, 84, 27, 117, 71, 17, 136, 75, 25, 171, 99, 45, 189,131, 72, 182,143, 88, 129,107, 66, 87, 78, 51, 95,106, 80, 125,159,118, 116,166,112, 121,174,117, 127,173,120, 135,173,123, 138,174,127, 140,176,132, 139,180,135, 140,182,134, 140,185,128, + 64,114, 60, 68,117, 65, 72,121, 71, 76,123, 74, 74,123, 69, 81,131, 73, 85,138, 75, 78,135, 72, 79,139, 78, 80,141, 83, 83,141, 83, 91,137, 78, 95,124, 61, 100,105, 44, 90, 73, 17, 94, 62, 13, 142,100, 47, 161,120, 65, 182,142, 90, 190,151,112, 114, 86, 56, 86, 78, 49, 124,138,102, 127,163,117, 125,170,121, 123,172,118, 132,177,121, 138,177,125, 137,174,128, 140,179,134, 139,181,133, 134,181,125, + 58,113, 56, 61,116, 61, 69,121, 67, 78,129, 72, 75,125, 67, 77,128, 66, 79,132, 69, 81,138, 77, 80,140, 80, 75,139, 79, 75,140, 78, 86,144, 79, 91,138, 70, 102,131, 68, 94,104, 51, 83, 83, 35, 101, 90, 38, 136,113, 63, 181,142, 97, 198,154,113, 156,118, 83, 112, 91, 59, 95, 94, 60, 103,119, 85, 127,160,116, 127,171,118, 126,176,118, 131,178,122, 136,176,128, 139,175,131, 140,179,133, 131,177,125, + 55,113, 58, 61,119, 64, 65,123, 65, 70,124, 64, 76,130, 65, 87,140, 73, 84,137, 70, 81,136, 73, 79,137, 78, 73,137, 77, 71,139, 74, 82,148, 77, 86,143, 74, 95,140, 77, 100,132, 77, 100,124, 76, 101,113, 65, 117,112, 67, 163,139, 97, 176,145,100, 161,135, 89, 178,162,120, 103, 93, 63, 64, 63, 35, 131,145,109, 138,171,120, 124,172,113, 123,174,116, 128,176,124, 129,171,124, 136,175,129, 135,176,125, + 59,115, 66, 60,117, 66, 64,122, 64, 71,126, 63, 84,139, 70, 119,175,100, 121,176,103, 90,144, 77, 74,130, 71, 78,138, 78, 72,138, 73, 74,141, 72, 82,145, 76, 85,139, 79, 94,140, 87, 99,140, 89, 96,121, 77, 111,122, 82, 151,149,108, 142,137, 88, 141,142, 86, 158,161,112, 122,120, 86, 84, 77, 50, 134,133, 99, 145,166,117, 129,170,112, 118,172,113, 120,175,120, 120,167,118, 134,172,124, 138,174,127, + 67,114, 75, 73,120, 74, 76,125, 73, 96,147, 87, 107,160, 87, 123,179, 98, 126,182,101, 94,149, 76, 73,128, 65, 77,135, 76, 73,136, 74, 72,136, 70, 80,143, 81, 82,140, 82, 86,141, 86, 75,127, 73, 58, 92, 51, 89,116, 77, 121,144,100, 133,160,104, 111,145, 80, 110,142, 85, 107,120, 82, 73, 71, 41, 114,108, 71, 133,145, 93, 132,165,108, 119,168,112, 116,171,116, 119,169,115, 128,169,118, 138,172,125, + 98,129, 98, 138,171,134, 135,170,126, 144,184,129, 144,189,120, 119,171, 88, 104,159, 72, 83,140, 61, 77,133, 68, 72,130, 71, 75,135, 74, 76,139, 77, 81,142, 84, 77,136, 85, 83,140, 89, 58,115, 60, 78,120, 79, 89,129, 88, 83,127, 80, 96,149, 86, 101,163, 93, 105,159, 99, 105,142, 96, 109,125, 84, 76, 79, 33, 107,115, 62, 131,154,100, 124,163,111, 116,167,110, 121,172,114, 124,169,113, 135,170,120, +165,182,155, 220,238,209, 209,231,196, 196,223,179, 167,204,142, 123,170, 91, 105,161, 72, 83,141, 60, 73,133, 63, 75,135, 71, 74,135, 71, 75,138, 76, 81,140, 89, 79,135, 92, 73,128, 81, 71,129, 75, 90,138, 96, 77,128, 84, 77,133, 80, 86,152, 87, 87,159, 89, 86,155, 94, 96,154,100, 116,155,103, 105,129, 71, 70, 84, 26, 98,114, 61, 127,156,107, 118,163,106, 117,168,106, 124,170,111, 135,171,117, +194,203,177, 229,241,213, 228,242,214, 232,249,216, 201,230,181, 115,159, 88, 100,155, 70, 88,147, 66, 74,134, 64, 76,137, 71, 74,137, 68, 79,138, 77, 78,132, 85, 74,125, 88, 83,134, 96, 81,135, 88, 77,130, 86, 79,134, 87, 83,144, 88, 85,151, 86, 81,152, 86, 81,151, 90, 84,152, 93, 95,155, 91, 117,161, 92, 105,130, 68, 79, 94, 43, 118,142, 94, 128,169,112, 123,174,107, 121,166,103, 135,172,116, +177,189,159, 210,222,194, 225,238,214, 230,244,220, 207,232,194, 144,182,122, 121,173, 96, 95,152, 77, 73,132, 64, 78,136, 71, 76,136, 66, 81,136, 73, 85,131, 88, 88,127,101, 109,149,121, 89,133, 94, 71,126, 79, 83,140, 89, 89,151, 91, 89,150, 86, 87,147, 86, 83,149, 90, 83,153, 92, 89,159, 88, 104,161, 86, 125,163, 97, 124,148, 94, 120,146, 98, 122,161,105, 119,165, 99, 125,167,102, 135,167,108, +158,178,143, 148,166,135, 193,209,185, 230,244,226, 210,232,204, 189,223,176, 148,194,128, 96,148, 84, 86,137, 79, 86,138, 78, 87,138, 70, 94,139, 76, 75,110, 70, 71, 97, 79, 111,137,119, 111,141,112, 75,132, 81, 84,142, 87, 89,148, 87, 91,148, 87, 92,148, 89, 91,149, 91, 89,155, 90, 92,163, 90, 99,163, 87, 118,168, 98, 146,184,126, 125,161,107, 114,157,100, 140,185,122, 145,182,118, 135,163,103, +161,191,150, 101,127, 91, 156,175,150, 226,239,223, 210,227,206, 222,249,210, 184,220,168, 123,161,111, 139,178,133, 134,175,124, 116,157, 95, 121,157, 97, 77,101, 66, 74, 91, 78, 98,114,103, 97,116, 95, 82,138, 85, 86,144, 85, 90,147, 84, 93,147, 87, 95,148, 91, 93,148, 91, 91,152, 88, 96,160, 88, 99,162, 88, 107,163, 92, 131,181,117, 122,168,109, 121,166,109, 156,197,139, 170,204,143, 159,188,125, +182,215,171, 153,180,141, 188,207,180, 225,235,218, 204,215,195, 216,233,200, 206,230,188, 175,201,165, 200,225,197, 199,225,189, 155,186,131, 154,183,128, 101,120, 87, 105,116,106, 102,113,105, 80, 96, 78, 80,141, 85, 86,146, 85, 92,149, 86, 92,149, 88, 94,149, 92, 93,151, 92, 93,154, 88, 94,155, 87, 98,158, 88, 100,158, 87, 116,172,101, 116,167,100, 138,181,124, 177,216,161, 174,209,152, 148,184,118, +193,223,182, 203,229,189, 214,229,198, 232,236,217, 233,234,214, 233,239,208, 220,232,196, 214,227,203, 222,235,221, 207,223,199, 148,169,124, 144,166,117, 113,128,100, 111,122,114, 128,140,134, 118,137,118, 79,145, 86, 85,148, 86, 91,151, 87, 95,151, 92, 93,152, 94, 93,156, 94, 95,157, 91, 96,154, 89, 97,155, 90, 107,167, 97, 113,172, 97, 122,172,102, 143,182,126, 183,218,168, 140,179,123, 116,163, 95, +176,203,163, 210,231,192, 219,230,198, 233,232,212, 234,229,208, 230,230,200, 211,216,185, 218,222,203, 223,227,221, 222,232,215, 167,185,144, 125,145, 98, 81, 96, 68, 59, 69, 63, 120,134,128, 140,160,141, 84,154, 93, 83,148, 86, 89,149, 85, 95,153, 94, 94,156, 96, 91,156, 94, 93,157, 91, 93,153, 89, 114,171,110, 118,178,108, 111,169, 91, 115,163, 91, 158,193,137, 160,192,145, 109,151, 96, 100,155, 86, +}; diff --git a/components/TinyMaix/examples/cifar10/pic/pic3.h b/components/TinyMaix/examples/cifar10/pic/pic3.h new file mode 100644 index 00000000..0ce7bb62 --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/pic3.h @@ -0,0 +1,34 @@ +const unsigned char pic[32*32*3]={\ + 67, 41, 27, 61, 38, 22, 62, 46, 23, 86, 77, 44, 86, 86, 50, 91, 96, 65, 103,110, 89, 134,140,123, 148,149,133, 135,127,114, 146,128,117, 192,168,148, 159,135, 99, 169,144,102, 175,145,118, 181,144,136, 208,176,165, 184,150,137, 165,136,121, 134,119,100, 128,128,110, 219,223,212, 204,196,196, 180,163,167, 193,179,180, 144,142,132, 129,132,117, 73, 64, 55, 91, 66, 70, 109, 79, 90, 114,102,108, 95,100, 99, + 54, 40, 18, 60, 46, 24, 67, 53, 30, 86, 78, 48, 97, 94, 63, 87, 88, 62, 95, 97, 77, 117,119,100, 112,112, 94, 114,107, 92, 109, 97, 85, 149,134,118, 157,144,118, 150,139,111, 149,133,121, 113, 93, 98, 123,104,101, 111, 88, 86, 137,115,110, 129,119,109, 158,159,149, 242,246,240, 235,229,230, 195,180,184, 172,160,160, 145,144,134, 128,132,120, 131,127,122, 121,101,106, 94, 70, 82, 131,120,128, 123,127,128, + 57, 53, 25, 67, 60, 35, 63, 56, 31, 70, 63, 36, 79, 75, 47, 76, 74, 50, 80, 79, 58, 80, 79, 59, 98, 94, 75, 127,122,107, 109,102, 93, 133,130,122, 143,147,136, 125,132,125, 123,129,136, 117,121,140, 138,137,141, 105, 95,101, 118,104,108, 86, 78, 79, 106,107,105, 222,224,224, 204,199,201, 183,169,171, 126,114,110, 112,111, 97, 100,103, 88, 134,131,123, 127,113,117, 99, 82, 93, 115,105,111, 116,116,116, + 51, 52, 26, 56, 55, 29, 55, 49, 26, 59, 53, 30, 57, 51, 28, 71, 67, 43, 75, 73, 49, 66, 61, 40, 97, 89, 72, 129,120,110, 93, 88, 87, 115,116,120, 108,118,125, 103,120,129, 109,128,141, 126,143,162, 154,162,162, 169,167,173, 145,136,146, 68, 59, 69, 73, 71, 77, 134,135,139, 196,193,195, 133,121,121, 112,100, 90, 132,125,106, 125,121,102, 144,140,129, 192,180,180, 170,155,159, 131,121,121, 80, 77, 69, + 49, 48, 28, 47, 43, 24, 54, 47, 28, 55, 48, 29, 51, 45, 26, 64, 62, 38, 75, 74, 48, 83, 78, 57, 118,107, 93, 162,147,144, 124,113,116, 138,134,146, 106,110,128, 91,104,120, 108,123,132, 169,186,189, 206,212,207, 227,224,226, 201,192,202, 100, 91,104, 56, 54, 66, 91, 93,103, 147,150,155, 79, 75, 74, 111,102, 92, 177,167,149, 173,166,146, 188,180,167, 239,230,226, 241,231,231, 163,154,150, 90, 84, 73, + 44, 39, 24, 46, 37, 23, 55, 44, 30, 45, 35, 25, 54, 48, 35, 62, 60, 42, 75, 74, 53, 99, 93, 74, 137,123,111, 166,147,142, 135,120,118, 151,140,148, 99, 92,107, 101, 97,109, 93, 91, 90, 159,159,145, 200,198,190, 214,209,208, 201,192,202, 112,105,120, 69, 69, 83, 85, 91,102, 148,157,166, 88, 93, 96, 80, 77, 72, 183,177,164, 178,170,157, 189,184,175, 246,242,241, 254,252,252, 169,166,162, 132,130,120, + 50, 41, 27, 56, 45, 31, 63, 48, 39, 53, 38, 35, 60, 51, 48, 57, 55, 45, 65, 65, 47, 85, 79, 60, 108, 94, 76, 128,108, 90, 133,116, 97, 187,170,161, 120,103,106, 133,112,120, 121,102, 95, 132,111, 89, 220,208,202, 248,236,236, 184,174,180, 96, 87, 97, 62, 58, 64, 63, 66, 70, 149,156,159, 101,109,109, 72, 75, 73, 108,104, 99, 104, 98, 93, 140,136,135, 226,229,233, 250,254,255, 197,202,201, 123,123,117, + 49, 39, 22, 51, 38, 22, 56, 41, 32, 63, 48, 46, 60, 49, 51, 59, 55, 50, 77, 77, 61, 104, 98, 75, 133,121, 93, 149,133, 97, 130,113, 74, 188,172,143, 127,104, 96, 92, 63, 66, 137,105,100, 160,127,108, 207,184,182, 218,198,197, 160,145,143, 116,100, 93, 135,119,106, 137,125,107, 147,140,123, 106,104, 93, 66, 64, 56, 52, 48, 43, 45, 38, 35, 72, 67, 68, 170,173,177, 247,252,255, 203,205,205, 163,160,155, + 43, 34, 20, 49, 39, 22, 46, 32, 20, 52, 37, 34, 50, 38, 36, 62, 57, 48, 63, 62, 42, 84, 77, 50, 133,121, 87, 140,125, 79, 115,101, 49, 176,160,118, 168,143,127, 79, 47, 48, 111, 75, 75, 127, 92, 79, 122, 91, 94, 137,112,110, 140,118,107, 131,107, 85, 184,154,119, 193,161,120, 187,161,124, 114,100, 72, 60, 50, 32, 50, 42, 29, 41, 34, 25, 59, 55, 50, 147,145,144, 246,247,245, 189,185,180, 222,213,204, + 34, 25, 15, 34, 25, 12, 33, 21, 9, 37, 25, 15, 30, 21, 11, 31, 27, 9, 47, 43, 18, 84, 79, 48, 145,133, 97, 155,140, 94, 140,123, 72, 171,151,110, 178,153,133, 134,103,100, 126, 92, 92, 121, 88, 79, 111, 78, 85, 106, 79, 82, 116, 94, 83, 139,112, 85, 201,166,123, 198,156,109, 203,168,125, 112, 89, 57, 45, 34, 12, 36, 29, 14, 34, 31, 17, 47, 45, 35, 110,107,102, 221,216,213, 183,174,170, 186,172,166, + 30, 18, 12, 24, 14, 4, 27, 15, 3, 34, 22, 10, 32, 23, 9, 31, 24, 5, 51, 45, 22, 90, 83, 56, 111,100, 68, 144,128, 91, 153,134, 91, 173,147,110, 172,139,119, 167,131,123, 154,119,115, 136,104, 98, 112, 85, 95, 93, 70, 78, 75, 57, 56, 116, 95, 80, 187,157,128, 175,140,106, 154,124, 95, 103, 86, 67, 35, 29, 16, 17, 16, 6, 24, 25, 15, 39, 40, 30, 78, 78, 72, 147,143,142, 116,108,109, 109, 96, 98, + 43, 30, 22, 29, 17, 7, 24, 12, 0, 27, 15, 3, 30, 18, 6, 38, 26, 14, 50, 42, 25, 66, 59, 39, 83, 74, 47, 151,138,106, 141,117, 81, 183,150,117, 196,155,132, 183,141,128, 158,119,111, 126, 92, 86, 101, 78, 83, 68, 50, 57, 52, 38, 44, 87, 73, 74, 142,123,115, 100, 78, 66, 79, 62, 53, 68, 61, 58, 33, 33, 33, 17, 23, 18, 38, 41, 32, 59, 60, 50, 59, 60, 51, 89, 87, 86, 75, 68, 71, 94, 84, 90, + 43, 30, 16, 33, 19, 7, 29, 17, 7, 36, 20, 13, 38, 22, 15, 56, 40, 34, 60, 49, 41, 60, 53, 38, 80, 76, 52, 124,114, 84, 117, 93, 63, 178,138,109, 217,170,143, 225,178,157, 147,104, 95, 91, 53, 51, 85, 61, 55, 66, 45, 47, 46, 32, 38, 85, 72, 80, 118,107,110, 58, 48, 48, 36, 30, 31, 36, 35, 39, 44, 45, 49, 32, 33, 31, 49, 49, 37, 66, 66, 50, 52, 50, 39, 95, 92, 84, 115,108,105, 159,149,149, + 40, 25, 9, 34, 21, 7, 35, 23, 13, 42, 27, 18, 40, 23, 14, 53, 36, 27, 56, 44, 32, 55, 51, 32, 70, 71, 45, 86, 79, 52, 76, 52, 28, 161,119, 96, 222,170,147, 236,189,167, 152,114,102, 64, 32, 33, 94, 74, 57, 63, 44, 37, 42, 22, 27, 59, 44, 52, 55, 43, 49, 32, 26, 27, 31, 26, 27, 35, 32, 34, 38, 33, 35, 26, 17, 14, 34, 25, 15, 47, 39, 22, 49, 42, 25, 65, 58, 43, 85, 77, 64, 137,128,115, + 36, 22, 10, 34, 22, 12, 37, 25, 15, 43, 30, 14, 51, 36, 17, 55, 41, 19, 55, 47, 24, 61, 63, 34, 64, 70, 39, 66, 62, 38, 60, 37, 22, 151,106, 95, 239,189,171, 226,183,162, 116, 86, 75, 59, 38, 40, 79, 64, 48, 61, 42, 37, 50, 30, 35, 33, 14, 23, 26, 12, 16, 13, 7, 2, 11, 7, 2, 28, 23, 20, 37, 25, 25, 30, 15, 13, 28, 15, 7, 35, 26, 13, 44, 39, 24, 28, 24, 6, 56, 50, 31, 119,112, 92, + 32, 16, 9, 37, 23, 17, 43, 33, 23, 57, 46, 26, 81, 69, 41, 74, 61, 29, 59, 52, 19, 58, 62, 26, 43, 53, 17, 38, 37, 16, 63, 39, 33, 167,121,120, 255,205,193, 196,159,139, 75, 53, 41, 54, 44, 44, 68, 62, 49, 55, 42, 40, 41, 22, 31, 38, 18, 30, 18, 5, 7, 14, 8, 1, 9, 7, 0, 12, 3, 0, 28, 14, 15, 37, 19, 20, 30, 15, 13, 50, 40, 33, 40, 38, 27, 30, 30, 14, 52, 49, 28, 100, 96, 71, + 29, 14, 5, 39, 22, 13, 42, 27, 18, 55, 47, 30, 77, 71, 48, 65, 54, 26, 62, 49, 23, 54, 46, 29, 33, 32, 22, 26, 20, 13, 78, 59, 46, 184,148,130, 244,205,183, 209,177,164, 102, 78, 80, 82, 62, 75, 101, 85, 86, 70, 49, 51, 51, 29, 31, 35, 18, 21, 18, 11, 14, 4, 3, 5, 3, 0, 4, 10, 3, 8, 12, 3, 6, 21, 16, 15, 16, 13, 8, 32, 27, 18, 42, 33, 23, 32, 24, 11, 35, 36, 20, 72, 82, 65, + 39, 20, 12, 34, 15, 7, 39, 21, 14, 39, 30, 17, 41, 34, 15, 48, 37, 15, 60, 48, 30, 42, 33, 23, 26, 23, 19, 24, 18, 13, 96, 71, 61, 192,150,131, 219,173,149, 231,189,170, 172,136,130, 116, 82, 88, 94, 74, 69, 70, 47, 45, 49, 28, 27, 42, 26, 27, 20, 11, 14, 8, 1, 6, 12, 2, 8, 10, 0, 2, 8, 0, 1, 17, 12, 9, 21, 18, 13, 34, 29, 20, 34, 23, 15, 28, 15, 7, 29, 22, 13, 44, 43, 33, + 36, 17, 9, 32, 13, 6, 35, 16, 11, 35, 24, 16, 34, 27, 12, 41, 31, 14, 49, 36, 22, 40, 30, 23, 33, 28, 27, 31, 19, 17, 108, 78, 67, 191,141,119, 184,128, 99, 197,141,116, 205,154,138, 163,113,107, 111, 81, 70, 66, 39, 29, 42, 22, 17, 52, 38, 39, 32, 21, 24, 14, 2, 8, 18, 2, 9, 19, 2, 5, 17, 5, 3, 10, 7, 0, 17, 16, 6, 28, 23, 14, 29, 15, 9, 26, 7, 4, 23, 8, 6, 30, 17, 15, + 22, 6, 0, 31, 15, 9, 30, 16, 10, 23, 14, 5, 29, 22, 7, 45, 35, 18, 41, 28, 14, 34, 23, 15, 41, 32, 28, 44, 28, 22, 149,114,100, 206,152,127, 175,114, 82, 155, 95, 65, 191,134,113, 205,149,138, 167,115,102, 78, 40, 28, 50, 28, 22, 57, 47, 47, 28, 22, 27, 12, 1, 9, 20, 3, 7, 22, 4, 5, 23, 8, 5, 13, 6, 0, 20, 15, 6, 28, 18, 11, 31, 16, 13, 30, 9, 11, 26, 7, 10, 28, 11, 14, + 21, 11, 4, 23, 12, 8, 28, 17, 13, 25, 18, 9, 24, 19, 4, 47, 37, 19, 47, 31, 14, 33, 20, 6, 36, 26, 16, 56, 38, 27, 188,152,134, 219,165,140, 179,119, 89, 142, 86, 57, 150, 97, 77, 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26, 11, 15, 34, 15, 20, 41, 25, 24, 50, 39, 33, 64, 44, 40, 76, 36, 40, 75, 44, 55, 85, 75, 89,108, 49, 50, 64, 60, 49, 57, + 85, 77, 87, 84, 73, 83, 80, 66, 77, 84, 75, 85, 81, 74, 81, 75, 64, 72, 72, 58, 64, 57, 45, 51, 48, 39, 42, 49, 38, 40, 55, 34, 32, 60, 30, 25, 120, 87, 78, 218,186,175, 210,174,164, 129, 86, 77, 92, 56, 46, 192,160,155, 171,145,151, 88, 71, 85, 35, 28, 49, 26, 30, 54, 26, 34, 57, 33, 35, 59, 70, 59, 85, 110, 90,119, 108, 87,119, 112,102,132, 148,150,174, 78, 85,102, 39, 40, 50, 54, 48, 53, + 84, 72, 78, 91, 75, 82, 95, 78, 87, 100, 87, 95, 70, 61, 71, 51, 41, 53, 62, 50, 62, 67, 57, 69, 67, 61, 72, 63, 58, 67, 64, 52, 58, 80, 60, 65, 95, 73, 75, 152,131,130, 193,165,165, 112, 78, 78, 73, 40, 37, 164,131,135, 122, 92,105, 63, 43, 62, 47, 36, 62, 44, 45, 71, 49, 50, 76, 63, 57, 80, 150,132,155, 192,163,188, 182,156,179, 194,180,198, 160,157,172, 50, 52, 60, 41, 40, 44, 58, 51, 54, + 98, 80, 81, 79, 57, 59, 75, 53, 58, 88, 71, 80, 68, 58, 70, 60, 50, 67, 70, 59, 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62, 65, 101, 68, 75, 97, 72, 82, 66, 52, 63, 42, 34, 45, 36, 28, 39, 28, 20, 30, 40, 32, 42, 46, 38, 48, + 59, 49, 42, 43, 27, 21, 52, 33, 28, 49, 32, 29, 44, 31, 29, 54, 38, 39, 56, 38, 39, 42, 24, 23, 36, 23, 21, 50, 38, 36, 38, 23, 21, 42, 21, 23, 49, 28, 30, 59, 39, 38, 72, 44, 43, 96, 61, 58, 81, 45, 45, 73, 38, 34, 98, 69, 60, 62, 43, 28, 45, 35, 17, 54, 44, 27, 111, 89, 78, 97, 64, 61, 81, 45, 51, 56, 29, 39, 40, 23, 36, 49, 40, 53, 31, 21, 37, 26, 16, 32, 41, 36, 51, 42, 42, 56, +}; diff --git a/components/TinyMaix/examples/cifar10/pic/pic4.h b/components/TinyMaix/examples/cifar10/pic/pic4.h new file mode 100644 index 00000000..352662fd --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/pic4.h @@ -0,0 +1,34 @@ +const unsigned char pic[32*32*3]={\ + 55, 72, 63, 47, 68, 59, 66, 84, 77, 86, 95, 92, 84, 89, 88, 89,101,103, 90,111,113, 84,109,111, 91,110,115, 89,101,107, 83, 98,101, 90,103,105, 72, 77, 80, 85, 84, 86, 89, 94, 93, 82, 95, 93, 84,112,106, 73, 99, 93, 59, 83, 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66, 56, 81, 84, 75, 123,124,115, 120,124,113, 66, 79, 63, 52, 78, 55, 46, 78, 53, 53, 82, 59, 50, 72, 53, 67, 77, 64, 73, 77, 66, + 72, 78, 73, 60, 64, 59, 63, 62, 58, 68, 65, 61, 89, 83, 78, 85, 79, 74, 68, 64, 59, 50, 50, 44, 56, 60, 54, 70, 77, 70, 48, 56, 49, 41, 49, 42, 88, 92, 86, 137,137,131, 104,100, 95, 99, 92, 89, 72, 94, 75, 40, 62, 43, 40, 67, 47, 37, 69, 45, 45, 73, 50, 61, 76, 55, 70, 72, 53, 110,112, 93, 109,125,102, 52, 78, 54, 53, 83, 58, 49, 81, 56, 53, 85, 60, 50, 83, 56, 52, 79, 53, 61, 80, 55, + 65, 72, 67, 56, 62, 57, 54, 55, 51, 66, 63, 59, 96, 92, 87, 94, 90, 85, 65, 62, 57, 42, 42, 36, 54, 58, 52, 59, 68, 58, 50, 61, 51, 51, 60, 50, 63, 67, 61, 116,116,110, 116,112,107, 111,105,100, 81,102, 80, 56, 79, 57, 48, 74, 51, 44, 76, 52, 46, 74, 51, 53, 68, 47, 72, 74, 55, 105,107, 88, 98,114, 91, 49, 75, 51, 52, 82, 57, 45, 77, 52, 46, 79, 52, 45, 78, 51, 53, 80, 54, 65, 84, 59, + 78, 85, 80, 74, 80, 75, 59, 63, 58, 60, 60, 54, 95, 92, 87, 108,105,100, 86, 87, 78, 68, 73, 64, 54, 63, 53, 48, 60, 48, 47, 59, 47, 42, 54, 42, 49, 57, 46, 81, 85, 74, 106,105, 95, 120,115,106, 73, 94, 72, 53, 74, 52, 56, 82, 59, 49, 78, 55, 46, 74, 51, 58, 73, 52, 74, 76, 57, 111,113, 94, 91,106, 85, 49, 75, 51, 53, 83, 58, 49, 80, 53, 48, 81, 54, 50, 83, 56, 59, 86, 60, 66, 88, 60, + 57, 67, 61, 67, 74, 69, 59, 66, 59, 59, 61, 55, 85, 87, 81, 101,104, 95, 83, 89, 78, 68, 76, 65, 48, 61, 47, 51, 66, 52, 49, 66, 52, 35, 50, 36, 53, 64, 48, 87, 92, 77, 106,106, 92, 120,119,105, 67, 89, 65, 62, 84, 60, 58, 84, 60, 58, 88, 63, 52, 80, 57, 56, 71, 50, 80, 84, 65, 108,112, 93, 91,108, 87, 54, 83, 58, 59, 89, 64, 57, 88, 61, 56, 89, 62, 56, 90, 60, 61, 91, 62, 66, 88, 60, + 59, 70, 62, 59, 70, 62, 55, 63, 56, 54, 62, 52, 70, 75, 66, 80, 88, 77, 69, 79, 66, 57, 70, 56, 47, 65, 48, 43, 62, 45, 49, 68, 49, 53, 69, 51, 58, 70, 52, 95,103, 86, 100,101, 85, 120,120,104, 59, 81, 56, 59, 81, 56, 53, 80, 54, 53, 83, 58, 52, 81, 56, 61, 76, 55, 92, 96, 77, 122,128,109, 89,106, 85, 55, 84, 59, 57, 87, 62, 57, 88, 61, 53, 87, 57, 50, 84, 54, 56, 87, 56, 63, 87, 57, + 46, 60, 49, 43, 54, 44, 48, 60, 48, 57, 67, 55, 67, 77, 64, 69, 80, 64, 63, 76, 60, 56, 75, 56, 47, 68, 46, 48, 71, 49, 58, 79, 57, 52, 71, 50, 54, 70, 47, 98,107, 86, 100,105, 84, 119,120,100, 69, 92, 64, 64, 87, 59, 59, 84, 56, 45, 76, 49, 46, 75, 50, 59, 77, 54, 86, 92, 73, 127,136,116, 87,107, 84, 57, 86, 61, 55, 86, 59, 59, 90, 61, 57, 91, 61, 55, 89, 58, 63, 96, 62, 70, 97, 64, + 50, 65, 51, 46, 61, 47, 54, 67, 51, 56, 69, 53, 62, 76, 58, 58, 72, 54, 53, 72, 51, 53, 75, 51, 45, 69, 45, 43, 67, 43, 49, 73, 49, 47, 68, 43, 59, 75, 51, 86, 95, 74, 91, 96, 75, 121,123,103, 68, 92, 62, 73, 97, 67, 56, 81, 53, 47, 78, 49, 51, 80, 54, 57, 75, 52, 89, 98, 77, 127,139,117, 78,100, 76, 52, 82, 57, 52, 83, 56, 60, 91, 62, 62, 94, 63, 59, 94, 60, 65, 98, 63, 69, 99, 64, + 45, 61, 43, 47, 64, 43, 54, 71, 50, 49, 66, 45, 59, 77, 54, 59, 77, 54, 56, 77, 52, 53, 75, 50, 52, 77, 51, 50, 75, 47, 49, 74, 48, 58, 79, 54, 63, 79, 55, 89, 99, 76, 88, 94, 71, 112,114, 94, 55, 79, 47, 60, 84, 52, 57, 83, 53, 46, 78, 47, 53, 83, 54, 61, 82, 57, 82, 95, 71, 127,140,118, 72, 97, 71, 59, 90, 63, 64, 95, 66, 73,104, 73, 70,103, 69, 61, 97, 61, 65,101, 65, 68,101, 64, + 49, 68, 43, 53, 72, 47, 58, 77, 52, 50, 69, 42, 56, 75, 48, 62, 84, 56, 63, 87, 57, 63, 89, 59, 58, 84, 54, 53, 79, 49, 70, 93, 65, 65, 87, 59, 60, 76, 52, 96,106, 83, 78, 85, 64, 100,102, 82, 59, 84, 50, 65, 89, 57, 59, 86, 53, 53, 85, 54, 54, 86, 55, 54, 77, 49, 75, 89, 65, 111,127,103, 63, 90, 64, 60, 94, 64, 69,100, 71, 76,107, 76, 75,108, 74, 68,106, 70, 64,101, 63, 59, 93, 56, + 51, 71, 42, 60, 80, 51, 62, 82, 53, 59, 80, 48, 62, 85, 53, 69, 92, 60, 63, 87, 55, 57, 84, 51, 67, 94, 61, 62, 88, 58, 66, 90, 60, 59, 81, 53, 65, 81, 57, 95,108, 84, 60, 67, 46, 94, 99, 78, 61, 88, 54, 65, 90, 56, 56, 85, 52, 51, 84, 50, 47, 79, 48, 61, 87, 57, 80, 97, 70, 95,114, 87, 57, 87, 58, 58, 95, 63, 69,101, 70, 74,105, 72, 72,105, 70, 69,105, 69, 64,103, 65, 64, 98, 61, + 54, 77, 45, 68, 91, 59, 67, 91, 57, 64, 88, 54, 62, 86, 52, 66, 91, 57, 63, 90, 56, 61, 88, 54, 57, 84, 50, 60, 87, 54, 59, 83, 53, 60, 82, 53, 66, 83, 56, 103,117, 93, 58, 67, 46, 98,105, 84, 57, 84, 50, 68, 95, 61, 62, 92, 57, 60, 93, 58, 56, 91, 57, 71, 98, 65, 73, 94, 62, 75, 99, 69, 62, 95, 61, 57, 94, 60, 69,102, 68, 82,112, 77, 78,110, 75, 67,104, 66, 61,100, 62, 66,103, 65, + 63, 87, 53, 69, 93, 59, 59, 83, 49, 57, 83, 47, 59, 85, 49, 64, 90, 54, 63, 91, 55, 60, 88, 52, 60, 88, 52, 59, 86, 52, 60, 84, 52, 61, 83, 54, 75, 94, 67, 97,114, 87, 62, 76, 52, 104,117, 93, 61, 91, 56, 67, 97, 62, 66, 96, 61, 66,102, 66, 70,106, 70, 74,104, 69, 71, 96, 62, 72, 99, 65, 63, 99, 63, 65,106, 69, 77,110, 75, 79,109, 74, 74,107, 70, 70,107, 69, 66,105, 67, 64,101, 63, + 57, 82, 48, 60, 85, 51, 58, 83, 49, 54, 82, 46, 53, 81, 45, 51, 79, 43, 61, 90, 51, 64, 92, 56, 61, 89, 53, 58, 86, 50, 58, 85, 51, 61, 85, 53, 95,117, 88, 81,100, 73, 67, 84, 57, 114,130,106, 68,100, 65, 61, 91, 56, 66, 98, 63, 72,108, 72, 75,114, 76, 77,110, 73, 80,108, 72, 71,102, 65, 63,102, 64, 60,101, 63, 69,103, 66, 76,107, 70, 74,105, 68, 68,105, 67, 72,111, 73, 79,118, 80, + 60, 87, 54, 53, 80, 47, 54, 81, 47, 56, 83, 49, 59, 87, 51, 57, 88, 51, 65, 96, 57, 64, 95, 56, 69,100, 61, 68, 96, 60, 63, 91, 55, 67, 92, 58, 77,101, 69, 65, 87, 58, 73, 95, 66, 110,132,103, 67, 99, 64, 64, 96, 61, 71,103, 68, 69,108, 70, 76,115, 77, 76,110, 73, 81,110, 71, 73,107, 67, 69,109, 68, 67,109, 68, 70,105, 65, 70, 98, 62, 69,100, 63, 71,108, 70, 69,110, 72, 65,104, 66, + 60, 88, 58, 54, 83, 50, 63, 92, 59, 67, 97, 62, 61, 92, 55, 63, 94, 57, 71,102, 63, 71,102, 63, 71,102, 63, 69,100, 61, 65, 93, 57, 65, 93, 57, 53, 80, 46, 70, 94, 62, 93,117, 85, 106,130, 98, 67,100, 65, 75,107, 72, 76,109, 74, 67,106, 68, 74,115, 77, 77,112, 72, 80,111, 72, 84,118, 77, 67,110, 67, 58,102, 61, 64, 99, 59, 74,103, 64, 75,106, 69, 71,108, 70, 66,107, 69, 67,105, 69, + 62, 90, 60, 56, 84, 54, 68, 97, 64, 76,106, 71, 67, 97, 62, 73,104, 67, 72,103, 64, 66, 97, 58, 70,101, 62, 69,100, 61, 73,104, 65, 73,101, 65, 74,101, 67, 80,107, 73, 90,117, 84, 77,104, 71, 66, 99, 64, 73,105, 70, 80,114, 77, 81,120, 82, 82,124, 83, 85,122, 82, 88,120, 79, 82,118, 76, 71,114, 71, 67,112, 69, 74,109, 69, 77,106, 67, 70,101, 64, 63,100, 62, 62,103, 66, 67,105, 69, +}; diff --git a/components/TinyMaix/examples/cifar10/pic/pic5.h b/components/TinyMaix/examples/cifar10/pic/pic5.h new file mode 100644 index 00000000..6bb7b4a5 --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/pic5.h @@ -0,0 +1,34 @@ +const unsigned char pic[32*32*3]={\ +105,110, 41, 111,109, 44, 121,110, 48, 131,116, 53, 131,120, 52, 129,123, 50, 127,127, 51, 126,123, 49, 132,124, 54, 139,124, 55, 147,132, 60, 141,131, 54, 134,128, 51, 123,114, 46, 132,120, 62, 135,118, 69, 147,133, 51, 144,136, 59, 138,129, 61, 138,123, 60, 144,125, 64, 146,131, 68, 141,134, 65, 135,125, 55, 143,127, 58, 149,129, 58, 150,136, 64, 133,124, 50, 132,117, 48, 125,104, 42, 132,111, 56, 133,118, 69, +105,106, 44, 111,108, 47, 123,112, 52, 127,115, 51, 124,115, 47, 120,119, 45, 117,121, 45, 119,121, 45, 128,123, 48, 131,121, 44, 129,118, 38, 136,126, 42, 136,125, 43, 139,126, 50, 133,116, 49, 144,123, 62, 140,124, 65, 134,123, 66, 141,131, 83, 159,143,100, 156,137, 94, 150,135, 86, 131,122, 65, 137,126, 66, 146,125, 64, 150,126, 66, 149,131, 68, 136,122, 56, 137,119, 56, 143,119, 61, 146,123, 73, 132,114, 67, +103,106, 44, 108,106, 42, 118,112, 47, 120,111, 43, 114,108, 37, 110,109, 35, 109,111, 35, 119,119, 43, 131,127, 48, 136,127, 47, 129,118, 34, 139,125, 42, 140,128, 46, 137,123, 47, 139,123, 54, 146,126, 61, 139,121, 84, 170,157,125, 205,193,169, 213,199,177, 218,198,173, 201,184,151, 140,129, 85, 136,122, 70, 154,130, 78, 154,126, 72, 146,123, 67, 143,125, 66, 141,121, 63, 147,122, 66, 148,124, 72, 129,110, 59, +109,115, 44, 106,111, 36, 115,115, 37, 115,111, 32, 112,105, 26, 110,101, 27, 113,104, 31, 132,120, 48, 140,127, 53, 139,123, 47, 144,125, 50, 139,121, 50, 143,125, 60, 135,119, 60, 137,124, 68, 171,159,105, 200,183,156, 215,204,182, 213,204,190, 200,188,176, 201,187,169, 210,199,169, 194,185,142, 134,120, 68, 164,140, 86, 164,137, 81, 150,127, 71, 152,132, 74, 144,125, 64, 145,121, 61, 147,126, 65, 139,124, 62, +116,121, 46, 113,119, 38, 118,121, 35, 115,113, 25, 116,108, 25, 121,106, 33, 127,108, 41, 142,123, 56, 140,121, 53, 144,123, 55, 144,122, 57, 146,121, 65, 140,117, 69, 165,145,104, 205,190,151, 226,215,177, 227,211,182, 217,206,184, 218,211,196, 208,200,187, 187,180,161, 181,173,143, 177,171,126, 143,129, 76, 153,130, 74, 167,140, 84, 158,134, 80, 160,141, 84, 153,133, 75, 146,125, 64, 143,125, 62, 141,126, 63, +115,110, 41, 119,116, 42, 119,118, 37, 114,110, 27, 118,111, 32, 130,115, 46, 132,116, 50, 140,123, 60, 133,117, 51, 143,126, 59, 144,121, 59, 144,113, 60, 191,158,113, 217,186,147, 197,174,136, 192,173,135, 207,187,156, 220,207,181, 206,198,181, 214,206,193, 216,208,191, 186,179,152, 162,153,115, 152,137, 91, 152,129, 81, 166,137, 92, 158,134, 88, 159,139, 91, 154,134, 86, 144,123, 72, 135,117, 64, 139,123, 70, +114,101, 45, 119,110, 47, 114,110, 39, 108,108, 32, 114,111, 37, 121,114, 45, 121,113, 46, 123,115, 48, 119,113, 42, 133,124, 51, 148,127, 59, 166,133, 70, 204,163,108, 193,150, 99, 168,131, 81, 165,132, 82, 159,130, 99, 196,172,148, 208,192,176, 205,193,183, 214,204,194, 216,206,188, 188,175,149, 159,139,108, 158,131, 97, 169,141,107, 174,148,112, 175,154,116, 169,150,112, 157,136, 98, 141,120, 82, 135,116, 79, +117,108, 51, 116,110, 51, 106,107, 41, 105,108, 36, 110,111, 39, 109,105, 34, 109,102, 33, 112,106, 35, 118,111, 38, 137,124, 50, 157,133, 61, 173,134, 66, 172,126, 62, 171,121, 61, 150,105, 48, 158,117, 62, 162,124, 89, 192,160,131, 208,183,163, 204,185,172, 205,191,179, 210,197,183, 225,209,192, 200,179,157, 173,147,123, 183,156,129, 183,161,126, 171,152,114, 166,148,107, 171,152,114, 166,146,111, 156,135,104, +122,117, 54, 110,111, 45, 103,106, 37, 108,111, 39, 114,114, 38, 116,110, 35, 114,102, 30, 127,112, 43, 125,108, 41, 145,123, 58, 151,118, 55, 153,109, 48, 161,113, 55, 157,111, 57, 124, 83, 34, 118, 84, 38, 163,122, 77, 173,137, 97, 192,163,132, 203,180,158, 200,185,166, 206,192,174, 211,195,178, 223,204,183, 176,154,129, 152,131, 99, 152,133, 90, 142,125, 74, 147,133, 80, 157,140, 89, 149,130, 87, 153,129, 93, +125,118, 49, 121,116, 47, 117,112, 43, 121,115, 44, 126,117, 43, 132,118, 42, 134,116, 45, 136,114, 49, 146,122, 64, 163,132, 81, 134, 99, 49, 139, 99, 47, 139, 98, 49, 132, 95, 51, 93, 63, 28, 91, 65, 35, 136, 98, 44, 157,119, 71, 171,141,100, 194,171,139, 202,188,160, 194,182,158, 203,189,167, 208,191,170, 202,185,158, 150,132, 95, 146,129, 78, 147,132, 69, 149,136, 68, 142,125, 62, 147,125, 73, 147,121, 75, +131,113, 48, 132,114, 49, 131,114, 51, 131,115, 48, 134,118, 49, 141,123, 52, 141,122, 54, 135,114, 53, 172,147, 97, 146,117, 73, 128, 94, 51, 123, 88, 45, 121, 89, 46, 92, 65, 28, 56, 35, 7, 64, 47, 26, 111, 77, 23, 137,104, 54, 148,116, 73, 171,147,111, 199,183,154, 193,179,156, 194,177,158, 193,176,157, 210,194,171, 187,173,137, 153,136, 85, 146,128, 63, 147,128, 60, 146,126, 61, 154,128, 74, 144,111, 65, +132,111, 49, 131,110, 48, 131,110, 48, 134,114, 49, 133,114, 46, 138,123, 51, 138,121, 54, 147,127, 69, 194,168,121, 124, 94, 53, 118, 85, 46, 112, 82, 41, 115, 90, 50, 76, 57, 22, 52, 40, 12, 44, 36, 13, 81, 56, 6, 105, 77, 30, 137,107, 66, 165,141,105, 190,172,141, 194,179,153, 187,170,151, 185,169,152, 195,181,162, 203,189,160, 161,142, 97, 151,126, 70, 155,130, 68, 150,126, 66, 152,121, 70, 157,119, 77, +124,115, 51, 121,112, 45, 126,113, 45, 134,119, 50, 130,115, 43, 138,123, 51, 142,125, 58, 179,157, 99, 179,149,100, 122, 88, 45, 108, 72, 34, 107, 78, 39, 97, 75, 39, 69, 56, 24, 57, 53, 25, 32, 30, 6, 76, 60, 13, 85, 61, 19, 123, 94, 55, 158,134, 98, 167,148,115, 179,163,134, 181,163,140, 184,169,150, 191,180,160, 196,184,156, 171,150,112, 141,114, 64, 149,122, 66, 152,127, 71, 158,128, 79, 165,130, 86, +107,108, 42, 108,105, 37, 119,112, 39, 130,119, 45, 123,112, 38, 128,116, 46, 138,121, 58, 180,156,102, 145,112, 66, 120, 81, 42, 111, 75, 39, 99, 70, 39, 79, 61, 32, 52, 42, 18, 35, 34, 13, 20, 22, 2, 59, 51, 11, 91, 72, 35, 119, 91, 57, 153,126, 92, 154,134, 99, 159,140,107, 160,142,111, 164,151,125, 183,176,151, 195,184,156, 169,147,112, 144,115, 71, 151,124, 73, 153,133, 76, 157,136, 81, 154,127, 77, +114,107, 50, 117,108, 45, 128,115, 47, 136,122, 50, 130,118, 48, 131,121, 57, 141,130, 73, 156,139, 90, 117, 92, 48, 107, 73, 37, 106, 73, 40, 89, 64, 38, 77, 60, 41, 42, 34, 17, 24, 21, 6, 23, 24, 8, 39, 34, 3, 85, 67, 38, 102, 73, 46, 136,106, 77, 155,130, 98, 150,128, 93, 129,110, 75, 105, 94, 62, 109,103, 74, 178,169,142, 181,160,129, 147,118, 79, 151,126, 76, 163,146, 89, 149,132, 75, 125,106, 49, +131,111, 64, 130,108, 56, 133,112, 51, 134,115, 48, 133,118, 55, 136,127, 70, 145,140, 91, 130,121, 77, 91, 72, 34, 97, 73, 37, 90, 64, 34, 85, 62, 40, 67, 52, 36, 32, 24, 11, 33, 29, 18, 42, 39, 25, 39, 33, 10, 76, 57, 36, 95, 63, 44, 112, 80, 57, 106, 80, 50, 102, 77, 43, 103, 83, 48, 88, 75, 43, 41, 37, 8, 129,122, 95, 196,175,147, 149,121, 86, 149,125, 79, 156,141, 85, 133,122, 62, 134,121, 59, +138,129, 62, 132,113, 56, 140,113, 62, 141,118, 56, 142,131, 57, 131,129, 59, 162,156,111, 167,150,129, 91, 65, 48, 92, 67, 35, 87, 70, 27, 75, 65, 31, 59, 49, 32, 34, 22, 12, 47, 33, 10, 71, 57, 15, 69, 58, 14, 65, 58, 15, 74, 68, 27, 66, 58, 18, 75, 56, 18, 119, 89, 54, 146,110, 80, 114, 82, 59, 58, 37, 16, 88, 74, 51, 192,180,146, 147,129, 82, 141,119, 61, 150,125, 61, 141,120, 58, 150,132, 71, +129,119, 55, 138,119, 62, 140,114, 60, 146,125, 64, 141,131, 61, 126,122, 57, 155,149,106, 196,180,157, 130,105, 85, 77, 52, 20, 81, 63, 22, 79, 69, 35, 58, 48, 30, 34, 23, 9, 64, 51, 25, 67, 52, 13, 66, 47, 10, 72, 56, 19, 75, 62, 24, 73, 60, 22, 91, 72, 35, 125,100, 66, 127,101, 71, 104, 82, 57, 52, 39, 17, 58, 50, 27, 169,159,129, 171,155,113, 138,114, 62, 156,127, 70, 152,124, 63, 148,123, 61, +124,113, 51, 136,117, 60, 141,118, 62, 150,129, 68, 136,124, 60, 127,123, 65, 173,166,127, 198,183,157, 173,150,128, 99, 76, 44, 83, 66, 27, 84, 74, 40, 46, 39, 14, 41, 32, 12, 73, 61, 33, 74, 58, 21, 83, 55, 25, 90, 66, 36, 91, 70, 38, 90, 71, 36, 90, 71, 36, 90, 71, 38, 64, 48, 19, 45, 34, 7, 41, 35, 12, 50, 46, 22, 154,147,120, 202,185,152, 152,128, 86, 146,115, 64, 153,121, 62, 157,124, 61, +133,121, 63, 137,119, 60, 140,118, 60, 146,126, 68, 126,112, 59, 147,138, 94, 196,190,155, 186,173,147, 179,160,133, 135,114, 83, 85, 66, 33, 70, 59, 27, 40, 34, 5, 56, 48, 19, 70, 57, 25, 80, 64, 28, 78, 54, 30, 82, 59, 33, 83, 62, 31, 82, 61, 29, 72, 53, 20, 68, 50, 19, 58, 44, 16, 43, 32, 5, 52, 45, 20, 69, 61, 38, 149,138,116, 201,185,162, 203,179,149, 139,112, 68, 148,121, 65, 149,121, 56, +140,127, 71, 136,120, 61, 129,110, 49, 137,118, 61, 125,110, 64, 171,161,127, 195,187,158, 187,176,148, 173,157,128, 155,134,106, 95, 77, 46, 64, 53, 21, 56, 50, 15, 62, 56, 21, 67, 55, 21, 76, 56, 25, 75, 61, 39, 74, 59, 33, 75, 57, 28, 80, 61, 28, 86, 65, 34, 93, 71, 43, 101, 80, 53, 81, 62, 35, 70, 53, 27, 95, 79, 56, 167,150,131, 192,174,157, 206,188,165, 163,145,108, 122,107, 51, 129,113, 47, +136,123, 67, 125,111, 52, 127,109, 48, 128,110, 57, 147,131, 94, 194,183,156, 188,181,156, 184,176,147, 171,157,128, 159,141,112, 122,103, 76, 88, 77, 45, 71, 66, 27, 65, 59, 18, 74, 60, 24, 83, 62, 34, 56, 52, 28, 66, 59, 32, 80, 69, 37, 97, 80, 47, 99, 78, 46, 88, 64, 34, 96, 72, 44, 96, 72, 44, 104, 81, 55, 143,120, 98, 180,160,143, 186,167,152, 189,174,155, 194,184,150, 135,128, 78, 96, 91, 28, +127,116, 58, 123,110, 48, 128,114, 55, 131,116, 67, 184,169,137, 205,191,172, 192,183,163, 180,171,144, 167,153,124, 154,137,110, 138,121, 95, 112,101, 69, 87, 80, 41, 78, 70, 30, 79, 65, 29, 93, 72, 45, 75, 68, 43, 64, 56, 27, 70, 60, 26, 89, 75, 39, 96, 77, 42, 85, 64, 32, 86, 62, 32, 96, 74, 46, 148,127,100, 190,172,149, 191,174,155, 190,174,157, 192,178,159, 178,169,136, 174,168,123, 109,106, 51, +118,108, 48, 127,116, 56, 119,107, 49, 140,125, 79, 203,189,161, 196,184,166, 187,177,159, 183,173,149, 169,157,129, 156,139,112, 146,129,103, 119,106, 74, 109,100, 62, 97, 89, 49, 78, 63, 30, 82, 60, 35, 87, 73, 44, 71, 58, 26, 78, 66, 32, 92, 78, 42, 98, 82, 46, 117, 98, 63, 130,113, 80, 152,136,107, 187,176,148, 189,179,155, 180,169,149, 190,176,157, 191,177,154, 180,166,137, 167,155,119, 149,139, 99, +119,111, 51, 120,112, 53, 119,106, 54, 168,156,116, 200,187,161, 193,181,163, 190,180,162, 178,168,144, 171,158,132, 156,141,115, 145,131,103, 132,119, 87, 114,105, 68, 111, 99, 63, 102, 84, 53, 83, 61, 36, 88, 67, 36, 86, 69, 36, 93, 81, 47, 108, 99, 62, 133,121, 85, 157,141,105, 174,156,125, 183,171,143, 183,178,153, 179,176,155, 177,173,149, 187,177,153, 177,162,136, 163,144,117, 138,121, 94, 105, 90, 64, +115,110, 49, 130,123, 66, 124,114, 67, 179,167,133, 201,189,165, 188,177,157, 188,179,159, 171,160,138, 164,153,126, 154,139,113, 152,138,110, 135,122, 90, 123,111, 77, 121,106, 73, 121,103, 74, 108, 86, 61, 100, 79, 47, 92, 77, 45, 96, 87, 54, 115,108, 75, 140,128, 94, 162,143,110, 171,150,122, 176,160,137, 181,171,153, 177,173,154, 176,171,150, 179,168,141, 171,154,127, 160,140,115, 91, 76, 57, 81, 68, 54, +118,114, 56, 117,110, 60, 146,137, 99, 197,185,157, 188,175,153, 192,181,161, 179,171,148, 169,159,135, 160,146,123, 147,132,106, 151,134,107, 133,118, 86, 125,110, 78, 116,101, 69, 127,108, 81, 122,102, 77, 120,103, 70, 106, 95, 63, 110,105, 74, 122,116, 87, 127,113, 84, 146,124, 96, 162,135,109, 165,141,121, 168,153,137, 182,174,157, 182,173,153, 170,157,131, 164,145,118, 144,126,103, 77, 64, 48, 43, 34, 25, +120,116, 65, 113,106, 63, 188,179,146, 191,179,155, 181,170,150, 188,177,155, 178,168,144, 166,155,128, 160,147,121, 155,140,114, 156,139,112, 135,119, 90, 130,115, 83, 120,105, 73, 127,109, 80, 127,108, 81, 120,105, 73, 112,102, 72, 113,107, 78, 117,111, 82, 125,111, 83, 140,117, 91, 152,124,100, 152,126,109, 158,139,124, 173,160,144, 162,151,131, 151,136,110, 158,139,112, 144,128,105, 103, 93, 76, 40, 34, 23, +109,103, 60, 153,147,110, 202,193,166, 179,167,149, 183,171,153, 185,174,154, 182,171,144, 164,153,123, 165,153,125, 166,152,124, 154,137,110, 128,110, 81, 121,104, 71, 120,103, 70, 122,106, 77, 130,113, 86, 131,115, 86, 124,112, 84, 114,106, 77, 107, 99, 70, 122,108, 79, 132,111, 83, 135,112, 86, 141,120, 98, 149,135,113, 149,138,118, 147,135,111, 149,135,107, 149,131,102, 138,121, 94, 117,105, 81, 95, 87, 64, +121,114, 81, 191,185,156, 192,183,163, 182,171,157, 177,166,152, 184,173,153, 175,164,136, 163,152,120, 170,157,125, 163,146,119, 140,123, 97, 120,102, 73, 109, 93, 57, 107, 91, 55, 109, 94, 61, 125,108, 81, 136,117, 90, 133,117, 88, 129,118, 88, 119,108, 76, 108, 95, 63, 112, 97, 65, 129,113, 84, 144,130,101, 137,126, 98, 137,126, 98, 149,138,110, 150,136,108, 145,129,100, 142,127, 95, 134,122, 86, 113,104, 66, +166,159,132, 195,187,164, 192,185,166, 178,169,156, 176,164,152, 173,161,143, 170,158,130, 163,151,115, 170,158,124, 153,136,109, 139,119, 94, 131,113, 84, 120,102, 65, 111, 96, 57, 103, 89, 53, 104, 90, 61, 115, 98, 71, 126,111, 79, 132,117, 84, 122,110, 74, 97, 85, 51, 102, 90, 56, 110,100, 66, 120,111, 74, 116,107, 70, 108, 99, 62, 126,115, 83, 138,124, 95, 132,117, 85, 113,100, 62, 114,104, 57, 114,107, 52, +193,185,162, 186,179,159, 190,182,165, 173,163,153, 173,161,151, 178,164,146, 174,163,133, 169,158,120, 169,157,121, 149,132,105, 139,119, 94, 131,110, 82, 120,102, 65, 121,107, 65, 110, 96, 60, 90, 76, 47, 103, 89, 60, 126,111, 79, 113, 99, 63, 111, 98, 60, 117,106, 68, 137,128, 91, 120,111, 73, 121,113, 73, 119,110, 67, 115,105, 65, 108, 96, 60, 109, 95, 66, 110, 97, 65, 115,103, 61, 94, 87, 32, 112,105, 42, +}; diff --git a/components/TinyMaix/examples/cifar10/pic/pic7.h b/components/TinyMaix/examples/cifar10/pic/pic7.h new file mode 100644 index 00000000..00794fa1 --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/pic7.h @@ -0,0 +1,34 @@ +const unsigned char pic[32*32*3]={\ + 46, 48, 56, 63, 66, 71, 84, 88, 89, 96,103, 96, 98,108, 92, 113,125,107, 128,137,127, 200,208,208, 242,248,253, 235,244,248, 240,248,248, 226,234,233, 219,225,224, 218,223,221, 211,215,209, 197,203,192, 186,195,192, 169,177,176, 160,166,165, 174,180,179, 203,208,207, 200,202,202, 204,206,206, 204,204,204, 196,196,196, 206,206,206, 209,210,208, 210,211,209, 157,158,154, 60, 64, 59, 49, 53, 48, 40, 44, 39, + 9, 11, 11, 17, 19, 19, 14, 18, 13, 35, 42, 27, 55, 64, 43, 93,105, 83, 133,144,128, 175,184,181, 178,186,186, 168,178,178, 161,172,169, 146,157,154, 136,145,142, 141,148,143, 131,141,129, 127,137,121, 122,130,129, 127,133,132, 126,132,131, 166,171,170, 227,232,231, 233,235,235, 239,241,241, 241,241,241, 247,247,247, 241,241,241, 246,247,245, 253,254,252, 165,166,162, 27, 31, 26, 21, 25, 20, 21, 25, 20, + 35, 38, 23, 36, 39, 24, 31, 35, 16, 55, 64, 37, 101,112, 79, 113,126, 94, 127,139,117, 129,138,128, 141,150,147, 130,141,139, 124,138,134, 132,146,142, 132,146,142, 151,162,159, 191,205,194, 200,215,201, 208,214,213, 219,225,224, 187,193,192, 162,167,166, 241,246,245, 247,249,249, 247,249,249, 254,254,254, 253,253,253, 249,249,249, 251,252,250, 250,251,249, 162,163,159, 28, 32, 27, 19, 23, 18, 18, 22, 17, + 74, 85, 53, 77, 88, 56, 66, 77, 44, 89,102, 64, 100,114, 72, 93,108, 70, 122,135,109, 204,214,201, 210,219,216, 133,141,140, 106,117,115, 95,106,104, 79, 88, 91, 126,135,138, 229,239,239, 243,254,251, 245,251,250, 246,252,251, 140,145,144, 118,123,122, 241,246,245, 242,244,244, 249,251,251, 247,249,249, 251,251,251, 248,248,248, 253,254,252, 255,255,254, 155,156,154, 26, 27, 23, 14, 18, 13, 15, 19, 14, + 77, 95, 56, 81, 98, 61, 72, 89, 52, 84,102, 63, 97,115, 76, 93,109, 75, 120,132,110, 219,228,218, 199,205,204, 86, 92, 91, 86, 92, 91, 80, 85, 86, 72, 75, 83, 151,153,163, 241,243,253, 240,244,249, 244,249,248, 231,236,235, 100,105,104, 110,115,114, 230,232,232, 248,250,250, 244,246,246, 240,242,242, 241,241,241, 249,249,249, 247,248,246, 253,254,252, 159,160,158, 31, 32, 28, 13, 14, 10, 26, 27, 23, + 70, 90, 61, 86,105, 78, 79, 98, 73, 101,117, 93, 160,176,152, 123,135,115, 112,121,111, 216,221,220, 207,210,214, 142,144,144, 143,147,142, 141,144,142, 144,146,147, 206,205,214, 245,244,253, 244,242,248, 245,247,247, 234,236,236, 172,174,174, 180,182,182, 233,235,235, 243,245,245, 201,203,204, 170,172,172, 207,209,209, 254,254,254, 250,250,250, 254,255,253, 153,154,152, 23, 24, 20, 27, 28, 24, 34, 35, 31, + 76, 96, 77, 99,116,102, 106,122,111, 131,147,136, 160,174,163, 145,156,148, 127,133,132, 207,210,215, 237,238,242, 236,237,235, 235,236,227, 234,235,225, 237,236,232, 249,247,247, 248,245,247, 246,243,245, 238,238,238, 243,243,243, 240,240,240, 230,230,230, 189,191,191, 158,160,160, 149,151,151, 138,140,140, 161,163,163, 175,177,177, 200,202,202, 204,205,203, 126,127,125, 35, 36, 34, 29, 30, 26, 31, 32, 28, + 66, 83, 62, 105,121,104, 122,136,124, 130,144,132, 155,167,155, 148,156,149, 119,124,123, 205,206,210, 248,247,251, 246,245,241, 252,251,241, 246,245,235, 247,244,239, 246,244,244, 246,243,245, 247,244,246, 249,247,247, 240,238,238, 245,243,243, 202,202,202, 105,105,105, 80, 80, 80, 97, 99, 99, 130,132,132, 166,168,168, 196,198,198, 164,166,166, 161,162,160, 128,129,127, 37, 38, 36, 39, 40, 36, 35, 36, 32, + 50, 65, 34, 88,103, 75, 89,104, 77, 85,100, 73, 117,132,105, 127,139,117, 115,122,109, 199,200,198, 247,245,245, 246,245,241, 246,244,236, 246,243,238, 246,244,244, 242,238,243, 245,244,248, 243,242,246, 249,244,243, 238,234,233, 178,174,173, 95, 93, 93, 59, 57, 57, 66, 66, 66, 59, 59, 59, 96, 98, 98, 187,189,189, 234,236,236, 170,172,172, 166,168,168, 129,130,128, 47, 48, 46, 51, 52, 50, 46, 44, 43, + 93,104, 71, 107,118, 85, 102,116, 82, 98,113, 75, 118,137, 94, 117,135, 96, 107,118, 92, 193,197,185, 244,243,239, 249,246,242, 241,238,234, 235,231,230, 244,239,240, 248,245,247, 245,245,245, 247,248,246, 219,212,209, 135,127,127, 73, 68, 67, 54, 49, 48, 53, 49, 48, 48, 46, 46, 47, 47, 47, 80, 82, 82, 184,186,186, 146,148,148, 133,135,135, 140,142,142, 84, 84, 84, 65, 66, 64, 67, 65, 64, 52, 50, 49, +102,108, 83, 117,126, 99, 95,109, 75, 99,118, 75, 117,138, 89, 110,131, 82, 105,119, 83, 192,198,179, 245,243,235, 179,174,171, 135,128,125, 133,126,123, 149,141,141, 180,173,170, 199,197,187, 164,165,149, 99, 87, 85, 67, 55, 53, 54, 45, 42, 50, 43, 40, 47, 42, 41, 49, 47, 46, 99, 99, 99, 95, 97, 97, 163,165,165, 75, 77, 77, 146,148,148, 125,127,127, 53, 53, 53, 62, 62, 62, 76, 74, 74, 58, 56, 55, +120,125,110, 146,155,135, 77, 91, 63, 73, 93, 50, 86,110, 56, 89,113, 59, 95,113, 72, 183,191,168, 176,175,165, 94, 85, 82, 77, 65, 63, 70, 57, 55, 73, 61, 57, 74, 63, 55, 67, 59, 42, 56, 52, 28, 57, 42, 39, 64, 52, 48, 65, 54, 50, 59, 50, 47, 52, 45, 42, 90, 86, 85, 188,186,185, 123,123,123, 113,115,115, 51, 53, 53, 118,120,120, 77, 79, 79, 42, 42, 42, 46, 46, 46, 76, 76, 76, 57, 55, 55, +116,121,106, 147,156,136, 75, 90, 59, 66, 86, 43, 78,105, 49, 86,111, 55, 93,112, 69, 157,166,140, 114,112,101, 76, 64, 62, 71, 56, 54, 56, 38, 39, 64, 43, 45, 76, 57, 54, 54, 38, 26, 43, 29, 11, 51, 35, 29, 75, 59, 53, 79, 64, 61, 65, 54, 50, 58, 51, 48, 150,145,142, 221,219,218, 107,108,106, 80, 82, 82, 62, 64, 64, 68, 70, 70, 53, 55, 55, 33, 35, 35, 30, 30, 30, 64, 64, 64, 52, 50, 50, +102,105, 83, 116,123, 96, 82, 93, 60, 66, 86, 39, 74, 99, 43, 77,102, 46, 88,108, 63, 121,130,103, 70, 69, 55, 57, 47, 40, 51, 36, 33, 57, 36, 38, 55, 32, 36, 70, 48, 50, 65, 44, 42, 43, 24, 16, 51, 32, 27, 84, 65, 60, 92, 76, 70, 63, 51, 47, 84, 75, 71, 218,213,210, 231,229,228, 150,151,149, 147,149,149, 66, 68, 68, 33, 35, 35, 42, 44, 44, 29, 31, 32, 49, 48, 50, 65, 64, 66, 45, 42, 44, +105,104, 76, 103,105, 75, 100,107, 72, 93,108, 64, 97,117, 64, 90,113, 59, 99,116, 73, 96,104, 74, 38, 38, 20, 46, 38, 25, 60, 48, 38, 49, 33, 26, 50, 30, 29, 69, 48, 50, 52, 32, 31, 38, 22, 16, 45, 26, 19, 70, 51, 44, 89, 73, 67, 73, 59, 53, 123,112,108, 234,227,224, 226,223,219, 219,220,218, 168,170,170, 40, 42, 42, 27, 32, 31, 39, 41, 42, 37, 39, 40, 57, 56, 58, 60, 59, 61, 41, 38, 40, +129,122, 95, 119,116, 88, 112,115, 83, 118,128, 86, 119,135, 87, 105,124, 75, 101,115, 74, 66, 74, 44, 34, 36, 14, 40, 36, 17, 62, 55, 36, 43, 32, 18, 46, 30, 23, 49, 32, 29, 41, 27, 21, 33, 20, 12, 44, 22, 16, 59, 40, 33, 86, 68, 61, 74, 60, 54, 142,131,127, 231,225,220, 223,220,216, 207,208,206, 136,138,138, 34, 36, 36, 33, 38, 37, 35, 37, 38, 42, 44, 45, 32, 31, 33, 45, 44, 46, 47, 44, 46, +115,134, 85, 114,133, 82, 117,137, 84, 116,135, 84, 115,130, 86, 111,119, 88, 118,120,100, 68, 67, 53, 37, 32, 23, 42, 37, 28, 54, 48, 37, 49, 46, 32, 53, 49, 38, 40, 37, 29, 20, 15, 16, 16, 9, 16, 24, 19, 10, 37, 31, 26, 58, 50, 50, 57, 51, 52, 134,129,130, 214,212,211, 152,153,151, 103,102,104, 72, 70, 76, 33, 30, 39, 39, 37, 43, 50, 47, 49, 71, 69, 69, 31, 26, 27, 36, 29, 34, 40, 32, 39, +117,140, 86, 116,139, 84, 109,133, 75, 114,135, 80, 121,139, 92, 98,109, 76, 74, 79, 58, 42, 42, 30, 41, 38, 30, 40, 37, 29, 75, 70, 61, 155,153,142, 186,184,174, 161,158,154, 118,114,119, 93, 87, 98, 73, 68, 59, 41, 37, 32, 49, 44, 43, 54, 49, 50, 84, 82, 81, 104,105,101, 62, 63, 59, 41, 44, 42, 33, 35, 36, 28, 29, 33, 35, 34, 38, 56, 56, 56, 68, 66, 66, 23, 21, 21, 30, 24, 29, 34, 26, 36, +117,142, 84, 121,146, 88, 123,149, 89, 121,146, 88, 112,133, 84, 93,110, 73, 70, 79, 58, 41, 45, 34, 42, 41, 37, 49, 46, 41, 53, 52, 42, 97, 97, 85, 133,134,124, 161,160,156, 179,178,182, 187,186,195, 123,121,113, 45, 42, 37, 43, 39, 38, 45, 43, 43, 51, 52, 50, 37, 41, 35, 42, 46, 40, 29, 36, 29, 27, 32, 30, 30, 35, 34, 36, 41, 39, 33, 36, 34, 41, 45, 40, 48, 48, 48, 51, 50, 54, 37, 34, 43, +120,148, 89, 111,139, 80, 115,143, 84, 119,144, 86, 114,138, 84, 122,140, 99, 106,119, 95, 49, 54, 45, 30, 32, 26, 49, 51, 39, 53, 58, 37, 25, 31, 8, 19, 26, 5, 27, 34, 21, 46, 50, 44, 63, 69, 64, 63, 61, 53, 45, 44, 40, 35, 33, 33, 34, 33, 35, 38, 40, 41, 45, 48, 46, 37, 43, 38, 14, 21, 16, 17, 24, 21, 20, 26, 25, 29, 36, 33, 38, 45, 38, 72, 79, 72, 94,100, 95, 84, 86, 86, 75, 76, 80, +120,145, 89, 117,142, 86, 120,145, 89, 119,144, 86, 115,140, 84, 115,135, 90, 99,112, 86, 37, 43, 32, 31, 35, 24, 66, 71, 50, 111,120, 87, 99,110, 70, 83, 95, 59, 57, 69, 39, 36, 47, 21, 20, 33, 7, 24, 25, 15, 39, 39, 33, 41, 39, 39, 50, 49, 51, 43, 45, 46, 36, 38, 39, 26, 31, 30, 19, 24, 25, 15, 20, 23, 9, 14, 17, 23, 29, 28, 81, 88, 83, 109,117,107, 119,127,117, 126,133,126, 116,121,119, +128,153, 93, 128,152, 94, 128,151, 96, 128,153, 93, 129,154, 94, 127,146, 95, 103,116, 84, 36, 41, 26, 36, 39, 24, 95,100, 71, 130,141, 95, 127,143, 89, 122,137, 86, 110,124, 82, 91,107, 66, 75, 92, 49, 64, 66, 46, 47, 48, 32, 52, 53, 43, 58, 57, 53, 41, 42, 40, 21, 24, 22, 33, 35, 35, 35, 38, 42, 22, 24, 32, 19, 20, 30, 33, 36, 41, 98,103,102, 114,120,115, 119,126,119, 124,131,124, 128,132,127, +137,158, 95, 134,157, 95, 135,157, 98, 133,157, 93, 127,151, 86, 130,149, 94, 102,111, 78, 36, 39, 23, 43, 44, 28, 114,119, 87, 130,142, 90, 127,142, 84, 122,136, 82, 111,124, 78, 104,117, 71, 99,115, 67, 101,106, 74, 62, 67, 38, 56, 59, 37, 83, 87, 68, 73, 76, 60, 51, 56, 41, 34, 38, 27, 46, 49, 47, 33, 33, 39, 21, 20, 30, 85, 84, 94, 134,134,140, 131,133,134, 133,136,134, 127,129,129, 126,128,128, +136,156, 91, 137,155, 94, 137,157, 98, 136,157, 94, 127,149, 84, 129,146, 89, 93,102, 69, 46, 46, 32, 63, 62, 48, 117,122, 90, 126,138, 86, 120,134, 76, 118,130, 78, 118,128, 85, 114,127, 83, 106,119, 73, 107,116, 76, 72, 80, 43, 83, 90, 55, 109,116, 81, 104,114, 78, 100,109, 76, 70, 80, 50, 51, 57, 38, 24, 28, 22, 31, 32, 36, 133,132,141, 147,146,155, 140,141,145, 140,142,143, 136,137,141, 135,136,140, +141,159, 98, 137,153, 99, 134,150, 97, 127,146, 89, 127,148, 86, 126,142, 89, 95,103, 72, 61, 61, 47, 81, 81, 67, 104,109, 78, 111,122, 72, 114,127, 71, 113,125, 75, 109,122, 78, 111,124, 80, 102,118, 71, 99,106, 71, 79, 90, 52, 73, 84, 44, 97,110, 66, 100,114, 66, 100,117, 66, 100,116, 69, 78, 92, 56, 31, 40, 19, 77, 81, 75, 161,163,164, 154,158,159, 143,147,148, 139,143,144, 142,145,149, 140,143,147, +133,150, 99, 130,145,101, 131,145,103, 130,149,100, 133,153,100, 128,146, 99, 99,109, 79, 65, 71, 54, 69, 72, 56, 91,100, 67, 102,118, 65, 107,125, 66, 111,127, 74, 110,126, 78, 109,128, 79, 105,125, 72, 97,107, 77, 76, 87, 55, 65, 79, 43, 94,111, 67, 107,128, 73, 102,124, 65, 100,122, 64, 101,121, 74, 82, 97, 66, 139,149,133, 165,172,167, 153,160,157, 146,153,150, 143,150,147, 141,147,146, 144,149,150, +125,142, 98, 128,145,102, 132,150,109, 131,151,106, 125,146, 97, 113,133, 88, 88,104, 70, 69, 79, 56, 86, 97, 71, 105,119, 78, 115,134, 77, 114,137, 75, 117,139, 81, 116,139, 85, 115,138, 83, 112,137, 79, 106,120, 92, 83, 98, 67, 85,102, 65, 106,126, 81, 106,129, 74, 109,134, 74, 111,136, 78, 105,127, 79, 132,148,117, 175,186,170, 170,180,174, 157,165,164, 140,148,147, 136,147,145, 137,148,146, 137,147,147, +122,144, 92, 125,145, 98, 131,152,107, 128,150,102, 122,145, 93, 117,139, 90, 113,133, 90, 112,130, 93, 113,131, 92, 120,141, 92, 124,149, 89, 121,146, 84, 121,147, 87, 122,147, 91, 116,143, 87, 117,145, 85, 114,135, 96, 113,133, 91, 114,134, 91, 112,134, 85, 115,139, 85, 126,151, 93, 124,147, 95, 120,139,100, 155,169,145, 165,176,166, 170,178,177, 161,168,171, 142,151,154, 140,149,152, 143,152,156, 138,147,151, +129,153, 95, 128,151, 96, 128,152, 98, 125,150, 94, 120,147, 91, 118,145, 89, 118,141, 89, 122,144, 96, 122,144, 95, 125,148, 94, 125,150, 90, 120,146, 86, 122,147, 91, 122,148, 94, 119,145, 91, 121,148, 92, 119,143, 89, 115,139, 85, 115,138, 86, 107,131, 77, 109,133, 79, 117,140, 86, 118,138, 91, 123,139,105, 168,179,159, 163,171,164, 163,168,169, 156,161,164, 150,157,160, 147,153,158, 145,151,158, 144,149,158, +130,152, 93, 129,151, 92, 127,151, 93, 125,149, 91, 124,149, 91, 123,148, 90, 119,144, 86, 122,145, 90, 132,156, 98, 132,156, 98, 127,151, 93, 126,149, 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135,145, 99, 136,145,102, 135,144,101, 135,145,102, 141,151,109, 141,148,113, 139,147,117, 145,151,126, +}; diff --git a/components/TinyMaix/examples/cifar10/pic/pic8.h b/components/TinyMaix/examples/cifar10/pic/pic8.h new file mode 100644 index 00000000..c3277495 --- /dev/null +++ b/components/TinyMaix/examples/cifar10/pic/pic8.h @@ -0,0 +1,34 @@ +const unsigned char pic[32*32*3]={\ + 96,120,142, 94,122,139, 93,124,139, 95,122,142, 89,113,135, 99,125,142, 106,132,144, 108,130,142, 108,123,139, 109,120,134, 103,119,131, 96,120,138, 91,121,150, 92,120,155, 107,129,154, 112,131,139, 102,128,135, 102,128,140, 107,132,148, 107,131,149, 99,124,140, 97,123,139, 96,122,138, 90,115,135, 86,110,134, 87,110,136, 88,111,137, 86,110,132, 84,109,129, 85,109,131, 87,111,135, 87,108,135, + 90,117,143, 85,116,137, 85,118,138, 87,118,143, 82,112,139, 88,120,143, 91,124,143, 92,124,143, 94,118,140, 105,127,145, 105,130,146, 83,116,136, 78,117,149, 79,117,152, 95,129,153, 101,131,142, 101,126,136, 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89,122,138, 90,120,139, 96,123,143, 98,127,148, 93,124,145, 91,122,147, 101,126,152, 117,135,158, 135,151,167, 118,136,153, 111,133,158, 117,139,167, 108,129,150, 101,119,130, 101,116,135, 98,112,134, 93,109,132, 94,110,133, 93,113,131, 89,112,127, 90,114,126, 93,119,133, 104,130,146, 110,136,152, 109,135,151, 97,125,136, 84,116,122, 87,118,127, 93,123,134, 93,122,137, + 85,116,139, 83,114,135, 88,120,139, 93,121,138, 94,118,136, 90,114,132, 92,119,139, 93,121,145, 104,127,153, 117,134,155, 136,149,165, 125,140,156, 116,136,161, 123,144,172, 114,135,162, 106,126,144, 102,118,134, 98,113,132, 95,109,131, 95,112,133, 98,116,133, 97,119,131, 96,121,131, 97,121,133, 92,118,132, 105,130,146, 110,137,151, 101,129,140, 94,123,132, 99,127,138, 102,129,143, 98,124,141, + 84,114,141, 79,110,135, 85,116,137, 100,126,143, 96,118,130, 82,104,116, 96,122,136, 110,135,155, 112,136,156, 120,138,155, 132,148,160, 120,139,154, 115,139,161, 108,138,167, 100,132,161, 96,129,155, 105,122,135, 98,114,130, 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90,110,127, 113,124,128, 114,114,102, 93, 86, 66, 133,122,100, 138,127,105, 172,162,138, 193,181,153, 199,187,159, 144,135,115, 94, 96, 84, 108,121,119, 125,145,150, 116,139,147, 115,133,144, 104,123,136, 96,114,131, 95,113,130, 92,111,126, 85,105,116, 84,105,113, 87,107,118, 88,107,122, 91,108,127, 102,120,137, 117,133,149, 111,128,141, 98,114,130, 103,117,136, 114,127,149, + 85,109,131, 88,112,136, 93,115,133, 113,125,129, 113,113, 99, 124,114, 90, 143,129,101, 152,135,108, 191,173,142, 190,169,137, 221,200,169, 186,169,143, 121,111, 93, 159,160,150, 163,169,168, 137,146,150, 122,139,152, 117,133,149, 105,121,138, 90,105,124, 84,103,118, 87,106,119, 87,107,118, 83,102,115, 91,110,125, 99,115,132, 104,120,136, 110,127,140, 109,125,137, 102,118,130, 101,116,132, 102,116,134, + 96,116,127, 89,109,126, 95,114,129, 116,128,130, 137,138,122, 143,132,105, 181,165,136, 196,178,147, 183,167,131, 171,152,115, 188,167,135, 188,169,142, 157,146,124, 231,229,211, 220,224,213, 146,152,147, 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50, 16, 29, 53, 19, 36, 58, 23, 30, 52, 17, 52, 56, 20, 53, 50, 29, 56, 40, 34, 59, 24, 28, 77, 28, 30, 106, 57, 55, 111, 73, 69, 74, 47, 43, 86, 64, 58, 83, 58, 42, 85, 61, 39, 96, 83, 61, 80, 85, 70, 98,113,109, 97,112,114, 97,108,112, +137,112, 86, 141,130, 98, 97,112, 68, 53, 90, 34, 46, 98, 34, 49,104, 35, 48,101, 34, 35, 83, 24, 36, 82, 30, 17, 60, 17, 13, 54, 17, 18, 52, 21, 21, 52, 21, 25, 52, 18, 27, 54, 15, 33, 60, 20, 64, 73, 33, 55, 51, 23, 59, 37, 25, 56, 22, 16, 61, 25, 15, 117, 80, 66, 101, 66, 53, 66, 33, 24, 57, 29, 18, 66, 39, 19, 71, 46, 20, 66, 49, 22, 117,114, 93, 123,133,117, 112,120,109, 126,129,120, +151,129,101, 139,131, 94, 95,111, 63, 40, 79, 17, 37, 90, 17, 36, 89, 15, 43, 90, 21, 50, 88, 28, 37, 71, 24, 14, 45, 8, 19, 44, 16, 18, 40, 16, 20, 39, 14, 29, 44, 16, 32, 45, 13, 40, 54, 18, 55, 62, 25, 68, 59, 32, 56, 33, 17, 47, 27, 10, 52, 38, 15, 121,109, 81, 130,110, 85, 76, 52, 32, 62, 37, 21, 63, 39, 19, 67, 43, 19, 71, 54, 28, 120,115, 90, 122,128,105, 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87, 41, 23, 86, 43, 28, 66, 33, 18, 70, 55, 36, 87, 86, 60, 113,111, 80, 129,120, 87, 156,142,113, 168,155,129, 169,153,130, 162,145,126, 103, 95, 78, 46, 56, 43, 47, 68, 60, 52, 65, 67, 62, 64, 72, + 86, 81, 56, 83, 78, 53, 80, 73, 46, 65, 52, 26, 66, 41, 15, 87, 49, 25, 79, 32, 11, 69, 21, 3, 86, 46, 28, 84, 51, 35, 60, 35, 19, 52, 29, 14, 52, 28, 16, 48, 21, 11, 52, 25, 15, 50, 23, 13, 69, 34, 21, 57, 25, 14, 53, 31, 19, 65, 55, 38, 70, 62, 39, 97, 86, 56, 114, 96, 65, 110, 93, 66, 120,106, 84, 131,116,100, 125,111, 99, 74, 69, 60, 39, 52, 44, 55, 77, 75, 58, 72, 78, 65, 65, 79, + 99,100, 68, 90, 93, 61, 79, 79, 49, 58, 52, 23, 64, 47, 21, 77, 48, 27, 65, 32, 12, 60, 27, 11, 53, 27, 11, 47, 31, 15, 35, 24, 10, 32, 22, 12, 34, 25, 16, 32, 22, 15, 31, 22, 18, 29, 23, 18, 33, 19, 13, 37, 27, 20, 44, 40, 29, 62, 62, 46, 88, 84, 60, 130,117, 91, 141,122, 95, 121,105, 82, 115,104, 90, 110,100, 93, 114,106,106, 87, 88, 86, 55, 66, 63, 63, 80, 77, 66, 75, 78, 62, 62, 68, +104,104, 68, 100,101, 67, 78, 82, 47, 56, 57, 25, 61, 55, 26, 78, 67, 40, 62, 46, 23, 49, 34, 15, 41, 31, 13, 35, 30, 15, 33, 30, 16, 30, 28, 18, 28, 26, 18, 25, 26, 17, 17, 24, 17, 17, 25, 18, 26, 30, 24, 27, 31, 25, 30, 38, 28, 45, 52, 39, 69, 71, 52, 104, 99, 78, 113,102, 82, 94, 86, 69, 78, 75, 67, 72, 73, 71, 73, 77, 78, 68, 73, 71, 65, 73, 66, 64, 73, 63, 55, 62, 55, 50, 51, 47, +125,114, 84, 105, 97, 67, 83, 81, 50, 56, 59, 27, 62, 65, 33, 62, 62, 32, 57, 54, 26, 44, 42, 18, 31, 30, 10, 30, 27, 12, 35, 29, 16, 37, 31, 20, 37, 31, 20, 35, 35, 21, 30, 40, 24, 26, 40, 22, 28, 36, 25, 32, 38, 27, 36, 41, 32, 41, 48, 41, 51, 55, 49, 76, 77, 68, 82, 80, 70, 66, 63, 55, 56, 60, 55, 49, 63, 59, 57, 72, 68, 57, 68, 58, 57, 62, 47, 58, 60, 41, 63, 66, 50, 50, 55, 40, +129,105, 83, 111, 94, 68, 86, 78, 49, 68, 69, 37, 62, 67, 35, 69, 74, 43, 61, 65, 36, 45, 48, 23, 37, 36, 16, 38, 34, 16, 43, 34, 20, 52, 39, 25, 51, 41, 24, 49, 45, 26, 45, 51, 28, 31, 44, 18, 37, 43, 26, 38, 38, 24, 40, 38, 30, 42, 43, 41, 41, 46, 47, 52, 57, 58, 59, 61, 61, 54, 55, 53, 43, 52, 49, 37, 58, 50, 39, 63, 51, 46, 62, 44, 65, 68, 46, 63, 61, 37, 60, 61, 41, 38, 46, 29, +}; diff --git a/components/TinyMaix/examples/kws/CMakeLists.txt b/components/TinyMaix/examples/kws/CMakeLists.txt new file mode 100644 index 00000000..55e0e763 --- /dev/null +++ b/components/TinyMaix/examples/kws/CMakeLists.txt @@ -0,0 +1,22 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(kws) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Os ") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Os ") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(. ${CMAKE_CURRENT_SOURCE_DIR}/../../include) + +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} main.c ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) diff --git a/components/TinyMaix/examples/kws/README.md b/components/TinyMaix/examples/kws/README.md new file mode 100644 index 00000000..7d65a480 --- /dev/null +++ b/components/TinyMaix/examples/kws/README.md @@ -0,0 +1,21 @@ +# KWS example +It is simple KWS example for tinymaix. +Dataset is [MobvoiHotwords](http://www.openslr.org/87/) +We use 2second audio fbank as input, output 3 classes (0: hi xiaowen, 1: nihao wenwen, 2: background) + +## audio data preprocess +Original wav is single channel, 16KHz WAV, keyword time length about 1~3s, background wav about 1~10s. +We preprocess keyword and background wav to 2 second, and apply some data augment on it. +We calculate 512 piont FFT (easy accelerate via DSP or FPGA IP) every 32ms window, and apply MEL_N=40's mel filters. +Now we get input dataset in shape 64x40x1 + +## model struct +use 3x3 Conv + Nx1 DWConv + +model param 8.3KB, bin size 9.2KB, buffer size 5KB. + + + + + + diff --git a/components/TinyMaix/examples/kws/audio/0a.jpg b/components/TinyMaix/examples/kws/audio/0a.jpg new file mode 100644 index 00000000..ca684b99 Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/0a.jpg differ diff --git a/components/TinyMaix/examples/kws/audio/0a.wav b/components/TinyMaix/examples/kws/audio/0a.wav new file mode 100644 index 00000000..b225ed87 Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/0a.wav differ diff --git a/components/TinyMaix/examples/kws/audio/0b.jpg b/components/TinyMaix/examples/kws/audio/0b.jpg new file mode 100644 index 00000000..c22c2c2c Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/0b.jpg differ diff --git a/components/TinyMaix/examples/kws/audio/0b.wav b/components/TinyMaix/examples/kws/audio/0b.wav new file mode 100644 index 00000000..498cc1bd Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/0b.wav differ diff --git a/components/TinyMaix/examples/kws/audio/1a.jpg b/components/TinyMaix/examples/kws/audio/1a.jpg new file mode 100644 index 00000000..ffec4283 Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/1a.jpg differ diff --git a/components/TinyMaix/examples/kws/audio/1a.wav b/components/TinyMaix/examples/kws/audio/1a.wav new file mode 100644 index 00000000..c2d8e3e9 Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/1a.wav differ diff --git a/components/TinyMaix/examples/kws/audio/2a.jpg b/components/TinyMaix/examples/kws/audio/2a.jpg new file mode 100644 index 00000000..a4e4cecc Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/2a.jpg differ diff --git a/components/TinyMaix/examples/kws/audio/2a.wav b/components/TinyMaix/examples/kws/audio/2a.wav new file mode 100644 index 00000000..72137ddc Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/2a.wav differ diff --git a/components/TinyMaix/examples/kws/audio/2b.jpg b/components/TinyMaix/examples/kws/audio/2b.jpg new file mode 100644 index 00000000..7d35046d Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/2b.jpg differ diff --git a/components/TinyMaix/examples/kws/audio/2b.wav b/components/TinyMaix/examples/kws/audio/2b.wav new file mode 100644 index 00000000..901831a0 Binary files /dev/null and b/components/TinyMaix/examples/kws/audio/2b.wav differ diff --git a/components/TinyMaix/examples/kws/audio/fbank0a.c b/components/TinyMaix/examples/kws/audio/fbank0a.c new file mode 100644 index 00000000..0142cf1c --- /dev/null +++ b/components/TinyMaix/examples/kws/audio/fbank0a.c @@ -0,0 +1,66 @@ +const unsigned char mel_buf[64*40*1]={\ + 76, 103, 110, 104, 109, 113, 119, 107, 108, 106, 101, 119, 116, 120, 121, 123, 119, 124, 126, 121, 111, 118, 121, 117, 117, 117, 124, 124, 122, 133, 129, 126, 124, 128, 128, 129, 132, 132, 125, 119, + 80, 96, 103, 115, 100, 104, 114, 107, 113, 112, 108, 119, 113, 122, 125, 130, 129, 133, 136, 134, 128, 134, 139, 136, 140, 139, 140, 137, 137, 138, 154, 156, 156, 168, 166, 153, 155, 145, 138, 140, + 72, 102, 105, 119, 111, 115, 117, 110, 104, 108, 117, 116, 115, 115, 128, 130, 140, 138, 139, 137, 134, 132, 133, 128, 143, 130, 138, 145, 148, 145, 146, 153, 154, 162, 167, 155, 156, 148, 146, 140, + 57, 97, 109, 112, 109, 111, 120, 110, 113, 112, 101, 112, 112, 125, 132, 130, 133, 127, 126, 123, 126, 125, 126, 120, 126, 131, 137, 140, 134, 144, 141, 140, 148, 150, 154, 147, 147, 144, 142, 130, + 78, 112, 112, 111, 126, 117, 111, 104, 109, 112, 109, 122, 129, 130, 148, 143, 150, 144, 140, 132, 135, 136, 139, 137, 139, 148, 138, 157, 151, 148, 157, 151, 153, 162, 159, 150, 149, 145, 138, 135, + 84, 102, 107, 111, 105, 108, 119, 120, 115, 113, 97, 116, 117, 127, 138, 137, 144, 142, 139, 132, 128, 125, 125, 125, 132, 140, 134, 144, 147, 148, 155, 139, 145, 152, 154, 151, 146, 143, 136, 131, + 82, 100, 100, 105, 108, 109, 101, 104, 101, 101, 108, 116, 121, 121, 133, 134, 125, 126, 126, 128, 126, 124, 121, 123, 126, 126, 131, 137, 133, 136, 138, 142, 136, 135, 142, 142, 136, 132, 130, 119, + 95, 100, 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123, 125, 122, 119, 115, + 75, 98, 101, 107, 102, 106, 129, 114, 107, 99, 107, 118, 118, 119, 117, 124, 126, 123, 116, 117, 118, 113, 118, 116, 118, 108, 118, 120, 123, 122, 121, 126, 130, 127, 126, 123, 124, 119, 118, 118, + 66, 94, 96, 90, 92, 100, 92, 95, 90, 98, 105, 102, 103, 106, 99, 116, 113, 111, 103, 99, 98, 98, 112, 105, 108, 103, 113, 112, 109, 107, 114, 118, 116, 113, 111, 109, 110, 104, 106, 109, +}; diff --git a/components/TinyMaix/examples/kws/audio/fbank0b.c b/components/TinyMaix/examples/kws/audio/fbank0b.c new file mode 100644 index 00000000..eab6ffed --- /dev/null +++ b/components/TinyMaix/examples/kws/audio/fbank0b.c @@ -0,0 +1,66 @@ +const unsigned char mel_buf[64*40*1]={\ +107, 105, 93, 95, 96, 100, 107, 112, 118, 99, 89, 96, 107, 98, 99, 104, 96, 96, 96, 96, 89, 90, 96, 89, 95, 91, 92, 91, 87, 91, 94, 90, 94, 91, 90, 92, 94, 95, 101, 108, + 96, 96, 89, 94, 101, 98, 100, 101, 95, 100, 84, 92, 95, 94, 99, 93, 88, 90, 90, 89, 82, 84, 88, 78, 73, 73, 79, 81, 76, 75, 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+++ b/components/TinyMaix/examples/kws/audio/fbank2a.c @@ -0,0 +1,66 @@ +const unsigned char mel_buf[64*40*1]={\ + 74, 74, 82, 125, 127, 116, 104, 122, 119, 118, 110, 111, 106, 112, 114, 132, 145, 128, 117, 121, 130, 130, 107, 108, 100, 102, 107, 113, 114, 124, 120, 114, 114, 112, 110, 105, 98, 98, 100, 98, + 76, 76, 75, 123, 122, 107, 98, 118, 118, 117, 108, 114, 122, 100, 112, 127, 144, 126, 100, 107, 110, 110, 111, 109, 107, 101, 111, 112, 115, 109, 112, 113, 113, 112, 108, 104, 100, 101, 101, 99, + 59, 69, 71, 108, 104, 100, 91, 106, 109, 117, 93, 113, 128, 107, 109, 118, 137, 134, 102, 103, 107, 110, 109, 100, 106, 104, 108, 112, 112, 117, 123, 129, 126, 128, 124, 116, 109, 104, 97, 92, + 87, 89, 92, 112, 117, 124, 103, 111, 133, 134, 121, 128, 138, 127, 144, 151, 157, 158, 155, 151, 130, 132, 138, 138, 132, 144, 147, 143, 140, 158, 162, 162, 160, 165, 160, 148, 137, 126, 118, 115, +124, 127, 143, 169, 178, 170, 152, 169, 181, 167, 179, 188, 174, 177, 179, 182, 180, 195, 197, 184, 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a/components/TinyMaix/examples/kws/audio/fbank2b.c b/components/TinyMaix/examples/kws/audio/fbank2b.c new file mode 100644 index 00000000..871c75cf --- /dev/null +++ b/components/TinyMaix/examples/kws/audio/fbank2b.c @@ -0,0 +1,66 @@ +const unsigned char mel_buf[64*40*1]={\ + 66, 119, 128, 119, 136, 118, 105, 97, 108, 115, 127, 123, 108, 131, 126, 127, 150, 139, 131, 132, 140, 160, 128, 119, 117, 127, 140, 128, 127, 126, 138, 127, 126, 139, 132, 130, 134, 132, 135, 133, + 77, 105, 128, 118, 119, 134, 101, 104, 118, 114, 126, 121, 111, 135, 132, 116, 134, 125, 123, 127, 142, 158, 127, 125, 120, 125, 139, 126, 125, 127, 132, 125, 128, 131, 131, 135, 134, 135, 139, 133, + 79, 107, 127, 116, 117, 135, 105, 114, 121, 108, 115, 113, 118, 143, 134, 107, 120, 114, 117, 118, 136, 149, 122, 123, 123, 121, 131, 121, 120, 126, 126, 126, 129, 127, 129, 134, 135, 135, 136, 133, + 76, 110, 118, 114, 114, 134, 118, 122, 109, 103, 104, 105, 121, 141, 127, 109, 117, 112, 112, 111, 127, 139, 124, 119, 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105, 124, 123, 115, 116, 122, 129, 109, 109, 109, 123, 142, 124, 123, 130, 137, 117, 116, 127, 126, 131, 126, 119, 127, 120, +}; diff --git a/components/TinyMaix/examples/kws/audio/wav2array.py b/components/TinyMaix/examples/kws/audio/wav2array.py new file mode 100644 index 00000000..0fedf903 --- /dev/null +++ b/components/TinyMaix/examples/kws/audio/wav2array.py @@ -0,0 +1,117 @@ +import json,os,time,pickle,time +import numpy as np +import scipy.io.wavfile as wavfile +import librosa +from PIL import Image + +MEL_N = 40 +WAV_T = (32*2) #2s + +def compute_log_mel_fbank_fromsig(signal, sample_rate,n=80): + + MEL_N = n + # 3.分帧 + frame_size, frame_stride = 0.032, 0.032 + frame_length, frame_step = int(round(frame_size * sample_rate)), int(round(frame_stride * sample_rate)) + signal_length = len(signal) + num_frames = int(np.ceil(np.abs(signal_length - frame_length) / frame_step)) + 1 + pad_signal_length = (num_frames - 1) * frame_step + frame_length + z = np.zeros((pad_signal_length - signal_length)) + pad_signal = np.append(signal, z) + indices = np.arange(0, frame_length).reshape(1, -1) + np.arange(0, num_frames * frame_step, frame_step).reshape(-1,1) + frames = pad_signal[indices] + + #2.预增强 + pre_emphasis = 0.97 + for i in range(frames.shape[0]): + frames[i] = np.append(frames[i][0], frames[i][1:] - pre_emphasis * frames[i][:-1]) + + # 4.加窗 + # hamming = np.hamming(frame_length) + # frames *= hamming + + # 5.N点快速傅里叶变换（N-FFT） + NFFT = 512 + mag_frames = np.absolute(np.fft.rfft(frames, NFFT)) + pow_frames = ((mag_frames ** 2)) + # 6.提取mel Fbank + low_freq_mel = 0 + high_freq_mel = 2595 * np.log10(1 + (sample_rate / 2) / 700) + + n_filter = MEL_N + mel_points = np.linspace(low_freq_mel, high_freq_mel, n_filter + 2) + hz_points = 700 * (10 ** (mel_points / 2595) - 1) + + fbank = np.zeros((n_filter, int(NFFT / 2 + 1))) + bin = (hz_points / (sample_rate / 2)) * (NFFT / 2) + for i in range(1, n_filter + 1): + left = int(bin[i - 1]) + center = int(bin[i]) + right = int(bin[i + 1]) + for j in range(left, center): + fbank[i - 1, j + 1] = (j + 1 - bin[i - 1]) / (bin[i] - bin[i - 1]) + for j in range(center, right): + fbank[i - 1, j + 1] = (bin[i + 1] - (j + 1)) / (bin[i + 1] - bin[i]) + + # 7.提取log mel Fbank + filter_banks = np.dot(pow_frames, fbank.T) + filter_banks = np.where(filter_banks == 0, np.finfo(float).eps, filter_banks) + filter_banks = 1 * np.log(filter_banks) -3 # dB + filter_banks[np.where(filter_banks<0)]=0 + filter_banks=filter_banks*10.0 + filter_banks = filter_banks.astype(np.uint8) + return filter_banks + +def compute_log_mel_fbank(wav_file,n=80): + """ + 计算音频文件的fbank特征 + :param wav_file: 音频文件 + """ + if 'wav' in wav_file: + sample_rate, signal = wavfile.read(wav_file) + # print(signal) + elif 'flac' in wav_file: + signal, sample_rate = librosa.load(wav_file, sr=None) + signal = signal * 32768 + signal = signal.astype(np.int16) + return compute_log_mel_fbank_fromsig(signal, sample_rate, n=n) + +def wav2pic(wav_file): + sample_rate, signal = wavfile.read(wav_file) + out = compute_log_mel_fbank_fromsig(signal, sample_rate,n=MEL_N) + #print(out.shape) + if out.shape[0] < WAV_T: + data = np.zeros((WAV_T, MEL_N)).astype(np.uint8) + data[:out.shape[0]] = out + else: + data = out[:WAV_T] + data = Image.fromarray(data) + data.save("%s.jpg"%(wav_file[:-4])) + +def pic2array(pic_file): + img = Image.open(pic_file) + img = np.array(img) + fw = open("%s.c"%pic_file[:-4], "w") + fw.writelines("const unsigned char mel_buf[%d*%d*1]={\\\n" % (img.shape[0], img.shape[1])) + for y in range(img.shape[0]): + for x in range(img.shape[1]): + for c in range(1): + fw.writelines("%3d," % (img[y, x])) + fw.writelines(" ") + fw.writelines("\n") + fw.writelines("};\n") + fw.close() + +def print_usage(): + print("Usage: python3 wav2array.py xxx.wav") + +#python wav2array.py xxx.wav +import sys +if __name__ == "__main__": + if len(sys.argv) != 2: + print_usage() + exit() + wav_file = sys.argv[1] + wav2pic(wav_file) + pic2array(wav_file[:-4]+'.jpg') + diff --git a/components/TinyMaix/examples/kws/kws_mdl.h b/components/TinyMaix/examples/kws/kws_mdl.h new file mode 100644 index 00000000..735098f0 --- /dev/null +++ b/components/TinyMaix/examples/kws/kws_mdl.h @@ -0,0 +1,601 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (5120) +#define LBUF_LEN (5008) +const uint8_t mdl_data[9448]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x0d, 0x00, 0x00, 0x14, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x40, 0x00, 0x28, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, + 0x03, 0x00, 0x40, 0x00, 0x28, 0x00, 0x01, 0x00, 0x03, 0x00, 0x20, 0x00, 0x14, 0x00, 0x04, 0x00, + 0xfb, 0xfc, 0x7e, 0x3b, 0x80, 0xff, 0xff, 0xff, 0xc6, 0xca, 0x3e, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00, 0x00, + 0xc6, 0xfe, 0x4b, 0x3c, 0x6e, 0xb1, 0xf6, 0x3c, 0x1a, 0x8d, 0x8a, 0x3b, 0x02, 0xfc, 0x66, 0x3c, + 0x6c, 0x46, 0xab, 0x90, 0x81, 0xf4, 0x06, 0x24, 0x85, 0xfa, 0x7f, 0x18, 0xfd, 0x19, 0xe9, 0x00, + 0xed, 0x00, 0xf8, 0xfd, 0xf8, 0xbf, 0xc0, 0xfb, 0x0c, 0x81, 0x00, 0xfb, 0xfb, 0x04, 0xfa, 0x03, + 0x7f, 0x03, 0xf3, 0x04, 0x00, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0xb6, 0x01, 0x00, 0x00, + 0x19, 0x5e, 0x00, 0x00, 0xc8, 0xe6, 0xff, 0xff, 0x05, 0x00, 0x00, 0x00, 0xb0, 0x00, 0x00, 0x00, + 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x20, 0x00, 0x14, 0x00, 0x04, 0x00, + 0x03, 0x00, 0x20, 0x00, 0x14, 0x00, 0x04, 0x00, 0xc6, 0xca, 0x3e, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x7c, 0x56, 0xbf, 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0x01, 0xf3, 0xdc, 0x0e, 0xcc, 0xf1, 0xce, 0xff, 0x6f, 0xbc, 0xf9, 0xfd, 0x1b, 0xfb, + 0xec, 0xd5, 0x2c, 0x03, 0x12, 0x05, 0x03, 0xef, 0x1f, 0xff, 0x26, 0x30, 0x3e, 0x0c, 0xf8, 0x44, + 0xfd, 0x23, 0xf4, 0xda, 0xfd, 0xf3, 0xec, 0xea, 0xc2, 0xfd, 0x3b, 0xb0, 0x0e, 0xe3, 0xfe, 0xdc, + 0x12, 0xe6, 0x14, 0xf0, 0x21, 0xeb, 0x9f, 0xbc, 0xe6, 0x01, 0x19, 0x3a, 0x15, 0x2b, 0x23, 0x7f, + 0xdd, 0xe9, 0xff, 0xff, 0xa8, 0xfc, 0xff, 0xff, 0x57, 0xbe, 0xff, 0xff, 0x50, 0xf3, 0xff, 0xff, + 0x3b, 0xee, 0xff, 0xff, 0x98, 0x2c, 0x00, 0x00, 0x1e, 0x29, 0x00, 0x00, 0x5c, 0xd5, 0xff, 0xff, + 0xe0, 0x19, 0x00, 0x00, 0x22, 0xde, 0xff, 0xff, 0xa8, 0x15, 0x00, 0x00, 0xa6, 0xdc, 0xff, 0xff, + 0x7f, 0xc1, 0xff, 0xff, 0xa2, 0x3b, 0x00, 0x00, 0xb5, 0x5e, 0x00, 0x00, 0x21, 0xdc, 0xff, 0xff, + 0x02, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xf8, 0x13, 0x00, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x10, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x08, 0x00, + 0x83, 0x86, 0x86, 0x3c, 0x1c, 0x00, 0x00, 0x00, 0xa3, 0x36, 0xe1, 0x3c, 0xed, 0xff, 0xff, 0xff, + 0x40, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0xe0, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x04, 0x72, 0xa0, 0x3b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x04, 0x3c, 0xb8, 0x59, 0x7d, 0x21, 0x07, 0xfa, 0x33, 0x15, 0xc0, 0xd0, 0xf8, 0x2b, 0x16, 0x24, + 0xaf, 0xa4, 0xd9, 0x1e, 0x7e, 0x1b, 0xc0, 0xc1, 0xb5, 0x1b, 0xe9, 0xbd, 0x31, 0x68, 0x00, 0xad, + 0xaf, 0x10, 0x48, 0xe0, 0x99, 0x3a, 0x12, 0xef, 0x49, 0x6c, 0x91, 0x92, 0x12, 0xed, 0x1e, 0x25, + 0xe9, 0xb1, 0x47, 0x25, 0xed, 0x42, 0xeb, 0x6d, 0xdc, 0xdb, 0xf7, 0x0c, 0x2a, 0xf1, 0xff, 0x97, + 0xcf, 0x3d, 0x19, 0xc6, 0x37, 0xe0, 0x1d, 0x4b, 0x4c, 0x44, 0x2b, 0xdb, 0x32, 0x47, 0x25, 0xfa, + 0xe4, 0x14, 0x9c, 0xf0, 0xa5, 0xdd, 0x44, 0xad, 0x16, 0x12, 0x2b, 0xfc, 0xa3, 0x4b, 0x26, 0x01, + 0x47, 0xd8, 0x02, 0x34, 0x40, 0xb1, 0x36, 0x17, 0xeb, 0x3a, 0x00, 0x2d, 0x6e, 0x23, 0xb9, 0x50, + 0xc8, 0xdc, 0x64, 0xc6, 0x7d, 0x0c, 0x3d, 0xe6, 0x55, 0x1b, 0xd4, 0x7f, 0x2a, 0xbc, 0xda, 0xeb, + 0xf4, 0xdf, 0xff, 0xff, 0x80, 0x18, 0x00, 0x00, 0xb4, 0x04, 0x00, 0x00, 0xe0, 0x00, 0x00, 0x00, + 0x60, 0xd3, 0xff, 0xff, 0x0c, 0x12, 0x00, 0x00, 0x1c, 0xd6, 0xff, 0xff, 0xa0, 0xe6, 0xff, 0xff, + 0x02, 0x00, 0x00, 0x00, 0x78, 0x00, 0x00, 0x00, 0xf8, 0x13, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x08, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x03, 0x00, + 0xa3, 0x36, 0xe1, 0x3c, 0xed, 0xff, 0xff, 0xff, 0x84, 0xa0, 0x0f, 0x3d, 0xe9, 0xff, 0xff, 0xff, + 0x40, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x53, 0xa8, 0xa4, 0x3b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0xef, 0x64, 0xab, 0x21, 0x06, 0xbf, 0xe4, 0x7f, 0xd0, 0x9f, 0x2b, 0x3a, 0x02, 0xa5, 0xdd, 0xae, + 0xfa, 0x4c, 0xa5, 0x83, 0xf6, 0x78, 0xb6, 0xf0, 0x03, 0x05, 0x00, 0x00, 0x15, 0xed, 0xff, 0xff, + 0x47, 0xf7, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xe8, 0x13, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x03, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x03, 0x00, 0x84, 0xa0, 0x0f, 0x3d, 0xe9, 0xff, 0xff, 0xff, + 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, +}; + +#endif diff --git a/components/TinyMaix/examples/kws/main.c b/components/TinyMaix/examples/kws/main.c new file mode 100644 index 00000000..1780065a --- /dev/null +++ b/components/TinyMaix/examples/kws/main.c @@ -0,0 +1,109 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +#if TM_MDL_TYPE == TM_MDL_INT8 +#include "kws_mdl.h" +#else +#error "not add demo yet!" +#endif + +#define MEL_N (40) +#define WAV_T (32*2) //2s +#define KWS_CNT (3) + +static const char* kws_str[KWS_CNT] = {"Hi xiaowen", "Nihao wenwen", "Background"}; + +#include "audio/0a.c" //hi xiaowen, male +//#include "audio/fbank0a.c" //hi xiaowen, female +//#include "audio/fbank1a.c" //nihao wenwen, male +//#include "audio/fbank2a.c" //noise +//#include "audio/fbank2b.c" //noise + +static tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + //return TM_OK; + //TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 0 + for(int y=0; y maxp) { + maxi = i; + maxp = data[i]; + } + } + TM_PRINTF("### Predict output is: Class %2d [%s], prob %.3f\n", maxi, kws_str[maxi], maxp); + return; +} + +int main(int argc, char** argv) +{ TM_DBGT_INIT(); + TM_PRINTF("kws demo\n"); + tm_mdl_t mdl; + + tm_mat_t in_uint8 = {3,WAV_T,MEL_N,1, (mtype_t*)mel_buf}; + tm_mat_t in = {3,WAV_T,MEL_N,1, NULL}; + tm_mat_t outs[1]; + tm_err_t res; + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } + +#if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16) + res = tm_preprocess(&mdl, TMPP_UINT2INT, &in_uint8, &in); +#else + res = tm_preprocess(&mdl, TMPP_UINT2FP01, &in_uint8, &in); +#endif + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + if(res==TM_OK) parse_output(outs); + else TM_PRINTF("tm run error: %d\n", res); + tm_unload(&mdl); + return 0; +} diff --git a/components/TinyMaix/examples/layer_test/CMakeLists.txt b/components/TinyMaix/examples/layer_test/CMakeLists.txt new file mode 100644 index 00000000..7d6df8d9 --- /dev/null +++ b/components/TinyMaix/examples/layer_test/CMakeLists.txt @@ -0,0 +1,22 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(layer_test) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O0 " CACHE STRING "c flags") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O0 " CACHE STRING "c++ flags") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(. ${CMAKE_CURRENT_SOURCE_DIR}/../../include) + +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} main.c ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) diff --git a/components/TinyMaix/examples/layer_test/main.c b/components/TinyMaix/examples/layer_test/main.c new file mode 100644 index 00000000..b55c0caa --- /dev/null +++ b/components/TinyMaix/examples/layer_test/main.c @@ -0,0 +1,103 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +#if TM_MDL_TYPE == TM_MDL_FP32 +void dump_mat(tm_mat_t* mat) +{ + for(int y=0; yh; y++){ + for(int x=0; xw; x++){ + for(int c=0; cc; c++){ + TM_PRINTF("%.1f,", mat->data[(y*mat->w+x)*mat->c+c]); + } + } + TM_PRINTF("\n"); + } + TM_PRINTF("\n"); +} + +tm_err_t check_result(tm_mat_t* mat, float* good) +{ + tm_err_t res = TM_OK; + int idx = 0; + for(int y=0; yh; y++){ + for(int x=0; xw; x++){ + for(int c=0; cc; c++){ + idx = (y*mat->w+x)*mat->c+c; + if(mat->data[idx] != good[idx]){ + res = TM_ERR; + break; + } + } + } + } + return res; +} + +#define DEAL_RESULT(res, str) if(res!=TM_OK){TM_PRINTF("!!! Test %s failed!\n", str);return res;}else{TM_PRINTF("=== Test %s OK!\n", str);}; + +int main(int argc, char** argv) +{ + tm_err_t res; + TM_PRINTF("layer test\n"); + float buf_in[9]={\ + 1,2,3, + 4,5,6, + 7,8,9 + }; + float buf_out[9]; + tm_mat_t in = {3,3,3,1, buf_in}; + tm_mat_t out = {3,3,3,1, buf_out}; + + float w[9] = {1,1,1, 1,1,1, 1,1,1}; + float b[9] = {0,0,0, 0,0,0, 0,0,0}; + + //conv valid + float res_valid[1] = {45}; + out.w=1; out.h=1; + tml_conv2d_dwconv2d(&in, &out, w, b, 3, 3, 1, 1, 1, 1, 0, \ + 0, 0, 0, 0, 0,\ + NULL, 1, 0, 1, 0); + dump_mat(&out); + res = check_result(&out, res_valid); + DEAL_RESULT(res, "conv2d_valid"); + + //conv same + float res_same[9] = {12,21,16, 27,45,33, 24,39,28}; + out.w=3; out.h=3; + tml_conv2d_dwconv2d(&in, &out, w, b, 3, 3, 1, 1, 1, 1, 0, \ + 1, 1, 1, 1, 0,\ + NULL, 1, 0, 1, 0); + dump_mat(&out); + res = check_result(&out, res_same); + DEAL_RESULT(res, "conv2d_same"); + + //conv same stride + float res_same_s[9] = {12,16, 24,28}; + out.w=2; out.h=2; + tml_conv2d_dwconv2d(&in, &out, w, b, 3, 3, 2, 2, 1, 1, 0, \ + 1, 1, 1, 1, 0,\ + NULL, 1, 0, 1, 0); + dump_mat(&out); + res = check_result(&out, res_same_s); + DEAL_RESULT(res, "conv2d_same_stride"); + + return 0; +} + +#else +#error "TM_MDL_TYPE error!" +#endif + + diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/CMakeLists.txt b/components/TinyMaix/examples/maixhub_detection_yolov2/CMakeLists.txt new file mode 100644 index 00000000..b0a403f7 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/CMakeLists.txt @@ -0,0 +1,25 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(yolov2) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Os " CACHE STRING "c flags") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Os " CACHE STRING "c++ flags") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/include) +# include_directories( . ${CMAKE_CURRENT_SOURCE_DIR}/../../include) + +aux_source_directory(. srcs) + +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} ${srcs} ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/README.md b/components/TinyMaix/examples/maixhub_detection_yolov2/README.md new file mode 100644 index 00000000..8e4a3a12 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/README.md @@ -0,0 +1,12 @@ +MaixHub image classification demo +======== + +* Train your model on [MaixHub](https://maixhub.com) first +* Download model file and unzip, copy `model-*-final.h` to this directory, rename to `model_final.h`, and copy `model_info.h` too +* Change config in main.c according to your model(params can be found in report.json) +* Use `python3 ../../tools/img2c.py test_img.jpg width height` to generate test input image c file and copy to this directory +* `mkdir build && cd build && cmake .. && make`, then execute `./yolov2` if you use Linux + + +Change `include/tm_port.h` configs like `TM_MAX_KCSIZE` according to your model size. + diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/decoder_yolov2.c b/components/TinyMaix/examples/maixhub_detection_yolov2/decoder_yolov2.c new file mode 100644 index 00000000..05009ea9 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/decoder_yolov2.c @@ -0,0 +1,515 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + + +#ifdef __cplusplus +extern "C" { +#endif + +#include "decoder_yolov2.h" +#include +#include +#include +#include + + +static libmaix_err_t region_layer_init(region_layer_t *rl) +{ + libmaix_err_t flag = LIBMAIX_ERR_NONE; + + rl->coords = 4; + rl->net_out_wh = rl->config->net_out_width * rl->config->net_out_height; + rl->boxes_number = (rl->net_out_wh * rl->config->anchors_num); + rl->one_box_output_number = (rl->config->classes_num + rl->coords + 1); + rl->one_ch_output_number = rl->one_box_output_number * rl->config->anchors_num; + rl->output_number = rl->boxes_number * rl->one_box_output_number; + rl->output = NULL; + + //rl->scale = output_scale; + //rl->bias = output_bias; + + // Initialize for out-of-memory situations + rl->probs_buf = NULL; + rl->probs = NULL; + + /*rl->output = malloc(rl->output_number * sizeof(float)); + if (rl->output == NULL) + { + flag = -1; + goto malloc_error; + }*/ + rl->boxes = (libmaix_nn_decoder_yolo2_box_t*)malloc(rl->boxes_number * sizeof(libmaix_nn_decoder_yolo2_box_t)); + if (rl->boxes == NULL) + { + flag = LIBMAIX_ERR_NO_MEM; + goto malloc_error; + } + rl->probs_buf = (float*)malloc(rl->boxes_number * (rl->config->classes_num + 1) * sizeof(float)); + if (rl->probs_buf == NULL) + { + flag = LIBMAIX_ERR_NO_MEM; + goto malloc_error; + } + rl->probs = (float**)malloc(rl->boxes_number * sizeof(float *)); + if (rl->probs == NULL) + { + flag = LIBMAIX_ERR_NO_MEM; + goto malloc_error; + } + /*rl->activate = malloc(256 * sizeof(float)); + if (rl->activate == NULL) + { + flag = -5; + goto malloc_error; + } + rl->softmax = malloc(256 * sizeof(float)); + if (rl->softmax == NULL) + { + flag = -5; + goto malloc_error; + } + for (int i = 0; i < 256; i++) + { + rl->activate[i] = 1.0 / (1.0 + expf(-(i * rl->scale + rl->bias))); + rl->softmax[i] = expf(rl->scale * (i - 255)); + }*/ + for (uint32_t i = 0; i < rl->boxes_number; i++) + { + rl->probs[i] = &(rl->probs_buf[i * (rl->config->classes_num + 1)]); + } + + + return LIBMAIX_ERR_NONE; +malloc_error: + //free(rl->output); + free(rl->boxes); + free(rl->probs_buf); + free(rl->probs); + //free(rl->activate); + //free(rl->softmax); + return flag; +} + +static void region_layer_deinit(region_layer_t *rl) +{ + //free(rl->output); + free(rl->boxes); + free(rl->probs_buf); + free(rl->probs); + //free(rl->activate); + //free(rl->softmax); +} + +static inline float sigmod(float input) +{ + return 1.0 / (1.0 + expf(-input)); +} + +static void activate_array(region_layer_t *rl, int index, int n) +{ + float *output = &rl->output[index]; + //uint8_t *input = &rl->input[index]; + + for (int i = 0; i < n; ++i) + output[i] = 1.0 / (1.0 + expf(-output[i]));//rl->activate[input[i]]; +} + +static int entry_index(region_layer_t *rl, int location, int entry) +{ + int wh = rl->config->net_out_width * rl->config->net_out_height; + int n = location / wh; + int loc = location % wh; + + return n * wh * (rl->coords + rl->config->classes_num + 1) + entry * wh + loc; +} + +static void softmax(float *data, int n, int stride) +{ + int i; + // int diff; + // float e; + float sum = 0; + float largest_i = data[0]; + + for (i = 0; i < n; ++i) + { + if (data[i * stride] > largest_i) + largest_i = data[i * stride]; + } + for (i = 0; i < n; ++i) + { + float value = expf(data[i * stride] - largest_i); + sum += value; + data[i * stride] = value; + } + for (i = 0; i < n; ++i) + { + data[i * stride] /= sum; + } +} + + +static void softmax_cpu(float *data, int n, int batch, int batch_offset, int groups, int groups_dis) +{ + int g, b; + + for (b = 0; b < batch; ++b) + { + for (g = 0; g < groups; ++g) + softmax(data + b * batch_offset + g * groups_dis, n, 1); + } +} + +/** + * x,y,p_detect sigmod, and p_classes softmax + * + */ +static void forward_region_layer(region_layer_t *rl) +{ + int ch_offset_x, ch_offset_y; + int ch_offset_pd; // probability of detect + int stride; + + //for (index = 0; index < rl->output_number; index++) + // rl->output[index] = rl->input[index] * rl->scale + rl->bias; + for (int n = 0; n < rl->config->anchors_num; ++n) + { + ch_offset_x = n * rl->one_box_output_number; + ch_offset_y = ch_offset_x + 1; + ch_offset_pd = ch_offset_x + rl->coords; + for(int i = 0; i < rl->net_out_wh; ++i) + { + stride = i * rl->one_ch_output_number; + rl->output[ch_offset_x + stride] = sigmod(rl->output[ch_offset_x + stride]); + rl->output[ch_offset_y + stride] = sigmod(rl->output[ch_offset_y + stride]); + rl->output[ch_offset_pd + stride] = sigmod(rl->output[ch_offset_pd + stride]); + } + } + softmax_cpu(rl->output + rl->coords + 1, rl->config->classes_num, rl->config->anchors_num, + rl->one_box_output_number, rl->net_out_wh, rl->one_ch_output_number); +} + +static void correct_region_boxes(region_layer_t *rl, libmaix_nn_decoder_yolo2_box_t *boxes) +{ + uint32_t net_width = rl->config->net_in_width; + uint32_t net_height = rl->config->net_in_height; + uint32_t image_width = rl->config->input_width; + uint32_t image_height = rl->config->input_height; + uint32_t boxes_number = rl->boxes_number; + int new_w = 0; + int new_h = 0; + + if(net_width == image_width && net_height == image_height) + return; + + if (((float)net_width / image_width) < + ((float)net_height / image_height)) + { + new_w = net_width; + new_h = (image_height * net_width) / image_width; + } + else + { + new_h = net_height; + new_w = (image_width * net_height) / image_height; + } + for (int i = 0; i < boxes_number; ++i) + { + libmaix_nn_decoder_yolo2_box_t b = boxes[i]; + + b.x = (b.x - (net_width - new_w) / 2. / net_width) / + ((float)new_w / net_width); + b.y = (b.y - (net_height - new_h) / 2. / net_height) / + ((float)new_h / net_height); + b.w *= (float)net_width / new_w; + b.h *= (float)net_height / new_h; + boxes[i] = b; + } +} + +static libmaix_nn_decoder_yolo2_box_t get_region_box(float *x, float *biases, int n, int index, int i, int j, int w, int h, int stride) +{ + // volatile libmaix_nn_decoder_yolo2_box_t b; + libmaix_nn_decoder_yolo2_box_t b; + + b.x = (i + x[index + 0 * stride]) / w; + b.y = (j + x[index + 1 * stride]) / h; + b.w = expf(x[index + 2 * stride]) * biases[2 * n] / w; + b.h = expf(x[index + 3 * stride]) * biases[2 * n + 1] / h; + return b; +} + +static void get_region_boxes(region_layer_t *rl, float *predictions, float **probs, libmaix_nn_decoder_yolo2_box_t *boxes) +{ + uint32_t layer_width = rl->config->net_out_width; + uint32_t layer_height = rl->config->net_out_height; + uint32_t anchor_number = rl->config->anchors_num; + uint32_t classes = rl->config->classes_num; + uint32_t coords = rl->coords; + float threshold = rl->config->threshold; + + for (int i = 0; i < rl->net_out_wh; ++i) + { + int row = i / layer_width; + int col = i % layer_width; + + for (int n = 0; n < anchor_number; ++n) + { + // int index = i * anchor_number + n; + int index = n * rl->net_out_wh + i; + + for (int j = 0; j < classes; ++j) + probs[index][j] = 0; + int box_ch_offset = rl->one_ch_output_number * i + rl->one_box_output_number * n; + int obj_ch_offset = box_ch_offset + coords; + + + + float max = 0; + float p_classes_sum = 0; + + for (int j = 0; j < classes; ++j) + { + int class_index = obj_ch_offset + j + 1; + float prob = predictions[obj_ch_offset] * predictions[class_index]; + p_classes_sum += prob; + + probs[index][j] = (prob > threshold) ? prob : 0; + if (prob > max) + { + max = prob; + } + } + probs[index][classes] = max; + if(p_classes_sum > 0) + { + boxes[index] = get_region_box(predictions, rl->config->anchors, n, box_ch_offset, col, row, + layer_width, layer_height, 1); + } + } + } + int index = 874; + correct_region_boxes(rl, boxes); +} + +static int nms_comparator(const void *pa, const void *pb) +{ + sortable_box_t a = *(sortable_box_t *)pa; + sortable_box_t b = *(sortable_box_t *)pb; + float diff = a.probs[a.index][b.class_id] - b.probs[b.index][b.class_id]; + + if (diff < 0) + return 1; + else if (diff > 0) + return -1; + return 0; +} + +static float overlap(float x1, float w1, float x2, float w2) +{ + float l1 = x1 - w1 / 2; + float l2 = x2 - w2 / 2; + float left = l1 > l2 ? l1 : l2; + float r1 = x1 + w1 / 2; + float r2 = x2 + w2 / 2; + float right = r1 < r2 ? r1 : r2; + + return right - left; +} + +static float box_intersection(libmaix_nn_decoder_yolo2_box_t a, libmaix_nn_decoder_yolo2_box_t b) +{ + float w = overlap(a.x, a.w, b.x, b.w); + float h = overlap(a.y, a.h, b.y, b.h); + + if (w < 0 || h < 0) + return 0; + return w * h; +} + +static float box_union(libmaix_nn_decoder_yolo2_box_t a, libmaix_nn_decoder_yolo2_box_t b) +{ + float i = box_intersection(a, b); + float u = a.w * a.h + b.w * b.h - i; + + return u; +} + +static float box_iou(libmaix_nn_decoder_yolo2_box_t a, libmaix_nn_decoder_yolo2_box_t b) +{ + return box_intersection(a, b) / box_union(a, b); +} + +static void do_nms_sort(region_layer_t *rl, libmaix_nn_decoder_yolo2_box_t *boxes, float **probs) +{ + uint32_t boxes_number = rl->boxes_number; + uint32_t classes = rl->config->classes_num; + float nms_value = rl->config->nms_value; + int i, j, k; + sortable_box_t s[boxes_number]; + + for (i = 0; i < boxes_number; ++i) + { + s[i].index = i; + s[i].class_id = 0; + s[i].probs = probs; + } + + for (k = 0; k < classes; ++k) + { + for (i = 0; i < boxes_number; ++i) + s[i].class_id = k; + qsort(s, boxes_number, sizeof(sortable_box_t), nms_comparator); + for (i = 0; i < boxes_number; ++i) + { + if (probs[s[i].index][k] == 0) + continue; + libmaix_nn_decoder_yolo2_box_t a = boxes[s[i].index]; + + for (j = i + 1; j < boxes_number; ++j) + { + libmaix_nn_decoder_yolo2_box_t b = boxes[s[j].index]; + + if (box_iou(a, b) > nms_value) + probs[s[j].index][k] = 0; + } + } + } +} + +static int max_index(float *a, int n) +{ + int i, max_i = 0; + float max = a[0]; + + for (i = 1; i < n; ++i) + { + if (a[i] > max) + { + max = a[i]; + max_i = i; + } + } + return max_i; +} + +static void region_layer_run(region_layer_t *rl) +{ + forward_region_layer(rl); + get_region_boxes(rl, rl->output, rl->probs, rl->boxes); + do_nms_sort(rl, rl->boxes, rl->probs); +} + + + +libmaix_err_t libmaix_nn_decoder_yolo2_init(struct libmaix_nn_decoder *obj, void* config) +{ + libmaix_nn_decoder_yolo2_deinit(obj); + region_layer_t* rl = (region_layer_t*)malloc(sizeof(region_layer_t)); + if(!rl) + { + return LIBMAIX_ERR_NO_MEM; + } + memset(rl, 0, sizeof(region_layer_t)); + obj->data = (void*)rl; + rl->config = (libmaix_nn_decoder_yolo2_config_t*)config; + libmaix_err_t err = region_layer_init(rl); + if(err != LIBMAIX_ERR_NONE) + { + return err; + } + return LIBMAIX_ERR_NONE; +} + +libmaix_err_t libmaix_nn_decoder_yolo2_deinit(struct libmaix_nn_decoder *obj) +{ + region_layer_t* rl = (region_layer_t*)obj->data; + if(rl) + { + region_layer_deinit(rl); + free(rl); + obj->data = NULL; + } + return LIBMAIX_ERR_NONE; +} + +libmaix_err_t libmaix_nn_decoder_yolo2_decode(struct libmaix_nn_decoder *obj, float* feature_map_data, void* result_in) +{ + region_layer_t* rl = (region_layer_t*)obj->data; + libmaix_nn_decoder_yolo2_result_t* result = (libmaix_nn_decoder_yolo2_result_t*)result_in; + rl->output = feature_map_data; + region_layer_run(rl); + result->boxes_num = rl->boxes_number; + result->boxes = rl->boxes; + result->probs = rl->probs; + return LIBMAIX_ERR_NONE; +} + + +void libmaix_nn_decoder_yolo2_draw_result(struct libmaix_nn_decoder* obj, libmaix_nn_decoder_yolo2_result_t* result, uint32_t id, const char** labels, callback_draw_result_func_t callback, void* arg) +{ + // assert(callback); + region_layer_t* rl = (region_layer_t*)obj->data; + const char* label = NULL; + uint32_t image_width = rl->config->input_width; + uint32_t image_height = rl->config->input_height; + float threshold = rl->config->threshold; + libmaix_nn_decoder_yolo2_box_t *boxes = result->boxes; + + for (int i = 0; i < result->boxes_num; ++i) + { + int class_id = max_index(rl->probs[i], rl->config->classes_num); + float prob = result->probs[i][class_id]; + if (prob > threshold) + { + libmaix_nn_decoder_yolo2_box_t *b = boxes + i; + uint32_t x1 = b->x * image_width - (b->w * image_width / 2); + uint32_t y1 = b->y * image_height - (b->h * image_height / 2); + uint32_t w = b->w * image_width; + uint32_t h = b->h * image_height; + if(labels) + { + label = labels[class_id]; + } + callback(id, x1, y1, w, h, class_id, prob, label, arg); + } + } +} + +libmaix_nn_decoder_t* libmaix_nn_decoder_yolo2_create() +{ + libmaix_nn_decoder_t* obj = (libmaix_nn_decoder_t*)malloc(sizeof(libmaix_nn_decoder_t)); + if(!obj) + { + return NULL; + } + memset(obj, 0, sizeof(libmaix_nn_decoder_t)); //init space + obj->init = libmaix_nn_decoder_yolo2_init; + obj->deinit = libmaix_nn_decoder_yolo2_deinit; + obj->decode = libmaix_nn_decoder_yolo2_decode; + + return obj; +} + +void libmaix_nn_decoder_yolo2_destroy(libmaix_nn_decoder_t** obj) +{ + if(*obj) + { + (*obj)->deinit(*obj); + free(*obj); + *obj = NULL; + } +} + +#ifdef __cplusplus +} +#endif diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/include/decoder_yolov2.h b/components/TinyMaix/examples/maixhub_detection_yolov2/include/decoder_yolov2.h new file mode 100644 index 00000000..bc8c13de --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/include/decoder_yolov2.h @@ -0,0 +1,136 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + + +#ifndef __LIBMAIX_NN_DECODER_YOLO2_H +#define __LIBMAIX_NN_DECODER_YOLO2_H + + + +#ifdef __cplusplus +extern "C" +{ +#endif +#include +#include + +typedef enum +{ + LIBMAIX_ERR_NONE = 0, + LIBMAIX_ERR_PARAM = 1, + LIBMAIX_ERR_NO_MEM = 2, + LIBMAIX_ERR_NOT_IMPLEMENT = 3, + LIBMAIX_ERR_NOT_READY = 4, + LIBMAIX_ERR_NOT_INIT = 5, + LIBMAIX_ERR_NOT_PERMIT = 6, + LIBMAIX_ERR_NOT_EXEC = 7, + LIBMAIX_ERR_UNKNOWN, +}libmaix_err_t; + +typedef struct +{ + float x; + float y; + float w; + float h; +}libmaix_nn_decoder_yolo2_box_t; + +typedef struct +{ + uint32_t classes_num; + float threshold; + float nms_value; + uint32_t anchors_num; + float* anchors; + uint32_t net_in_width; // net input width, e.g. 224 + uint32_t net_in_height; + uint32_t net_out_width; // net output width, e.g. 7 + uint32_t net_out_height; + uint32_t input_width; // input image width, e.g. 320, if it not the same as net input, the output box max width is the same as image width + uint32_t input_height; +}libmaix_nn_decoder_yolo2_config_t; + + +typedef struct +{ + libmaix_nn_decoder_yolo2_config_t* config; + uint32_t coords; // coord length, 4: xmin, ymin, xmax, ymax + uint32_t net_out_wh; + uint32_t boxes_number; + uint32_t output_number; + uint32_t one_box_output_number; + uint32_t one_ch_output_number; + float scale; + float bias; + libmaix_nn_decoder_yolo2_box_t* boxes; + //uint8_t *input; + float *output; + float *probs_buf; + float **probs; + float *activate; + float *softmax; +} region_layer_t; + +typedef struct +{ + int index; + int class_id; + float **probs; +}sortable_box_t; + + +typedef enum +{ + LIBMAIX_NN_DTYPE_UINT8 = 0, + LIBMAIX_NN_DTYPE_INT8 = 1, + LIBMAIX_NN_DTYPE_FLOAT = 2, +}libmaix_nn_dtype_t; // data type + +typedef enum +{ + LIBMAIX_NN_LAYOUT_HWC = 0, + LIBMAIX_NN_LAYOUT_CHW = 1, +}libmaix_nn_layout_t; + +typedef struct libmaix_nn_decoder +{ + libmaix_err_t (*init)(struct libmaix_nn_decoder *obj, void* config); + libmaix_err_t (*deinit)(struct libmaix_nn_decoder *obj); + libmaix_err_t (*decode)(struct libmaix_nn_decoder *obj, float* feature_map_data, void* result); + + void* data; +} libmaix_nn_decoder_t; + +typedef struct +{ + uint32_t boxes_num; + libmaix_nn_decoder_yolo2_box_t* boxes; + float** probs; // shape: (boxes_num, classes_num, dtype='float') +}libmaix_nn_decoder_yolo2_result_t; + + +typedef void (*callback_draw_result_func_t)(uint32_t id, uint32_t x, uint32_t y, uint32_t w, uint32_t h, uint32_t class_id, float prob, const char* label, void* arg); + +libmaix_err_t libmaix_nn_decoder_yolo2_init(struct libmaix_nn_decoder* obj, void* config); +libmaix_err_t libmaix_nn_decoder_yolo2_deinit(struct libmaix_nn_decoder* obj); +libmaix_err_t libmaix_nn_decoder_yolo2_decode(struct libmaix_nn_decoder* obj, float* feature_map_data, void* result); +void libmaix_nn_decoder_yolo2_draw_result(struct libmaix_nn_decoder* obj, libmaix_nn_decoder_yolo2_result_t* result, uint32_t id, const char** labels, callback_draw_result_func_t callback, void* arg); + +libmaix_nn_decoder_t* libmaix_nn_decoder_yolo2_create(); +void libmaix_nn_decoder_yolo2_destroy(libmaix_nn_decoder_t** obj); + + +#ifdef __cplusplus +} +#endif + +#endif diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/include/tinymaix.h b/components/TinyMaix/examples/maixhub_detection_yolov2/include/tinymaix.h new file mode 100644 index 00000000..93e19f02 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/include/tinymaix.h @@ -0,0 +1,322 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TINYMAIX_H +#define __TINYMAIX_H + +#include +#include +#include +#include + +#define TM_MDL_INT8 0 +#define TM_MDL_INT16 1 +#define TM_MDL_FP32 2 +#define TM_MDL_FP16 3 +#define TM_MDL_FP8_143 4 //experimental +#define TM_MDL_FP8_152 5 //experimental +#include "tm_port.h" + +/******************************* MARCO ************************************/ +#define TM_MDL_MAGIC 'XIAM' //mdl magic sign +#define TM_ALIGN_SIZE (8) //8 byte align +#define TM_ALIGN(addr) ((((size_t)(addr))+(TM_ALIGN_SIZE-1))/TM_ALIGN_SIZE*TM_ALIGN_SIZE) +#define TM_MATP(mat,y,x,ch) ((mat)->data + ((y)*(mat)->w + (x))*(mat)->c + (ch)) + //HWC +#if TM_MDL_TYPE == TM_MDL_INT8 + typedef int8_t mtype_t; //mat data type + typedef int8_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (0) +#elif TM_MDL_TYPE == TM_MDL_INT16 + typedef int16_t mtype_t; //mat data type + typedef int16_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (8) +#elif TM_MDL_TYPE == TM_MDL_FP32 + typedef float mtype_t; //mat data type + typedef float wtype_t; //weight data type + typedef float btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#elif TM_MDL_TYPE == TM_MDL_FP16 + #if TM_ARCH != TM_ARCH_RV64V + #error "only support RV64V's float16!" + #endif + #include + typedef float16_t mtype_t; //mat data type + typedef float16_t wtype_t; //weight data type + typedef float16_t btype_t; //bias data type + typedef float16_t sumtype_t; //sum data type + typedef float16_t zptype_t; //zeropoint data type +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #if TM_ARCH != TM_ARCH_CPU + #error "only support CPU simulation now!" + #endif + typedef uint8_t mtype_t; //mat data type + typedef uint8_t wtype_t; //weight data type + typedef uint8_t btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#else + #error "Not support this MDL_TYPE!" +#endif + +#if TM_MDL_TYPE == TM_MDL_FP8_143 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (4) + #define TM_FP8_MCNT (3) + #define TM_FP8_BIAS (9) +#elif TM_MDL_TYPE == TM_MDL_FP8_152 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (5) + #define TM_FP8_MCNT (2) + #define TM_FP8_BIAS (15) +#endif + +typedef float sctype_t; +#define TM_FASTSCALE_SHIFT (8) + +/******************************* ENUM ************************************/ +typedef enum{ + TM_OK = 0, + TM_ERR= 1, + TM_ERR_MAGIC = 2, + TM_ERR_UNSUPPORT = 3, + TM_ERR_OOM = 4, + TM_ERR_LAYERTYPE = 5, + TM_ERR_DIMS = 6, + TM_ERR_TODO = 7, + TM_ERR_MDLTYPE = 8, + TM_ERR_KSIZE = 9, +}tm_err_t; + +typedef enum{ + TML_CONV2D = 0, + TML_GAP = 1, + TML_FC = 2, + TML_SOFTMAX = 3, + TML_RESHAPE = 4, + TML_DWCONV2D = 5, + TML_MAXCNT , +}tm_layer_type_t; + +typedef enum{ + TM_PAD_VALID = 0, + TM_PAD_SAME = 1, +}tm_pad_type_t; + +typedef enum{ + TM_ACT_NONE = 0, + TM_ACT_RELU = 1, + TM_ACT_RELU1 = 2, + TM_ACT_RELU6 = 3, + TM_ACT_TANH = 4, + TM_ACT_SIGNBIT= 5, + TM_ACT_MAXCNT , +}tm_act_type_t; + + +typedef enum { + TMPP_NONE = 0, + TMPP_FP2INT = 1, //user own fp buf -> int input buf + TMPP_UINT2INT = 2, //int8: cvt in place; int16: can't cvt in place + TMPP_UINT2FP01 = 3, // u8/255.0 + TMPP_UINT2FPN11= 4, // (u8-128)/128 + TMPP_UINT2DTYPE= 5, //uint8 to fp16,fp8 + TMPP_MAXCNT, +}tm_pp_t; + +/******************************* STRUCT ************************************/ +//mdlbin in flash +typedef struct{ + uint32_t magic; //"MAIX" + uint8_t mdl_type; //0 int8, 1 int16, 2 fp32, + uint8_t out_deq; //0 don't dequant out; 1 dequant out + uint16_t input_cnt; //only support 1 yet + uint16_t output_cnt; //only support 1 yet + uint16_t layer_cnt; + uint32_t buf_size; //main buf size for middle result + uint32_t sub_size; //sub buf size for middle result + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + uint8_t reserve[28]; //reserve for future + uint8_t layers_body[0];//oft 64 here +}tm_mdlbin_t; + +//mdl meta data in ram +typedef struct{ + tm_mdlbin_t* b; //bin + void* cb; //Layer callback + uint8_t* buf; //main buf addr + uint8_t* subbuf; //sub buf addr + uint16_t main_alloc; //is main buf alloc or static + uint16_t layer_i; //current layer index + uint8_t* layer_body; //current layer body addr +}tm_mdl_t; + +//dims==3, hwc +//dims==2, 1wc +//dims==1, 11c +typedef struct{ + uint16_t dims; + uint16_t h; + uint16_t w; + uint16_t c; + union { + mtype_t* data; + float* dataf; + }; +}tm_mat_t; + +/******************************* LAYER STRUCT ************************************/ +typedef struct{ //48byte + uint16_t type; //layer type + uint16_t is_out; //is output + uint32_t size; //8 byte align size for this layer + uint32_t in_oft; //input oft in main buf + uint32_t out_oft; //output oft in main buf + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + //following unit not used in fp32 mode + sctype_t in_s; //input scale, + zptype_t in_zp; //input zeropoint + sctype_t out_s; //output scale + zptype_t out_zp; //output zeropoint + //note: real = scale*(q-zeropoint) +}tml_head_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + uint32_t depth_mul; //depth_multiplier: if conv2d,=0; else: >=1 + uint32_t reserve; //for 8byte align + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_conv2d_dw_t; //compatible with conv2d and dwconv2d + +typedef struct{ + tml_head_t h; +}tml_gap_t; + +typedef struct{ + tml_head_t h; + + uint32_t ws_oft; //weight scale oft from this layer start + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + uint32_t reserve; //for 8byte align +}tml_fc_t; + +typedef struct{ + tml_head_t h; +}tml_softmax_t; + +typedef struct{ + tml_head_t h; +}tml_reshape_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_dwconv2d_t; + + + +/******************************* TYPE ************************************/ +typedef tm_err_t (*tml_stat_t)(tml_head_t* layer, tm_mat_t* in, tm_mat_t* out); +typedef tm_err_t (*tm_cb_t)(tm_mdl_t* mdl, tml_head_t* lh); + + +/******************************* GLOBAL VARIABLE ************************************/ + + +/******************************* MODEL FUNCTION ************************************/ +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); //load model +void tm_unload(tm_mdl_t* mdl); //remove model +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); //preprocess input data +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); //run model + + +/******************************* LAYER FUNCTION ************************************/ +tm_err_t tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); + + +/******************************* STAT FUNCTION ************************************/ +#if TM_ENABLE_STAT +tm_err_t tm_stat(tm_mdlbin_t* mdl); //stat model +#endif + +/******************************* UTILS FUNCTION ************************************/ +uint8_t __attribute__((weak)) tm_fp32to8(float fp32); +float __attribute__((weak)) tm_fp8to32(uint8_t fp8); + + +/******************************* UTILS ************************************/ +#define TML_GET_INPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->in_oft)) +#define TML_GET_OUTPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->out_oft)) +#if (TM_MDL_TYPE == TM_MDL_INT8)||(TM_MDL_TYPE == TM_MDL_INT16) + #define TML_DEQUANT(lh, x) (((sumtype_t)(x)-((lh)->out_zp))*((lh)->out_s)) +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #define TML_DEQUANT(lh, x) (tm_fp8to32(x)) +#else //FP32,FP16 + #define TML_DEQUANT(lh, x) ((float)(x)) +#endif + +#endif diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/include/tm_port.h b/components/TinyMaix/examples/maixhub_detection_yolov2/include/tm_port.h new file mode 100644 index 00000000..697ae988 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/include/tm_port.h @@ -0,0 +1,90 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TM_PORT_H +#define __TM_PORT_H + + +#define TM_ARCH_CPU (0) //default, pure cpu compute +#define TM_ARCH_ARM_SIMD (1) //ARM Cortex M4/M7, etc. +#define TM_ARCH_ARM_NEON (2) //ARM Cortex A7, etc. +#define TM_ARCH_ARM_MVEI (3) //ARMv8.1: M55, etc. +#define TM_ARCH_RV32P (4) //T-head E907, etc. +#define TM_ARCH_RV64V (5) //T-head C906,C910, etc. + +#define TM_OPT0 (0) //default, least code and buf +#define TM_OPT1 (1) //opt for speed, need more code and buf +#define TM_OPT2 (2) //TODO + +/******************************* PORT CONFIG ************************************/ +#define TM_ARCH TM_ARCH_CPU +#define TM_OPT_LEVEL TM_OPT0 +#define TM_MDL_TYPE TM_MDL_INT8 +#define TM_FASTSCALE (0) //enable if your chip don't have FPU, may speed up 1/3, but decrease accuracy +#define TM_ENABLE_STAT (1) //enable mdl stat functions +#define TM_MAX_CSIZE (1000) //max channel num //used if INT8 mdl //cost TM_MAX_CSIZE*4 Byte +#define TM_MAX_KSIZE (5*5) //max kernel_size //cost TM_MAX_KSIZE*4 Byte +#define TM_MAX_KCSIZE (14*14*1000) //max kernel_size*channels //cost TM_MAX_KSIZE*sizeof(mtype_t) Byte + +#define TM_INLINE __attribute__((always_inline)) static inline +#define tm_malloc(x) malloc(x) +#define tm_free(x) free(x) + + +#define TM_PRINTF(...) printf(__VA_ARGS__) +#define TM_DBG(...) //TM_PRINTF("###L%d: ",__LINE__);TM_PRINTF(__VA_ARGS__); +#define TM_DBGL() TM_PRINTF("###L%d\n",__LINE__); + +/******************************* DBG TIME CONFIG ************************************/ +#include +#include +#define TM_GET_US() ((uint32_t)(clock()*1000000/CLOCKS_PER_SEC)) + +#define TM_DBGT_INIT() uint32_t _start,_finish;float _time;_start=TM_GET_US(); +#define TM_DBGT_START() _start=TM_GET_US(); +#define TM_DBGT(x) {_finish=TM_GET_US();\ + _time = (float)(_finish-_start)/1000.0;\ + TM_PRINTF("===%s use %.3f ms\n", (x), _time);\ + _start=TM_GET_US();} + +/******************************* DBG PERFORMANCE CONFIG ************************************/ +//need clock tick to make accurate statistics +#define TM_EN_PERF 0 + +#if TM_EN_PERF + #define TM_GET_TICK(x) __ASM volatile("csrr %0, mcycle" : "=r"(x)); //edit your self + + #define TM_TICK_PERUS (380) //sysconf(_SC_CLK_TCK)/1000000) + #define TM_PERF_REG(x) uint64_t x=0; + #define TM_PERF_EXTREG(x) extern uint64_t x; + #define TM_PERF_INIT(x) uint64_t _##x##_t0, _##x##_t1; + #define TM_PERF_START(x) TM_GET_TICK(_##x##_t0); + #define TM_PERF_ADD(x) {TM_GET_TICK(_##x##_t1);(x)+=(_##x##_t1-_##x##_t0);TM_GET_TICK(_##x##_t0);}; + #define TM_PERF_PRINT(x) TM_PRINTF("PERF "#x": %ld us\r\n", (x)/TM_TICK_PERUS) +#else + #define TM_GET_TICK(x) + #define TM_TICK_PERUS + #define TM_PERF_REG(x) + #define TM_PERF_EXTREG(x) + #define TM_PERF_INIT(x) + #define TM_PERF_START(x) + #define TM_PERF_ADD(x) + #define TM_PERF_PRINT(x) +#endif + + +/******************************* OPS CONFIG ************************************/ + + + + +#endif diff --git a/components/TinyMaix/examples/maixhub_detection_yolov2/main.c b/components/TinyMaix/examples/maixhub_detection_yolov2/main.c new file mode 100644 index 00000000..9fa99560 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_detection_yolov2/main.c @@ -0,0 +1,189 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" +#include "decoder_yolov2.h" + +#include "model_info.h" // model header file generted by maixhub +#include "model_final.h" // model header file generted by maixhub + +/////////////////// config //////////////////////// +static int class_num = PARAM_CLASS_NUM; // class number +static const char* labels[] = PARAM_LABELS; // class names +static int input_w = PARAM_INPUT_W, input_h = PARAM_INPUT_H; // input resolution +static float anchors[PARAM_ANCHOR_NUM * 2] = PARAM_ANCHORS; // anchors, the same as train's +extern unsigned char pic[PARAM_INPUT_W * PARAM_INPUT_H * PARAM_INPUT_C]; // test input image, hwc, RGBRGB...RGBRGB +static float mean = PARAM_MEAN, std = PARAM_STD; // preprocess params, input = (data - mean) / std + // must the same as the used when training + // can find in report.json +#define PREPROCESS_USE_NORMAL_PROCEDURE 0 // 0: use fast preprocess, 1: use normal preprocess +/////////////////////////////////////////////////// +static int recognize_count = 0; + +#if TM_MDL_TYPE != TM_MDL_INT8 && TM_MDL_TYPE != TM_MDL_FP32 + #error "MaixHub only generate int8 or fp32 model" +#endif + + +static tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + return TM_OK; + TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 1 + for(int y=0; ydecode(decoder, data, (void*)&result); + if(err != LIBMAIX_ERR_NONE) + { + TM_PRINTF("decode error: %d\n", err); + return; + } + TM_PRINTF("decode result boxes_num: %d\n", result.boxes_num); + libmaix_nn_decoder_yolo2_draw_result(decoder, &result, recognize_count++, labels, on_draw_box, NULL); + return; +} + +void maixhub_image_preprocess_quantize(tm_mdl_t* mdl, uint8_t *img_data, int w, int h, float mean, float std, mtype_t *quantized_data) +{ + uint8_t* p = img_data; + mtype_t* quant_p = quantized_data; + tml_head_t* l0h = (tml_head_t*)mdl->b->layers_body; + sctype_t in_s = l0h->in_s; + zptype_t in_zp= l0h->in_zp; + + for(int i = 0; i < h * w; ++i) + { + #if TM_MDL_TYPE == TM_MDL_INT8 + #if PREPROCESS_USE_NORMAL_PROCEDURE + *quant_p++ = (mtype_t)(((float)*p++ - mean) / std / in_s + in_zp); + *quant_p++ = (mtype_t)(((float)*p++ - mean) / std / in_s + in_zp); + *quant_p++ = (mtype_t)(((float)*p++ - mean) / std / in_s + in_zp); + #else + *quant_p++ = (mtype_t)((int16_t)*p++ - 128); + *quant_p++ = (mtype_t)((int16_t)*p++ - 128); + *quant_p++ = (mtype_t)((int16_t)*p++ - 128); + #endif + #else + *quant_p++ = ((float)*p++ - mean) / std; + *quant_p++ = ((float)*p++ - mean) / std; + *quant_p++ = ((float)*p++ - mean) / std; + #endif + } +} + + +int main(int argc, char** argv) +{ + TM_DBGT_INIT(); + TM_PRINTF("MaixHub detection yolov2\n"); + + tm_mdl_t mdl; + + tm_mat_t in = {3, input_h, input_w, 3, NULL}; + tm_mat_t outs[1]; + tm_err_t res; + + // init decoder + libmaix_err_t err; + libmaix_nn_decoder_yolo2_config_t yolo2_config = { + .classes_num = class_num, + .threshold = 0.5, //Confidence level + .nms_value = 0.3, + .anchors_num = PARAM_ANCHOR_NUM, + .anchors = anchors, + .net_in_width = PARAM_INPUT_W, + .net_in_height = PARAM_INPUT_H, + .net_out_width = PARAM_OUTPUT_W, + .net_out_height = PARAM_OUTPUT_H, + .input_width = PARAM_INPUT_W, + .input_height = PARAM_INPUT_W + }; + libmaix_nn_decoder_t *decoder = libmaix_nn_decoder_yolo2_create(); + if(!decoder) + { + TM_PRINTF("tm init decoder faild, maybe no memory\n"); + return -1; + } + err = decoder->init(decoder, &yolo2_config); + if(err != LIBMAIX_ERR_NONE) + { + TM_PRINTF("tm init decoder faild, maybe no memory\n"); + return -1; + } + + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } + + // preprocess and quantize + maixhub_image_preprocess_quantize(&mdl, pic, input_w, input_h, mean, std, in.data); + + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + + if(res==TM_OK) + { + parse_output(decoder, outs, class_num); + } + else + { + TM_PRINTF("tm run error: %d\n", res); + } + decoder->deinit(decoder); + libmaix_nn_decoder_yolo2_destroy(&decoder); + tm_unload(&mdl); + return 0; +} diff --git a/components/TinyMaix/examples/maixhub_image_classification/CMakeLists.txt b/components/TinyMaix/examples/maixhub_image_classification/CMakeLists.txt new file mode 100644 index 00000000..99903f56 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_image_classification/CMakeLists.txt @@ -0,0 +1,24 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(classification) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -Os " CACHE STRING "c flags") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Os " CACHE STRING "c++ flags") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(${CMAKE_CURRENT_SOURCE_DIR}/include) +# include_directories( . ${CMAKE_CURRENT_SOURCE_DIR}/../../include) + +aux_source_directory(. srcs) +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} ${srcs} ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) diff --git a/components/TinyMaix/examples/maixhub_image_classification/README.md b/components/TinyMaix/examples/maixhub_image_classification/README.md new file mode 100644 index 00000000..2cead66a --- /dev/null +++ b/components/TinyMaix/examples/maixhub_image_classification/README.md @@ -0,0 +1,14 @@ +MaixHub image classification demo +======== + +* Train your model on [MaixHub](https://maixhub.com) first +* Download model file and unzip, copy `model-*-final.h` to this directory, rename to `model_final.h`, and copy `model_info.h` too +* Change config in main.c according to your model(params can be found in report.json) +* Use `python3 ../../tools/img2c.py test_img.jpg width height` to generate test input image c file and copy to this directory +* `mkdir build && cd build && cmake .. && make`, then execute `./classification` if you use Linux + + +Change `include/tm_port.h` configs like `TM_MAX_KCSIZE` according to your model size. + + + diff --git a/components/TinyMaix/examples/maixhub_image_classification/include/tinymaix.h b/components/TinyMaix/examples/maixhub_image_classification/include/tinymaix.h new file mode 100644 index 00000000..93e19f02 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_image_classification/include/tinymaix.h @@ -0,0 +1,322 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TINYMAIX_H +#define __TINYMAIX_H + +#include +#include +#include +#include + +#define TM_MDL_INT8 0 +#define TM_MDL_INT16 1 +#define TM_MDL_FP32 2 +#define TM_MDL_FP16 3 +#define TM_MDL_FP8_143 4 //experimental +#define TM_MDL_FP8_152 5 //experimental +#include "tm_port.h" + +/******************************* MARCO ************************************/ +#define TM_MDL_MAGIC 'XIAM' //mdl magic sign +#define TM_ALIGN_SIZE (8) //8 byte align +#define TM_ALIGN(addr) ((((size_t)(addr))+(TM_ALIGN_SIZE-1))/TM_ALIGN_SIZE*TM_ALIGN_SIZE) +#define TM_MATP(mat,y,x,ch) ((mat)->data + ((y)*(mat)->w + (x))*(mat)->c + (ch)) + //HWC +#if TM_MDL_TYPE == TM_MDL_INT8 + typedef int8_t mtype_t; //mat data type + typedef int8_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (0) +#elif TM_MDL_TYPE == TM_MDL_INT16 + typedef int16_t mtype_t; //mat data type + typedef int16_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (8) +#elif TM_MDL_TYPE == TM_MDL_FP32 + typedef float mtype_t; //mat data type + typedef float wtype_t; //weight data type + typedef float btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#elif TM_MDL_TYPE == TM_MDL_FP16 + #if TM_ARCH != TM_ARCH_RV64V + #error "only support RV64V's float16!" + #endif + #include + typedef float16_t mtype_t; //mat data type + typedef float16_t wtype_t; //weight data type + typedef float16_t btype_t; //bias data type + typedef float16_t sumtype_t; //sum data type + typedef float16_t zptype_t; //zeropoint data type +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #if TM_ARCH != TM_ARCH_CPU + #error "only support CPU simulation now!" + #endif + typedef uint8_t mtype_t; //mat data type + typedef uint8_t wtype_t; //weight data type + typedef uint8_t btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#else + #error "Not support this MDL_TYPE!" +#endif + +#if TM_MDL_TYPE == TM_MDL_FP8_143 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (4) + #define TM_FP8_MCNT (3) + #define TM_FP8_BIAS (9) +#elif TM_MDL_TYPE == TM_MDL_FP8_152 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (5) + #define TM_FP8_MCNT (2) + #define TM_FP8_BIAS (15) +#endif + +typedef float sctype_t; +#define TM_FASTSCALE_SHIFT (8) + +/******************************* ENUM ************************************/ +typedef enum{ + TM_OK = 0, + TM_ERR= 1, + TM_ERR_MAGIC = 2, + TM_ERR_UNSUPPORT = 3, + TM_ERR_OOM = 4, + TM_ERR_LAYERTYPE = 5, + TM_ERR_DIMS = 6, + TM_ERR_TODO = 7, + TM_ERR_MDLTYPE = 8, + TM_ERR_KSIZE = 9, +}tm_err_t; + +typedef enum{ + TML_CONV2D = 0, + TML_GAP = 1, + TML_FC = 2, + TML_SOFTMAX = 3, + TML_RESHAPE = 4, + TML_DWCONV2D = 5, + TML_MAXCNT , +}tm_layer_type_t; + +typedef enum{ + TM_PAD_VALID = 0, + TM_PAD_SAME = 1, +}tm_pad_type_t; + +typedef enum{ + TM_ACT_NONE = 0, + TM_ACT_RELU = 1, + TM_ACT_RELU1 = 2, + TM_ACT_RELU6 = 3, + TM_ACT_TANH = 4, + TM_ACT_SIGNBIT= 5, + TM_ACT_MAXCNT , +}tm_act_type_t; + + +typedef enum { + TMPP_NONE = 0, + TMPP_FP2INT = 1, //user own fp buf -> int input buf + TMPP_UINT2INT = 2, //int8: cvt in place; int16: can't cvt in place + TMPP_UINT2FP01 = 3, // u8/255.0 + TMPP_UINT2FPN11= 4, // (u8-128)/128 + TMPP_UINT2DTYPE= 5, //uint8 to fp16,fp8 + TMPP_MAXCNT, +}tm_pp_t; + +/******************************* STRUCT ************************************/ +//mdlbin in flash +typedef struct{ + uint32_t magic; //"MAIX" + uint8_t mdl_type; //0 int8, 1 int16, 2 fp32, + uint8_t out_deq; //0 don't dequant out; 1 dequant out + uint16_t input_cnt; //only support 1 yet + uint16_t output_cnt; //only support 1 yet + uint16_t layer_cnt; + uint32_t buf_size; //main buf size for middle result + uint32_t sub_size; //sub buf size for middle result + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + uint8_t reserve[28]; //reserve for future + uint8_t layers_body[0];//oft 64 here +}tm_mdlbin_t; + +//mdl meta data in ram +typedef struct{ + tm_mdlbin_t* b; //bin + void* cb; //Layer callback + uint8_t* buf; //main buf addr + uint8_t* subbuf; //sub buf addr + uint16_t main_alloc; //is main buf alloc or static + uint16_t layer_i; //current layer index + uint8_t* layer_body; //current layer body addr +}tm_mdl_t; + +//dims==3, hwc +//dims==2, 1wc +//dims==1, 11c +typedef struct{ + uint16_t dims; + uint16_t h; + uint16_t w; + uint16_t c; + union { + mtype_t* data; + float* dataf; + }; +}tm_mat_t; + +/******************************* LAYER STRUCT ************************************/ +typedef struct{ //48byte + uint16_t type; //layer type + uint16_t is_out; //is output + uint32_t size; //8 byte align size for this layer + uint32_t in_oft; //input oft in main buf + uint32_t out_oft; //output oft in main buf + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + //following unit not used in fp32 mode + sctype_t in_s; //input scale, + zptype_t in_zp; //input zeropoint + sctype_t out_s; //output scale + zptype_t out_zp; //output zeropoint + //note: real = scale*(q-zeropoint) +}tml_head_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + uint32_t depth_mul; //depth_multiplier: if conv2d,=0; else: >=1 + uint32_t reserve; //for 8byte align + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_conv2d_dw_t; //compatible with conv2d and dwconv2d + +typedef struct{ + tml_head_t h; +}tml_gap_t; + +typedef struct{ + tml_head_t h; + + uint32_t ws_oft; //weight scale oft from this layer start + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + uint32_t reserve; //for 8byte align +}tml_fc_t; + +typedef struct{ + tml_head_t h; +}tml_softmax_t; + +typedef struct{ + tml_head_t h; +}tml_reshape_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_dwconv2d_t; + + + +/******************************* TYPE ************************************/ +typedef tm_err_t (*tml_stat_t)(tml_head_t* layer, tm_mat_t* in, tm_mat_t* out); +typedef tm_err_t (*tm_cb_t)(tm_mdl_t* mdl, tml_head_t* lh); + + +/******************************* GLOBAL VARIABLE ************************************/ + + +/******************************* MODEL FUNCTION ************************************/ +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); //load model +void tm_unload(tm_mdl_t* mdl); //remove model +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); //preprocess input data +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); //run model + + +/******************************* LAYER FUNCTION ************************************/ +tm_err_t tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); + + +/******************************* STAT FUNCTION ************************************/ +#if TM_ENABLE_STAT +tm_err_t tm_stat(tm_mdlbin_t* mdl); //stat model +#endif + +/******************************* UTILS FUNCTION ************************************/ +uint8_t __attribute__((weak)) tm_fp32to8(float fp32); +float __attribute__((weak)) tm_fp8to32(uint8_t fp8); + + +/******************************* UTILS ************************************/ +#define TML_GET_INPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->in_oft)) +#define TML_GET_OUTPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->out_oft)) +#if (TM_MDL_TYPE == TM_MDL_INT8)||(TM_MDL_TYPE == TM_MDL_INT16) + #define TML_DEQUANT(lh, x) (((sumtype_t)(x)-((lh)->out_zp))*((lh)->out_s)) +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #define TML_DEQUANT(lh, x) (tm_fp8to32(x)) +#else //FP32,FP16 + #define TML_DEQUANT(lh, x) ((float)(x)) +#endif + +#endif diff --git a/components/TinyMaix/examples/maixhub_image_classification/include/tm_port.h b/components/TinyMaix/examples/maixhub_image_classification/include/tm_port.h new file mode 100644 index 00000000..697ae988 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_image_classification/include/tm_port.h @@ -0,0 +1,90 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TM_PORT_H +#define __TM_PORT_H + + +#define TM_ARCH_CPU (0) //default, pure cpu compute +#define TM_ARCH_ARM_SIMD (1) //ARM Cortex M4/M7, etc. +#define TM_ARCH_ARM_NEON (2) //ARM Cortex A7, etc. +#define TM_ARCH_ARM_MVEI (3) //ARMv8.1: M55, etc. +#define TM_ARCH_RV32P (4) //T-head E907, etc. +#define TM_ARCH_RV64V (5) //T-head C906,C910, etc. + +#define TM_OPT0 (0) //default, least code and buf +#define TM_OPT1 (1) //opt for speed, need more code and buf +#define TM_OPT2 (2) //TODO + +/******************************* PORT CONFIG ************************************/ +#define TM_ARCH TM_ARCH_CPU +#define TM_OPT_LEVEL TM_OPT0 +#define TM_MDL_TYPE TM_MDL_INT8 +#define TM_FASTSCALE (0) //enable if your chip don't have FPU, may speed up 1/3, but decrease accuracy +#define TM_ENABLE_STAT (1) //enable mdl stat functions +#define TM_MAX_CSIZE (1000) //max channel num //used if INT8 mdl //cost TM_MAX_CSIZE*4 Byte +#define TM_MAX_KSIZE (5*5) //max kernel_size //cost TM_MAX_KSIZE*4 Byte +#define TM_MAX_KCSIZE (14*14*1000) //max kernel_size*channels //cost TM_MAX_KSIZE*sizeof(mtype_t) Byte + +#define TM_INLINE __attribute__((always_inline)) static inline +#define tm_malloc(x) malloc(x) +#define tm_free(x) free(x) + + +#define TM_PRINTF(...) printf(__VA_ARGS__) +#define TM_DBG(...) //TM_PRINTF("###L%d: ",__LINE__);TM_PRINTF(__VA_ARGS__); +#define TM_DBGL() TM_PRINTF("###L%d\n",__LINE__); + +/******************************* DBG TIME CONFIG ************************************/ +#include +#include +#define TM_GET_US() ((uint32_t)(clock()*1000000/CLOCKS_PER_SEC)) + +#define TM_DBGT_INIT() uint32_t _start,_finish;float _time;_start=TM_GET_US(); +#define TM_DBGT_START() _start=TM_GET_US(); +#define TM_DBGT(x) {_finish=TM_GET_US();\ + _time = (float)(_finish-_start)/1000.0;\ + TM_PRINTF("===%s use %.3f ms\n", (x), _time);\ + _start=TM_GET_US();} + +/******************************* DBG PERFORMANCE CONFIG ************************************/ +//need clock tick to make accurate statistics +#define TM_EN_PERF 0 + +#if TM_EN_PERF + #define TM_GET_TICK(x) __ASM volatile("csrr %0, mcycle" : "=r"(x)); //edit your self + + #define TM_TICK_PERUS (380) //sysconf(_SC_CLK_TCK)/1000000) + #define TM_PERF_REG(x) uint64_t x=0; + #define TM_PERF_EXTREG(x) extern uint64_t x; + #define TM_PERF_INIT(x) uint64_t _##x##_t0, _##x##_t1; + #define TM_PERF_START(x) TM_GET_TICK(_##x##_t0); + #define TM_PERF_ADD(x) {TM_GET_TICK(_##x##_t1);(x)+=(_##x##_t1-_##x##_t0);TM_GET_TICK(_##x##_t0);}; + #define TM_PERF_PRINT(x) TM_PRINTF("PERF "#x": %ld us\r\n", (x)/TM_TICK_PERUS) +#else + #define TM_GET_TICK(x) + #define TM_TICK_PERUS + #define TM_PERF_REG(x) + #define TM_PERF_EXTREG(x) + #define TM_PERF_INIT(x) + #define TM_PERF_START(x) + #define TM_PERF_ADD(x) + #define TM_PERF_PRINT(x) +#endif + + +/******************************* OPS CONFIG ************************************/ + + + + +#endif diff --git a/components/TinyMaix/examples/maixhub_image_classification/main.c b/components/TinyMaix/examples/maixhub_image_classification/main.c new file mode 100644 index 00000000..3631a2b8 --- /dev/null +++ b/components/TinyMaix/examples/maixhub_image_classification/main.c @@ -0,0 +1,161 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +#include "model_final.h" // model header file generted by maixhub +#include "model_info.h" + +/////////////////// config //////////////////////// +static int class_num = PARAM_CLASS_NUM; // class number +static const char* labels[] = PARAM_LABELS; // class names +static int input_w = PARAM_INPUT_W, input_h = PARAM_INPUT_H; // input resolution +extern unsigned char pic[PARAM_INPUT_W * PARAM_INPUT_H * PARAM_INPUT_C]; // test input image, hwc, RGBRGB...RGBRGB +static float mean = PARAM_MEAN, std = PARAM_STD; // preprocess params, input = (data - mean) / std + // must the same as the used when training + // can find in report.json +#define PREPROCESS_USE_NORMAL_PROCEDURE 0 // 0: use fast preprocess, 1: use normal preprocess +/////////////////////////////////////////////////// + +#if TM_MDL_TYPE != TM_MDL_INT8 && TM_MDL_TYPE != TM_MDL_FP32 + #error "MaixHub only generate int8 or fp32 model" +#endif + + +static tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + return TM_OK; + TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 1 + for(int y=0; y maxp) { + maxi = i; + maxp = data[i]; + } + } + TM_PRINTF("### Result: %s, prob %.3f\n", labels[maxi], maxp); + return; +} + +void maixhub_image_preprocess_quantize(tm_mdl_t* mdl, uint8_t *img_data, int w, int h, float mean, float std, mtype_t *quantized_data) +{ + uint8_t* p = img_data; + mtype_t* quant_p = quantized_data; + tml_head_t* l0h = (tml_head_t*)mdl->b->layers_body; + sctype_t in_s = l0h->in_s; + zptype_t in_zp= l0h->in_zp; + + printf("scale: %f, zero point: %d\n", in_s, in_zp); + printf("first 3 pixels original value: "); + for(int i=0; i<9; ++i) + { + printf("%d ", img_data[i]); + } + printf("\n"); + for(int i = 0; i < h * w; ++i) + { + #if TM_MDL_TYPE == TM_MDL_INT8 + #if PREPROCESS_USE_NORMAL_PROCEDURE + *quant_p++ = (mtype_t)(((float)*p++ - mean) / std / in_s + in_zp); + *quant_p++ = (mtype_t)(((float)*p++ - mean) / std / in_s + in_zp); + *quant_p++ = (mtype_t)(((float)*p++ - mean) / std / in_s + in_zp); + #else + *quant_p++ = (mtype_t)((int16_t)*p++ - 128); + *quant_p++ = (mtype_t)((int16_t)*p++ - 128); + *quant_p++ = (mtype_t)((int16_t)*p++ - 128); + #endif + #else + *quant_p++ = ((float)*p++ - mean) / std; + *quant_p++ = ((float)*p++ - mean) / std; + *quant_p++ = ((float)*p++ - mean) / std; + #endif + } + printf("first 3 pixels quantized value: "); + for(int i=0; i<9; ++i) + { + printf("%d ", quantized_data[i]); + } + printf("\n"); +} + + +int main(int argc, char** argv) +{ + TM_DBGT_INIT(); + TM_PRINTF("MaixHub classification\n"); + + tm_mdl_t mdl; + + tm_mat_t in = {3, input_h, input_w, 3, NULL}; + tm_mat_t outs[1]; + tm_err_t res; + + + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } + + // preprocess and quantize + maixhub_image_preprocess_quantize(&mdl, pic, input_w, input_h, mean, std, in.data); + + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + + if(res==TM_OK) + { + parse_output(outs, class_num); + } + else + { + TM_PRINTF("tm run error: %d\n", res); + } + + tm_unload(&mdl); + return 0; +} diff --git a/components/TinyMaix/examples/mbnet/CMakeLists.txt b/components/TinyMaix/examples/mbnet/CMakeLists.txt new file mode 100644 index 00000000..4aeada82 --- /dev/null +++ b/components/TinyMaix/examples/mbnet/CMakeLists.txt @@ -0,0 +1,25 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(mbnet) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3 ") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3 ") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(. ${CMAKE_CURRENT_SOURCE_DIR}/../../include) + +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} main.c label.c ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) + + + diff --git a/components/TinyMaix/examples/mbnet/label.c b/components/TinyMaix/examples/mbnet/label.c new file mode 100644 index 00000000..3ad13b3f --- /dev/null +++ b/components/TinyMaix/examples/mbnet/label.c @@ -0,0 +1,1014 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +const char* labels[1000]={ +"tench, Tinca tinca", +"goldfish, Carassius auratus", +"great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias", +"tiger shark, Galeocerdo cuvieri", +"hammerhead, hammerhead shark", +"electric ray, crampfish, numbfish, torpedo", +"stingray", +"cock", +"hen", +"ostrich, Struthio camelus", +"brambling, Fringilla montifringilla", +"goldfinch, Carduelis carduelis", +"house finch, linnet, Carpodacus mexicanus", +"junco, snowbird", +"indigo bunting, indigo finch, indigo bird, Passerina cyanea", +"robin, American robin, Turdus migratorius", +"bulbul", +"jay", +"magpie", +"chickadee", +"water ouzel, dipper", +"kite", +"bald eagle, American eagle, Haliaeetus leucocephalus", +"vulture", +"great grey owl, great gray owl, Strix nebulosa", +"European fire salamander, Salamandra salamandra", +"common newt, Triturus vulgaris", +"eft", +"spotted salamander, Ambystoma maculatum", +"axolotl, mud puppy, Ambystoma mexicanum", +"bullfrog, Rana catesbeiana", +"tree frog, tree-frog", +"tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui", +"loggerhead, loggerhead turtle, Caretta caretta", +"leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea", +"mud turtle", +"terrapin", +"box turtle, box tortoise", +"banded gecko", +"common iguana, iguana, Iguana iguana", +"American chameleon, anole, Anolis carolinensis", +"whiptail, whiptail lizard", +"agama", +"frilled lizard, Chlamydosaurus kingi", +"alligator lizard", +"Gila monster, Heloderma suspectum", +"green lizard, Lacerta viridis", +"African chameleon, Chamaeleo chamaeleon", +"Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis", +"African crocodile, Nile crocodile, Crocodylus niloticus", +"American alligator, Alligator mississipiensis", +"triceratops", +"thunder snake, worm snake, Carphophis amoenus", +"ringneck snake, ring-necked snake, ring snake", +"hognose snake, puff adder, sand viper", +"green snake, grass snake", +"king snake, kingsnake", +"garter snake, grass snake", +"water snake", +"vine snake", +"night snake, Hypsiglena torquata", +"boa constrictor, Constrictor constrictor", +"rock python, rock snake, Python sebae", +"Indian cobra, Naja naja", +"green mamba", +"sea snake", +"horned viper, cerastes, sand viper, horned asp, Cerastes cornutus", +"diamondback, diamondback rattlesnake, Crotalus adamanteus", +"sidewinder, horned rattlesnake, Crotalus cerastes", +"trilobite", +"harvestman, daddy longlegs, Phalangium opilio", +"scorpion", +"black and gold garden spider, Argiope aurantia", +"barn spider, Araneus cavaticus", +"garden spider, Aranea diademata", +"black widow, Latrodectus mactans", +"tarantula", +"wolf spider, hunting spider", +"tick", +"centipede", +"black grouse", +"ptarmigan", +"ruffed grouse, partridge, Bonasa umbellus", +"prairie chicken, prairie grouse, prairie fowl", +"peacock", +"quail", +"partridge", +"African grey, African gray, Psittacus erithacus", +"macaw", +"sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita", +"lorikeet", +"coucal", +"bee eater", +"hornbill", +"hummingbird", +"jacamar", +"toucan", +"drake", +"red-breasted merganser, Mergus serrator", +"goose", +"black swan, Cygnus atratus", +"tusker", +"echidna, spiny anteater, anteater", +"platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus", +"wallaby, brush kangaroo", +"koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus", +"wombat", +"jellyfish", +"sea anemone, anemone", +"brain coral", +"flatworm, platyhelminth", +"nematode, nematode worm, roundworm", +"conch", +"snail", +"slug", +"sea slug, nudibranch", +"chiton, coat-of-mail shell, sea cradle, polyplacophore", +"chambered nautilus, pearly nautilus, nautilus", +"Dungeness crab, Cancer magister", +"rock crab, Cancer irroratus", +"fiddler crab", +"king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica", +"American lobster, Northern lobster, Maine lobster, Homarus americanus", +"spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish", +"crayfish, crawfish, crawdad, crawdaddy", +"hermit crab", +"isopod", +"white stork, Ciconia ciconia", +"black stork, Ciconia nigra", +"spoonbill", +"flamingo", +"little blue heron, Egretta caerulea", +"American egret, great white heron, Egretta albus", +"bittern", +"crane", +"limpkin, Aramus pictus", +"European gallinule, Porphyrio porphyrio", +"American coot, marsh hen, mud hen, water hen, Fulica americana", +"bustard", +"ruddy turnstone, Arenaria interpres", +"red-backed sandpiper, dunlin, Erolia alpina", +"redshank, Tringa totanus", +"dowitcher", +"oystercatcher, oyster catcher", +"pelican", +"king penguin, Aptenodytes patagonica", +"albatross, mollymawk", +"grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus", +"killer whale, killer, orca, grampus, sea wolf, Orcinus orca", +"dugong, Dugong dugon", +"sea lion", +"Chihuahua", +"Japanese spaniel", +"Maltese dog, Maltese terrier, Maltese", +"Pekinese, Pekingese, Peke", +"Shih-Tzu", +"Blenheim spaniel", +"papillon", +"toy terrier", +"Rhodesian ridgeback", +"Afghan hound, Afghan", +"basset, basset hound", +"beagle", +"bloodhound, sleuthhound", +"bluetick", +"black-and-tan coonhound", +"Walker hound, Walker foxhound", +"English foxhound", +"redbone", +"borzoi, Russian wolfhound", +"Irish wolfhound", +"Italian greyhound", +"whippet", +"Ibizan hound, Ibizan Podenco", +"Norwegian elkhound, elkhound", +"otterhound, otter hound", +"Saluki, gazelle hound", +"Scottish deerhound, deerhound", +"Weimaraner", +"Staffordshire bullterrier, Staffordshire bull terrier", +"American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier", +"Bedlington terrier", +"Border terrier", +"Kerry blue terrier", +"Irish terrier", +"Norfolk terrier", +"Norwich terrier", +"Yorkshire terrier", +"wire-haired fox terrier", +"Lakeland terrier", +"Sealyham terrier, Sealyham", +"Airedale, Airedale terrier", +"cairn, cairn terrier", +"Australian terrier", +"Dandie Dinmont, Dandie Dinmont terrier", +"Boston bull, Boston terrier", +"miniature schnauzer", +"giant schnauzer", +"standard schnauzer", +"Scotch terrier, Scottish terrier, Scottie", +"Tibetan terrier, chrysanthemum dog", +"silky terrier, Sydney silky", +"soft-coated wheaten terrier", +"West Highland white terrier", +"Lhasa, Lhasa apso", +"flat-coated retriever", +"curly-coated retriever", +"golden retriever", +"Labrador retriever", +"Chesapeake Bay retriever", +"German short-haired pointer", +"vizsla, Hungarian pointer", +"English setter", +"Irish setter, red setter", +"Gordon setter", +"Brittany spaniel", +"clumber, clumber spaniel", +"English springer, English springer spaniel", +"Welsh springer spaniel", +"cocker spaniel, English cocker spaniel, cocker", +"Sussex spaniel", +"Irish water spaniel", +"kuvasz", +"schipperke", +"groenendael", +"malinois", +"briard", +"kelpie", +"komondor", +"Old English sheepdog, bobtail", +"Shetland sheepdog, Shetland sheep dog, Shetland", +"collie", +"Border collie", +"Bouvier des Flandres, Bouviers des Flandres", +"Rottweiler", +"German shepherd, German shepherd dog, German police dog, alsatian", +"Doberman, Doberman pinscher", +"miniature pinscher", +"Greater Swiss Mountain dog", +"Bernese mountain dog", +"Appenzeller", +"EntleBucher", +"boxer", +"bull mastiff", +"Tibetan mastiff", +"French bulldog", +"Great Dane", +"Saint Bernard, St Bernard", +"Eskimo dog, husky", +"malamute, malemute, Alaskan malamute", +"Siberian husky", +"dalmatian, coach dog, carriage dog", +"affenpinscher, monkey pinscher, monkey dog", +"basenji", +"pug, pug-dog", +"Leonberg", +"Newfoundland, Newfoundland dog", +"Great Pyrenees", +"Samoyed, Samoyede", +"Pomeranian", +"chow, chow chow", +"keeshond", +"Brabancon griffon", +"Pembroke, Pembroke Welsh corgi", +"Cardigan, Cardigan Welsh corgi", +"toy poodle", +"miniature poodle", +"standard poodle", +"Mexican hairless", +"timber wolf, grey wolf, gray wolf, Canis lupus", +"white wolf, Arctic wolf, Canis lupus tundrarum", +"red wolf, maned wolf, Canis rufus, Canis niger", +"coyote, prairie wolf, brush wolf, Canis latrans", +"dingo, warrigal, warragal, Canis dingo", +"dhole, Cuon alpinus", +"African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus", +"hyena, hyaena", +"red fox, Vulpes vulpes", +"kit fox, Vulpes macrotis", +"Arctic fox, white fox, Alopex lagopus", +"grey fox, gray fox, Urocyon cinereoargenteus", +"tabby, tabby cat", +"tiger cat", +"Persian cat", +"Siamese cat, Siamese", +"Egyptian cat", +"cougar, puma, catamount, mountain lion, painter, panther, Felis concolor", +"lynx, catamount", +"leopard, Panthera pardus", +"snow leopard, ounce, Panthera uncia", +"jaguar, panther, Panthera onca, Felis onca", +"lion, king of beasts, Panthera leo", +"tiger, Panthera tigris", +"cheetah, chetah, Acinonyx jubatus", +"brown bear, bruin, Ursus arctos", +"American black bear, black bear, Ursus americanus, Euarctos americanus", +"ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus", +"sloth bear, Melursus ursinus, Ursus ursinus", +"mongoose", +"meerkat, mierkat", +"tiger beetle", +"ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle", +"ground beetle, carabid beetle", +"long-horned beetle, longicorn, longicorn beetle", +"leaf beetle, chrysomelid", +"dung beetle", +"rhinoceros beetle", +"weevil", +"fly", +"bee", +"ant, emmet, pismire", +"grasshopper, hopper", +"cricket", +"walking stick, walkingstick, stick insect", +"cockroach, roach", +"mantis, mantid", +"cicada, cicala", +"leafhopper", +"lacewing, lacewing fly", +"dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk", +"damselfly", +"admiral", +"ringlet, ringlet butterfly", +"monarch, monarch butterfly, milkweed butterfly, Danaus plexippus", +"cabbage butterfly", +"sulphur butterfly, sulfur butterfly", +"lycaenid, lycaenid butterfly", +"starfish, sea star", +"sea urchin", +"sea cucumber, holothurian", +"wood rabbit, cottontail, cottontail rabbit", +"hare", +"Angora, Angora rabbit", +"hamster", +"porcupine, hedgehog", +"fox squirrel, eastern fox squirrel, Sciurus niger", +"marmot", +"beaver", +"guinea pig, Cavia cobaya", +"sorrel", +"zebra", +"hog, pig, grunter, squealer, Sus scrofa", +"wild boar, boar, Sus scrofa", +"warthog", +"hippopotamus, hippo, river horse, Hippopotamus amphibius", +"ox", +"water buffalo, water ox, Asiatic buffalo, Bubalus bubalis", +"bison", +"ram, tup", +"bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis", +"ibex, Capra ibex", +"hartebeest", +"impala, Aepyceros melampus", +"gazelle", +"Arabian camel, dromedary, Camelus dromedarius", +"llama", +"weasel", +"mink", +"polecat, fitch, foulmart, foumart, Mustela putorius", +"black-footed ferret, ferret, Mustela nigripes", +"otter", +"skunk, polecat, wood pussy", +"badger", +"armadillo", +"three-toed sloth, ai, Bradypus tridactylus", +"orangutan, orang, orangutang, Pongo pygmaeus", +"gorilla, Gorilla gorilla", +"chimpanzee, chimp, Pan troglodytes", +"gibbon, Hylobates lar", +"siamang, Hylobates syndactylus, Symphalangus syndactylus", +"guenon, guenon monkey", +"patas, hussar monkey, Erythrocebus patas", +"baboon", +"macaque", +"langur", +"colobus, colobus monkey", +"proboscis monkey, Nasalis larvatus", +"marmoset", +"capuchin, ringtail, Cebus capucinus", +"howler monkey, howler", +"titi, titi monkey", +"spider monkey, Ateles geoffroyi", +"squirrel monkey, Saimiri sciureus", +"Madagascar cat, ring-tailed lemur, Lemur catta", +"indri, indris, Indri indri, Indri brevicaudatus", +"Indian elephant, Elephas maximus", +"African elephant, Loxodonta africana", +"lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens", +"giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca", +"barracouta, snoek", +"eel", +"coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch", +"rock beauty, Holocanthus tricolor", +"anemone fish", +"sturgeon", +"gar, garfish, garpike, billfish, Lepisosteus osseus", +"lionfish", +"puffer, pufferfish, blowfish, globefish", +"abacus", +"abaya", +"academic gown, academic robe, judge's robe", +"accordion, piano accordion, squeeze box", +"acoustic guitar", +"aircraft carrier, carrier, flattop, attack aircraft carrier", +"airliner", +"airship, dirigible", +"altar", +"ambulance", +"amphibian, amphibious vehicle", +"analog clock", +"apiary, bee house", +"apron", +"ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin", +"assault rifle, assault gun", +"backpack, back pack, knapsack, packsack, rucksack, haversack", +"bakery, bakeshop, bakehouse", +"balance beam, beam", +"balloon", +"ballpoint, ballpoint pen, ballpen, Biro", +"Band Aid", +"banjo", +"bannister, banister, balustrade, balusters, handrail", +"barbell", +"barber chair", +"barbershop", +"barn", +"barometer", +"barrel, cask", +"barrow, garden cart, lawn cart, wheelbarrow", +"baseball", +"basketball", +"bassinet", +"bassoon", +"bathing cap, swimming cap", +"bath towel", +"bathtub, bathing tub, bath, tub", +"beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon", +"beacon, lighthouse, beacon light, pharos", +"beaker", +"bearskin, busby, shako", +"beer bottle", +"beer glass", +"bell cote, bell cot", +"bib", +"bicycle-built-for-two, tandem bicycle, tandem", +"bikini, two-piece", +"binder, ring-binder", +"binoculars, field glasses, opera glasses", +"birdhouse", +"boathouse", +"bobsled, bobsleigh, bob", +"bolo tie, bolo, bola tie, bola", +"bonnet, poke bonnet", +"bookcase", +"bookshop, bookstore, bookstall", +"bottlecap", +"bow", +"bow tie, bow-tie, bowtie", +"brass, memorial tablet, plaque", +"brassiere, bra, bandeau", +"breakwater, groin, groyne, mole, bulwark, seawall, jetty", +"breastplate, aegis, egis", +"broom", +"bucket, pail", +"buckle", +"bulletproof vest", +"bullet train, bullet", +"butcher shop, meat market", +"cab, hack, taxi, taxicab", +"caldron, cauldron", +"candle, taper, wax light", +"cannon", +"canoe", +"can opener, tin opener", +"cardigan", +"car mirror", +"carousel, carrousel, merry-go-round, roundabout, whirligig", +"carpenter's kit, tool kit", +"carton", +"car wheel", +"cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM", +"cassette", +"cassette player", +"castle", +"catamaran", +"CD player", +"cello, violoncello", +"cellular telephone, cellular phone, cellphone, cell, mobile phone", +"chain", +"chainlink fence", +"chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour", +"chain saw, chainsaw", +"chest", +"chiffonier, commode", +"chime, bell, gong", +"china cabinet, china closet", +"Christmas stocking", +"church, church building", +"cinema, movie theater, movie theatre, movie house, picture palace", +"cleaver, meat cleaver, chopper", +"cliff dwelling", +"cloak", +"clog, geta, patten, sabot", +"cocktail shaker", +"coffee mug", +"coffeepot", +"coil, spiral, volute, whorl, helix", +"combination lock", +"computer keyboard, keypad", +"confectionery, confectionary, candy store", +"container ship, containership, container vessel", +"convertible", +"corkscrew, bottle screw", +"cornet, horn, trumpet, trump", +"cowboy boot", +"cowboy hat, ten-gallon hat", +"cradle", +"crane", +"crash helmet", +"crate", +"crib, cot", +"Crock Pot", +"croquet ball", +"crutch", +"cuirass", +"dam, dike, dyke", +"desk", +"desktop computer", +"dial telephone, dial phone", +"diaper, nappy, napkin", +"digital clock", +"digital watch", +"dining table, board", +"dishrag, dishcloth", +"dishwasher, dish washer, dishwashing machine", +"disk brake, disc brake", +"dock, dockage, docking facility", +"dogsled, dog sled, dog sleigh", +"dome", +"doormat, welcome mat", +"drilling platform, offshore rig", +"drum, membranophone, tympan", +"drumstick", +"dumbbell", +"Dutch oven", +"electric fan, blower", +"electric guitar", +"electric locomotive", +"entertainment center", +"envelope", +"espresso maker", +"face powder", +"feather boa, boa", +"file, file cabinet, filing cabinet", +"fireboat", +"fire engine, fire truck", +"fire screen, fireguard", +"flagpole, flagstaff", +"flute, transverse flute", +"folding chair", +"football helmet", +"forklift", +"fountain", +"fountain pen", +"four-poster", +"freight car", +"French horn, horn", +"frying pan, frypan, skillet", +"fur coat", +"garbage truck, dustcart", +"gasmask, respirator, gas helmet", +"gas pump, gasoline pump, petrol pump, island dispenser", +"goblet", +"go-kart", +"golf ball", +"golfcart, golf cart", +"gondola", +"gong, tam-tam", +"gown", +"grand piano, grand", +"greenhouse, nursery, glasshouse", +"grille, radiator grille", +"grocery store, grocery, food market, market", +"guillotine", +"hair slide", +"hair spray", +"half track", +"hammer", +"hamper", +"hand blower, blow dryer, blow drier, hair dryer, hair drier", +"hand-held computer, hand-held microcomputer", +"handkerchief, hankie, hanky, hankey", +"hard disc, hard disk, fixed disk", +"harmonica, mouth organ, harp, mouth harp", +"harp", +"harvester, reaper", +"hatchet", +"holster", +"home theater, home theatre", +"honeycomb", +"hook, claw", +"hoopskirt, crinoline", +"horizontal bar, high bar", +"horse cart, horse-cart", +"hourglass", +"iPod", +"iron, smoothing iron", +"jack-o'-lantern", +"jean, blue jean, denim", +"jeep, landrover", +"jersey, T-shirt, tee shirt", +"jigsaw puzzle", +"jinrikisha, ricksha, rickshaw", +"joystick", +"kimono", +"knee pad", +"knot", +"lab coat, laboratory coat", +"ladle", +"lampshade, lamp shade", +"laptop, laptop computer", +"lawn mower, mower", +"lens cap, lens cover", +"letter opener, paper knife, paperknife", +"library", +"lifeboat", +"lighter, light, igniter, ignitor", +"limousine, limo", +"liner, ocean liner", +"lipstick, lip rouge", +"Loafer", +"lotion", +"loudspeaker, speaker, speaker unit, loudspeaker system, speaker system", +"loupe, jeweler's loupe", +"lumbermill, sawmill", +"magnetic compass", +"mailbag, postbag", +"mailbox, letter box", +"maillot", +"maillot, tank suit", +"manhole cover", +"maraca", +"marimba, xylophone", +"mask", +"matchstick", +"maypole", +"maze, labyrinth", +"measuring cup", +"medicine chest, medicine cabinet", +"megalith, megalithic structure", +"microphone, mike", +"microwave, microwave oven", +"military uniform", +"milk can", +"minibus", +"miniskirt, mini", +"minivan", +"missile", +"mitten", +"mixing bowl", +"mobile home, manufactured home", +"Model T", +"modem", +"monastery", +"monitor", +"moped", +"mortar", +"mortarboard", +"mosque", +"mosquito net", +"motor scooter, scooter", +"mountain bike, all-terrain bike, off-roader", +"mountain tent", +"mouse, computer mouse", +"mousetrap", +"moving van", +"muzzle", +"nail", +"neck brace", +"necklace", +"nipple", +"notebook, notebook computer", +"obelisk", +"oboe, hautboy, hautbois", +"ocarina, sweet potato", +"odometer, hodometer, mileometer, milometer", +"oil filter", +"organ, pipe organ", +"oscilloscope, scope, cathode-ray oscilloscope, CRO", +"overskirt", +"oxcart", +"oxygen mask", +"packet", +"paddle, boat paddle", +"paddlewheel, paddle wheel", +"padlock", +"paintbrush", +"pajama, pyjama, pj's, jammies", +"palace", +"panpipe, pandean pipe, syrinx", +"paper towel", +"parachute, chute", +"parallel bars, bars", +"park bench", +"parking meter", +"passenger car, coach, carriage", +"patio, terrace", +"pay-phone, pay-station", +"pedestal, plinth, footstall", +"pencil box, pencil case", +"pencil sharpener", +"perfume, essence", +"Petri dish", +"photocopier", +"pick, plectrum, plectron", +"pickelhaube", +"picket fence, paling", +"pickup, pickup truck", +"pier", +"piggy bank, penny bank", +"pill bottle", +"pillow", +"ping-pong ball", +"pinwheel", +"pirate, pirate ship", +"pitcher, ewer", +"plane, carpenter's plane, woodworking plane", +"planetarium", +"plastic bag", +"plate rack", +"plow, plough", +"plunger, plumber's helper", +"Polaroid camera, Polaroid Land camera", +"pole", +"police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria", +"poncho", +"pool table, billiard table, snooker table", +"pop bottle, soda bottle", +"pot, flowerpot", +"potter's wheel", +"power drill", +"prayer rug, prayer mat", +"printer", +"prison, prison house", +"projectile, missile", +"projector", +"puck, hockey puck", +"punching bag, punch bag, punching ball, punchball", +"purse", +"quill, quill pen", +"quilt, comforter, comfort, puff", +"racer, race car, racing car", +"racket, racquet", +"radiator", +"radio, wireless", +"radio telescope, radio reflector", +"rain barrel", +"recreational vehicle, RV, R.V.", +"reel", +"reflex camera", +"refrigerator, icebox", +"remote control, remote", +"restaurant, eating house, eating place, eatery", +"revolver, six-gun, six-shooter", +"rifle", +"rocking chair, rocker", +"rotisserie", +"rubber eraser, rubber, pencil eraser", +"rugby ball", +"rule, ruler", +"running shoe", +"safe", +"safety pin", +"saltshaker, salt shaker", +"sandal", +"sarong", +"sax, saxophone", +"scabbard", +"scale, weighing machine", +"school bus", +"schooner", +"scoreboard", +"screen, CRT screen", +"screw", +"screwdriver", +"seat belt, seatbelt", +"sewing machine", +"shield, buckler", +"shoe shop, shoe-shop, shoe store", +"shoji", +"shopping basket", +"shopping cart", +"shovel", +"shower cap", +"shower curtain", +"ski", +"ski mask", +"sleeping bag", +"slide rule, slipstick", +"sliding door", +"slot, one-armed bandit", +"snorkel", +"snowmobile", +"snowplow, snowplough", +"soap dispenser", +"soccer ball", +"sock", +"solar dish, solar collector, solar furnace", +"sombrero", +"soup bowl", +"space bar", +"space heater", +"space shuttle", +"spatula", +"speedboat", +"spider web, spider's web", +"spindle", +"sports car, sport car", +"spotlight, spot", +"stage", +"steam locomotive", +"steel arch bridge", +"steel drum", +"stethoscope", +"stole", +"stone wall", +"stopwatch, stop watch", +"stove", +"strainer", +"streetcar, tram, tramcar, trolley, trolley car", +"stretcher", +"studio couch, day bed", +"stupa, tope", +"submarine, pigboat, sub, U-boat", +"suit, suit of clothes", +"sundial", +"sunglass", +"sunglasses, dark glasses, shades", +"sunscreen, sunblock, sun blocker", +"suspension bridge", +"swab, swob, mop", +"sweatshirt", +"swimming trunks, bathing trunks", +"swing", +"switch, electric switch, electrical switch", +"syringe", +"table lamp", +"tank, army tank, armored combat vehicle, armoured combat vehicle", +"tape player", +"teapot", +"teddy, teddy bear", +"television, television system", +"tennis ball", +"thatch, thatched roof", +"theater curtain, theatre curtain", +"thimble", +"thresher, thrasher, threshing machine", +"throne", +"tile roof", +"toaster", +"tobacco shop, tobacconist shop, tobacconist", +"toilet seat", +"torch", +"totem pole", +"tow truck, tow car, wrecker", +"toyshop", +"tractor", +"trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi", +"tray", +"trench coat", +"tricycle, trike, velocipede", +"trimaran", +"tripod", +"triumphal arch", +"trolleybus, trolley coach, trackless trolley", +"trombone", +"tub, vat", +"turnstile", +"typewriter keyboard", +"umbrella", +"unicycle, monocycle", +"upright, upright piano", +"vacuum, vacuum cleaner", +"vase", +"vault", +"velvet", +"vending machine", +"vestment", +"viaduct", +"violin, fiddle", +"volleyball", +"waffle iron", +"wall clock", +"wallet, billfold, notecase, pocketbook", +"wardrobe, closet, press", +"warplane, military plane", +"washbasin, handbasin, washbowl, lavabo, wash-hand basin", +"washer, automatic washer, washing machine", +"water bottle", +"water jug", +"water tower", +"whiskey jug", +"whistle", +"wig", +"window screen", +"window shade", +"Windsor tie", +"wine bottle", +"wing", +"wok", +"wooden spoon", +"wool, woolen, woollen", +"worm fence, snake fence, snake-rail fence, Virginia fence", +"wreck", +"yawl", +"yurt", +"web site, website, internet site, site", +"comic book", +"crossword puzzle, crossword", +"street sign", +"traffic light, traffic signal, stoplight", +"book jacket, dust cover, dust jacket, dust wrapper", +"menu", +"plate", +"guacamole", +"consomme", +"hot pot, hotpot", +"trifle", +"ice cream, icecream", +"ice lolly, lolly, lollipop, popsicle", +"French loaf", +"bagel, beigel", +"pretzel", +"cheeseburger", +"hotdog, hot dog, red hot", +"mashed potato", +"head cabbage", +"broccoli", +"cauliflower", +"zucchini, courgette", +"spaghetti squash", +"acorn squash", +"butternut squash", +"cucumber, cuke", +"artichoke, globe artichoke", +"bell pepper", +"cardoon", +"mushroom", +"Granny Smith", +"strawberry", +"orange", +"lemon", +"fig", +"pineapple, ananas", +"banana", +"jackfruit, jak, jack", +"custard apple", +"pomegranate", +"hay", +"carbonara", +"chocolate sauce, chocolate syrup", +"dough", +"meat loaf, meatloaf", +"pizza, pizza pie", +"potpie", +"burrito", +"red wine", +"espresso", +"cup", +"eggnog", +"alp", +"bubble", +"cliff, drop, drop-off", +"coral reef", +"geyser", +"lakeside, lakeshore", +"promontory, headland, head, foreland", +"sandbar, sand bar", +"seashore, coast, seacoast, sea-coast", +"valley, vale", +"volcano", +"ballplayer, baseball player", +"groom, bridegroom", +"scuba diver", +"rapeseed", +"daisy", +"yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum", +"corn", +"acorn", +"hip, rose hip, rosehip", +"buckeye, horse chestnut, conker", +"coral fungus", +"agaric", +"gyromitra", +"stinkhorn, carrion fungus", +"earthstar", +"hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa", +"bolete", +"ear, spike, capitulum", +"toilet tissue, toilet paper, bathroom tissue" +}; \ No newline at end of file diff --git a/components/TinyMaix/examples/mbnet/main.c b/components/TinyMaix/examples/mbnet/main.c new file mode 100644 index 00000000..4abf96ec --- /dev/null +++ b/components/TinyMaix/examples/mbnet/main.c @@ -0,0 +1,147 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +//https://github.com/fchollet/deep-learning-models/releases + + +#define IMG_L 128 + +#if IMG_L==128 + #include "pic128.h" + #if TM_MDL_TYPE==TM_MDL_FP32 + #include "../../tools/tmdl/mbnet128_0.25_f.h" + #elif TM_MDL_TYPE==TM_MDL_FP16 + #include "../../tools/tmdl/mbnet128_0.25_fp16.h" + #elif TM_MDL_TYPE==TM_MDL_INT8 + #include "../../tools/tmdl/mbnet128_0.25_q.h" + #elif TM_MDL_TYPE==TM_MDL_FP8_143 + #include "../../tools/tmdl/mbnet128_0.25_fp8_143.h" + #elif TM_MDL_TYPE==TM_MDL_FP8_152 + #include "../../tools/tmdl/mbnet128_0.25_fp8_152.h" + #else + #error "wrong mdl type!" + #endif +#elif IMG_L==96 + #include "pic96.h" + #if TM_MDL_TYPE==TM_MDL_FP32 + #include "../../tools/tmdl/mbnet96_0.25_f.h" + #elif TM_MDL_TYPE==TM_MDL_FP16 + #include "../../tools/tmdl/mbnet96_0.25_fp16.h" + #elif TM_MDL_TYPE==TM_MDL_INT8 + #include "../../tools/tmdl/mbnet96_0.25_q.h" + #else + #error "wrong mdl type!" + #endif +#else + #error "err pic size" +#endif + +extern const char* labels[1000]; + +//generate pic c array +/* +img = Image.open("tiger.bmp") +img = np.array(img) +fw = open("pic.c", "w") +fw.writelines("const unsigned char pic[%d*%d*%d]={\\\n"%(img.shape[0],img.shape[1],img.shape[2])) +for y in range(img.shape[0]): + for x in range(img.shape[1]): + for c in range(img.shape[2]): + fw.writelines("%3d,"%(img[y,x,c])) + fw.writelines(" ") + fw.writelines("\n") +fw.writelines("};\n") +fw.close() +*/ + +static uint32_t _t0,_t1; +static tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + //TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 0 + for(int y=0; ylayer_i, (float)(_t1-_t0)/1000.0); + _t0 = TM_GET_US(); + + return TM_OK; +} + +static void parse_output(tm_mat_t* outs) +{ + tm_mat_t out = outs[0]; + float* data = out.dataf; + float maxp = 0; + int maxi = -1; + for(int i=0; i<1000; i++){ + //TM_PRINTF("%3d: %.3f, ", i, data[i]); if(i%20==19)TM_PRINTF("\n"); + if(data[i] > maxp) { + maxi = i; + maxp = data[i]; + } + } + TM_PRINTF("### Predict output is: Class %d (%s), Prob %.3f\n", maxi, labels[maxi], maxp); + return; +} + +int main(int argc, char** argv) +{ TM_DBGT_INIT(); + TM_PRINTF("mbnet demo\n"); + tm_mdl_t mdl; + + tm_mat_t in_uint8 = {3,IMG_L,IMG_L,3, {(mtype_t*)pic}}; + tm_mat_t in = {3,IMG_L,IMG_L,3, {NULL}}; + tm_mat_t outs[1]; + tm_err_t res; + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } +#if (TM_MDL_TYPE == TM_MDL_INT8)||(TM_MDL_TYPE == TM_MDL_INT16) + res = tm_preprocess(&mdl, TMPP_UINT2INT, &in_uint8, &in); +#else + res = tm_preprocess(&mdl, TMPP_UINT2FP01, &in_uint8, &in); +#endif + TM_DBGT_START();_t0=clock(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + if(res==TM_OK) parse_output(outs); + else TM_PRINTF("tm run error: %d\n", res); + tm_unload(&mdl); + return 0; +} \ No newline at end of file diff --git a/components/TinyMaix/examples/mbnet/mbnet_save.ipynb b/components/TinyMaix/examples/mbnet/mbnet_save.ipynb new file mode 100644 index 00000000..40275f17 --- /dev/null +++ b/components/TinyMaix/examples/mbnet/mbnet_save.ipynb @@ -0,0 +1,108 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from keras.datasets import mnist\n", + "from tensorflow.python.keras.backend import set_session\n", + "from tensorflow.python.keras.models import load_model\n", + "from tensorflow.keras.models import Model, load_model, Sequential\n", + "from tensorflow.keras.layers import Conv2D, Dense, MaxPooling2D, Softmax, Activation, BatchNormalization, Flatten, Dropout, DepthwiseConv2D\n", + "from tensorflow.keras.layers import MaxPool2D, AvgPool2D, AveragePooling2D, GlobalAveragePooling2D,ZeroPadding2D,Input,Embedding,PReLU\n", + "from keras.callbacks import ModelCheckpoint\n", + "from keras.callbacks import TensorBoard\n", + "from keras.utils import np_utils\n", + "from keras.preprocessing.image import ImageDataGenerator\n", + "import keras.backend as K\n", + "import tensorflow as tf\n", + "import time\n", + "from PIL import Image\n", + "\n", + "from os import environ\n", + "environ['CUDA_VISIBLE_DEVICES'] = '0'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = tf.keras.applications.MobileNet(\n", + " input_shape=(128,128,3),\n", + " alpha=0.25,\n", + " depth_multiplier=1,\n", + " dropout=0.001,\n", + " include_top=True,\n", + " weights=\"imagenet\",\n", + " input_tensor=None,\n", + " pooling=None,\n", + " classes=1000,\n", + " classifier_activation=\"softmax\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model.save(\"mbnet128_0.25.h5\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tf20", + "language": "python", + "name": "tf20" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/components/TinyMaix/examples/mbnet/pic128.h b/components/TinyMaix/examples/mbnet/pic128.h new file mode 100644 index 00000000..efa4f648 --- /dev/null +++ b/components/TinyMaix/examples/mbnet/pic128.h @@ -0,0 +1,142 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +const unsigned char pic[128*128*3]={\ + 35, 72, 0, 36, 73, 0, 37, 74, 5, 37, 74, 5, 37, 73, 6, 36, 70, 11, 33, 64, 9, 30, 59, 7, 27, 53, 5, 27, 51, 5, 29, 52, 7, 31, 53, 9, 29, 53, 9, 29, 56, 11, 33, 63, 16, 28, 59, 12, 26, 59, 7, 23, 54, 3, 20, 47, 3, 23, 44, 9, 25, 41, 14, 29, 42, 22, 31, 42, 27, 32, 41, 23, 31, 43, 18, 28, 51, 18, 28, 61, 21, 34, 67, 29, 39, 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78, 2, 37, 79, 4, 35, 83, 7, 55,107, 33, 33, 80, 10, 36, 77, 10, 29, 71, 7, 41, 79, 23, 78,108, 58, 38, 68, 13, 38, 78, 12, 37, 80, 10, 40, 81, 15, 44, 86, 21, 53, 89, 35, 60, 82, 48, 74, 82, 68, 102,104, 97, 88, 89, 83, 83, 84, 78, 73, 75, 69, 65, 65, 60, 53, 53, 47, 20, 16, 12, 26, 23, 18, 18, 15, 10, 14, 11, 7, 45, 42, 37, 35, 35, 32, 3, 4, 1, 57, 58, 52, 89, 90, 83, 81, 82, 72, 84, 87, 74, 88, 87, 74, 111,101, 89, 148,130,118, 125,105, 92, 87, 71, 54, 81, 66, 47, 126,104, 79, 125, 95, 64, 138,110, 81, 130,114, 92, 36, 31, 22, 34, 25, 23, 52, 33, 16, 100, 68, 38, 114, 78, 47, 90, 53, 28, 95, 55, 27, 124, 84, 47, 138, 99, 56, 160,122, 79, 118, 79, 43, 90, 48, 17, 104, 57, 23, 145, 92, 54, 133, 79, 37, 131, 78, 39, 126, 78, 44, 99, 58, 30, 126, 83, 50, +}; diff --git a/components/TinyMaix/examples/mbnet/pic96.h b/components/TinyMaix/examples/mbnet/pic96.h new file mode 100644 index 00000000..04162237 --- /dev/null +++ b/components/TinyMaix/examples/mbnet/pic96.h @@ -0,0 +1,110 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +const unsigned char pic[96*96*3]={\ + 36, 71, 0, 36, 71, 2, 37, 72, 5, 37, 72, 7, 34, 66, 11, 30, 58, 7, 27, 51, 4, 29, 51, 7, 31, 52, 9, 28, 52, 8, 31, 58, 14, 28, 59, 12, 24, 57, 6, 20, 49, 3, 20, 42, 7, 25, 40, 15, 30, 43, 25, 34, 42, 25, 31, 44, 19, 28, 56, 19, 33, 66, 28, 40, 75, 35, 45, 87, 41, 46, 95, 44, 49,100, 48, 48,100, 49, 43, 97, 42, 42, 98, 41, 39, 97, 37, 35, 92, 25, 33, 83, 15, 36, 78, 8, 34, 73, 3, 30, 73, 3, 32, 79, 9, 33, 79, 24, 35, 81, 42, 43, 83, 46, 40, 86, 38, 34, 87, 32, 33, 89, 32, 41, 85, 33, 46, 86, 34, 53, 91, 38, 62, 96, 43, 58, 87, 42, 50, 73, 36, 39, 54, 27, 33, 41, 22, 22, 29, 20, 16, 20, 14, 18, 20, 11, 24, 24, 12, 28, 24, 13, 28, 27, 9, 27, 30, 9, 29, 33, 22, 25, 32, 23, 25, 34, 21, 29, 38, 25, 30, 39, 25, 33, 40, 28, 40, 43, 30, 44, 48, 30, 50, 55, 34, 55, 60, 38, 60, 62, 46, 64, 65, 48, 67, 66, 47, 71, 69, 50, 65, 68, 54, 67, 70, 56, 72, 75, 62, 75, 78, 65, 85, 84, 72, 86, 83, 72, 84, 82, 70, 84, 82, 70, 87, 85, 73, 82, 80, 68, 79, 77, 65, 77, 75, 63, 78, 73, 62, 74, 76, 63, 73, 78, 64, 86, 77, 68, 84, 79, 68, 81, 84, 70, 86, 86, 73, 87, 85, 73, 82, 82, 70, 78, 81, 68, 80, 79, 67, 83, 79, 68, 85, 81, 71, 85, 82, 76, + 40, 59, 8, 34, 54, 6, 33, 52, 7, 34, 52, 11, 32, 48, 12, 31, 44, 12, 28, 38, 10, 31, 36, 13, 30, 35, 12, 28, 36, 12, 28, 41, 15, 25, 39, 14, 22, 43, 10, 19, 39, 9, 16, 32, 10, 21, 33, 17, 28, 41, 25, 35, 47, 26, 34, 50, 21, 31, 62, 22, 34, 70, 28, 41, 79, 35, 50, 96, 46, 57,110, 54, 56,115, 57, 51,112, 54, 45,105, 48, 38, 98, 43, 33, 89, 34, 31, 81, 22, 31, 78, 14, 32, 73, 3, 31, 71, 0, 32, 76, 2, 33, 80, 5, 32, 80, 16, 35, 82, 31, 39, 83, 26, 38, 84, 26, 40, 90, 29, 38, 91, 24, 43, 89, 23, 53, 95, 30, 59, 99, 36, 60, 96, 34, 51, 87, 32, 42, 72, 28, 32, 52, 26, 24, 38, 25, 20, 24, 13, 20, 17, 5, 25, 20, 5, 32, 23, 6, 30, 29, 12, 25, 35, 12, 25, 37, 11, 22, 37, 20, 29, 37, 23, 34, 35, 15, 35, 36, 17, 38, 40, 20, 39, 42, 22, 42, 50, 26, 47, 56, 29, 51, 62, 30, 58, 67, 38, 62, 66, 52, 60, 65, 51, 60, 66, 53, 66, 70, 57, 68, 70, 57, 70, 71, 58, 75, 76, 64, 78, 79, 67, 86, 85, 73, 87, 85, 73, 86, 84, 72, 85, 83, 71, 86, 84, 72, 86, 84, 72, 84, 82, 70, 81, 78, 66, 77, 77, 68, 75, 80, 72, 64, 68, 60, 52, 47, 42, 52, 45, 41, 40, 37, 32, 53, 49, 45, 85, 81, 78, 86, 87, 78, 80, 83, 69, 80, 79, 67, 85, 81, 69, 89, 84, 75, 89, 86, 80, + 37, 46, 14, 35, 43, 14, 31, 38, 13, 27, 35, 12, 29, 35, 14, 29, 31, 15, 25, 24, 12, 23, 18, 9, 23, 17, 11, 24, 22, 14, 22, 24, 14, 20, 24, 14, 19, 24, 11, 16, 23, 9, 18, 27, 14, 19, 28, 18, 23, 41, 21, 32, 49, 22, 32, 52, 18, 30, 65, 20, 35, 76, 28, 47, 89, 40, 57,107, 52, 62,119, 59, 57,120, 55, 46,111, 47, 37, 95, 39, 33, 85, 36, 28, 73, 29, 30, 70, 24, 30, 71, 13, 30, 71, 2, 35, 77, 2, 42, 88, 8, 44, 92, 7, 42, 93, 15, 39, 91, 20, 37, 86, 9, 35, 80, 18, 39, 81, 22, 43, 87, 15, 48, 95, 17, 58,101, 29, 64,104, 37, 56, 92, 31, 48, 81, 30, 39, 66, 25, 31, 49, 22, 22, 32, 16, 15, 23, 17, 14, 21, 17, 16, 21, 14, 23, 25, 17, 27, 25, 18, 28, 25, 15, 28, 30, 17, 29, 32, 27, 26, 34, 29, 27, 38, 26, 25, 36, 24, 25, 37, 25, 33, 40, 29, 47, 46, 35, 49, 51, 37, 57, 58, 42, 60, 61, 41, 66, 64, 44, 67, 68, 52, 61, 67, 55, 61, 68, 57, 72, 70, 59, 74, 71, 60, 79, 75, 64, 83, 80, 68, 89, 87, 75, 88, 86, 75, 87, 85, 74, 86, 84, 72, 87, 86, 73, 84, 82, 70, 84, 82, 70, 86, 84, 72, 87, 87, 77, 66, 62, 55, 46, 35, 30, 39, 30, 23, 34, 22, 19, 29, 16, 16, 15, 8, 6, 58, 55, 52, 88, 91, 82, 82, 85, 71, 83, 83, 71, 86, 82, 70, 90, 85, 76, 92, 89, 82, + 28, 40, 10, 24, 35, 8, 20, 31, 7, 21, 31, 9, 22, 31, 9, 20, 26, 8, 18, 18, 6, 16, 13, 4, 12, 10, 3, 7, 7, 0, 10, 15, 6, 11, 19, 8, 16, 15, 4, 19, 17, 6, 21, 25, 10, 24, 32, 14, 25, 45, 20, 31, 52, 23, 32, 56, 19, 27, 66, 17, 34, 78, 26, 47, 93, 41, 57,111, 53, 59,119, 55, 50,112, 45, 43,100, 35, 36, 82, 30, 31, 67, 26, 30, 62, 28, 29, 62, 24, 29, 66, 13, 34, 76, 6, 47, 90, 11, 61,106, 22, 61,111, 18, 58,109, 20, 47,100, 17, 39, 89, 9, 35, 77, 22, 37, 74, 24, 44, 80, 15, 49, 94, 20, 61,105, 37, 60,103, 43, 47, 86, 35, 40, 64, 34, 38, 54, 30, 33, 40, 14, 27, 28, 1, 38, 30, 10, 53, 40, 21, 55, 39, 19, 65, 47, 21, 60, 38, 11, 91, 69, 33, 82, 65, 25, 71, 54, 25, 56, 45, 21, 46, 41, 17, 48, 42, 16, 47, 41, 16, 57, 50, 24, 62, 54, 26, 73, 64, 34, 81, 74, 39, 94, 84, 49, 89, 74, 44, 89, 79, 55, 65, 65, 45, 66, 68, 54, 74, 69, 59, 80, 74, 64, 84, 79, 68, 88, 83, 73, 93, 90, 79, 92, 90, 78, 89, 87, 75, 91, 90, 77, 90, 88, 75, 82, 81, 68, 84, 82, 70, 99, 98, 86, 72, 68, 54, 52, 34, 21, 62, 33, 24, 65, 44, 32, 51, 33, 24, 37, 19, 14, 14, 5, 0, 50, 49, 38, 88, 92, 78, 80, 83, 69, 83, 82, 70, 86, 82, 71, 92, 86, 77, 91, 89, 81, + 28, 41, 14, 26, 35, 12, 28, 33, 14, 28, 31, 16, 25, 31, 15, 33, 36, 22, 57, 56, 43, 65, 63, 51, 62, 63, 54, 40, 37, 32, 16, 13, 8, 4, 9, 2, 14, 19, 7, 23, 22, 9, 24, 24, 10, 24, 34, 15, 26, 47, 22, 29, 51, 21, 31, 55, 19, 24, 63, 15, 33, 74, 25, 44, 90, 38, 50,108, 49, 50,110, 47, 44,103, 38, 37, 88, 32, 37, 70, 30, 32, 62, 22, 34, 64, 24, 36, 64, 23, 39, 75, 18, 47, 90, 15, 63,111, 23, 78,130, 31, 77,136, 33, 71,128, 35, 61,108, 32, 44, 89, 23, 35, 79, 19, 35, 78, 20, 37, 81, 21, 48, 91, 28, 60, 99, 31, 59, 90, 25, 46, 68, 15, 68, 60, 28, 72, 67, 50, 58, 52, 44, 98, 72, 56, 134,101, 74, 160,122, 84, 181,135, 88, 203,156,105, 196,153, 90, 226,179,105, 210,156, 81, 209,157, 90, 186,139, 78, 164,122, 62, 179,137, 81, 174,132, 82, 173,133, 83, 156,122, 70, 158,120, 70, 165,124, 75, 186,145, 98, 137,106, 62, 99, 76, 39, 102, 90, 61, 85, 80, 58, 75, 71, 59, 79, 76, 64, 83, 83, 73, 88, 90, 80, 95, 94, 77, 95, 93, 78, 94, 93, 80, 97, 95, 83, 101, 95, 81, 124,122,114, 153,153,150, 126,118,115, 45, 30, 24, 65, 39, 28, 78, 46, 33, 86, 58, 54, 85, 64, 59, 53, 36, 27, 27, 16, 7, 67, 65, 56, 88, 87, 78, 84, 81, 69, 84, 83, 71, 85, 86, 73, 84, 86, 75, 87, 88, 80, + 32, 43, 18, 31, 40, 18, 32, 35, 18, 34, 35, 23, 44, 45, 38, 43, 43, 37, 70, 65, 61, 83, 76, 71, 97, 89, 82, 112, 95, 90, 98, 80, 75, 64, 53, 47, 21, 25, 13, 14, 15, 5, 25, 26, 16, 24, 37, 24, 24, 44, 22, 29, 46, 17, 31, 51, 16, 23, 59, 13, 33, 71, 23, 43, 86, 36, 40, 99, 40, 44,102, 41, 40, 98, 34, 32, 81, 27, 32, 67, 28, 36, 68, 28, 37, 73, 28, 46, 81, 35, 53, 93, 34, 63,109, 36, 83,130, 47, 95,145, 52, 88,151, 51, 77,143, 50, 63,125, 48, 35,103, 32, 29, 89, 21, 35, 83, 25, 42, 83, 30, 62, 96, 31, 111,123, 57, 152,128, 73, 196,142,103, 226,163,112, 159,116, 78, 124, 98, 82, 133,103, 91, 126, 93, 78, 131, 91, 72, 138, 93, 73, 150,112,101, 173,129,112, 208,149,113, 226,164,108, 239,181,113, 239,185,116, 237,178,111, 239,174,105, 249,176,106, 237,170, 99, 225,168, 98, 221,165, 95, 224,171, 98, 212,161, 91, 187,137, 82, 184,142, 91, 194,161,116, 119, 93, 56, 88, 75, 55, 88, 81, 61, 86, 88, 67, 90, 96, 75, 99, 98, 83, 103,100, 89, 100, 97, 88, 86, 83, 77, 116,108,103, 158,153,153, 97, 91, 95, 44, 28, 27, 62, 41, 27, 82, 56, 35, 90, 60, 41, 85, 60, 49, 76, 56, 48, 63, 46, 36, 51, 41, 32, 83, 79, 72, 86, 83, 75, 87, 82, 71, 84, 83, 71, 83, 85, 72, 81, 84, 72, 87, 88, 80, + 37, 47, 23, 32, 40, 18, 37, 40, 23, 44, 46, 33, 39, 37, 33, 29, 24, 21, 42, 33, 32, 63, 52, 51, 68, 56, 49, 84, 61, 54, 96, 67, 58, 105, 82, 68, 87, 79, 61, 60, 51, 37, 29, 24, 13, 24, 33, 21, 27, 41, 21, 33, 43, 17, 34, 48, 15, 29, 58, 14, 37, 70, 24, 42, 83, 33, 38, 92, 34, 42, 97, 36, 39, 93, 31, 32, 81, 27, 39, 76, 37, 45, 85, 42, 51, 99, 50, 60,108, 57, 69,116, 59, 83,130, 64, 93,139, 67, 98,146, 66, 89,150, 59, 82,146, 59, 71,131, 55, 49,109, 38, 37, 82, 22, 44, 69, 23, 79, 87, 54, 96, 78, 55, 119, 98, 69, 127,100, 72, 122, 90, 70, 123, 98, 86, 103, 80, 70, 114, 84, 70, 169,128,108, 195,152,118, 213,165,123, 204,149,110, 173,120, 90, 143,107, 80, 139,104, 74, 142, 97, 69, 141, 97, 84, 171,130,108, 204,160,116, 217,164,114, 237,177,118, 243,178,118, 240,168,115, 235,167,109, 236,170,106, 229,165, 98, 229,164,100, 235,173,112, 218,162,104, 200,148, 94, 183,144,104, 140,112, 78, 113,101, 72, 108,107, 83, 103,102, 93, 99, 95, 91, 61, 57, 55, 38, 34, 35, 47, 37, 40, 29, 20, 24, 23, 9, 9, 63, 37, 26, 76, 50, 21, 98, 70, 42, 135,105, 88, 136,117,101, 106, 90, 77, 81, 63, 55, 75, 65, 56, 88, 85, 76, 84, 81, 73, 87, 82, 71, 85, 83, 71, 80, 81, 68, 83, 86, 74, 86, 87, 79, + 39, 50, 25, 35, 42, 20, 39, 43, 25, 41, 42, 28, 32, 28, 17, 46, 39, 30, 77, 66, 59, 109, 98, 91, 98, 94, 82, 78, 60, 48, 86, 58, 42, 90, 67, 43, 94, 70, 42, 122, 94, 70, 94, 76, 57, 41, 40, 25, 28, 35, 17, 39, 43, 19, 39, 47, 16, 32, 54, 12, 40, 69, 23, 42, 79, 31, 39, 89, 33, 45, 95, 37, 42, 93, 32, 37, 85, 32, 46, 85, 45, 51, 98, 53, 61,119, 66, 75,134, 78, 86,139, 82, 93,143, 80, 94,144, 78, 90,142, 70, 84,140, 56, 83,130, 50, 87,117, 51, 101,111, 55, 111,109, 66, 124,106, 81, 124, 94, 83, 131, 92, 83, 153,118, 98, 166,137,114, 136,110, 95, 108, 81, 78, 146,117,111, 131, 98, 88, 105, 71, 61, 67, 48, 45, 91, 67, 55, 166,123, 93, 193,146,108, 203,155,113, 219,166,116, 213,150, 96, 202,140, 91, 186,131, 91, 170,117, 81, 169,117, 76, 183,132, 86, 203,152,101, 227,169,112, 244,178,117, 248,170,105, 247,166, 99, 238,168,103, 227,158, 95, 230,163,102, 238,171,108, 233,164, 96, 194,140, 88, 160,124, 98, 105, 85, 76, 47, 43, 42, 31, 27, 28, 19, 14, 19, 16, 12, 20, 15, 4, 6, 23, 13, 9, 58, 41, 27, 73, 39, 8, 103, 72, 32, 130,100, 76, 136,105, 99, 96, 81, 72, 86, 73, 61, 111, 93, 85, 108, 98, 89, 86, 83, 75, 84, 81, 73, 87, 82, 71, 84, 82, 70, 81, 82, 69, 82, 86, 73, 83, 85, 76, + 41, 50, 23, 34, 44, 20, 40, 44, 28, 38, 33, 25, 30, 17, 14, 61, 48, 42, 89, 75, 64, 109, 96, 83, 96, 90, 80, 108, 94, 80, 115, 93, 69, 112, 88, 56, 117, 82, 53, 102, 66, 40, 110, 82, 57, 99, 78, 54, 58, 57, 32, 30, 33, 16, 38, 44, 28, 30, 54, 16, 31, 65, 16, 37, 81, 24, 40, 97, 26, 45,101, 34, 49, 97, 40, 47, 90, 42, 54, 97, 54, 61,109, 59, 75,126, 73, 84,141, 90, 87,150, 89, 92,146, 88, 88,137, 79, 75,134, 58, 96,134, 64, 131,138, 82, 165,149,105, 168,144,111, 145,114, 94, 142,101,100, 123, 77, 84, 107, 81, 64, 99, 75, 67, 137,110,116, 127,100,106, 110, 82, 83, 129,100, 95, 138,104, 91, 158,118, 98, 142,109, 95, 111, 80, 62, 106, 71, 44, 76, 39, 24, 66, 28, 14, 104, 65, 40, 136, 92, 51, 184,128, 75, 224,154, 96, 234,160, 98, 221,155, 89, 206,143, 84, 192,136, 83, 198,148, 92, 217,157, 96, 229,158, 91, 235,161, 93, 242,171,108, 241,164, 96, 234,156, 90, 228,153, 86, 232,158, 83, 217,164,116, 99, 73, 57, 26, 10, 13, 22, 12, 13, 16, 13, 18, 13, 10, 18, 18, 7, 10, 30, 17, 8, 59, 43, 25, 66, 40, 13, 87, 50, 13, 106, 73, 38, 122, 94, 75, 106, 77, 73, 81, 59, 54, 90, 71, 62, 105, 84, 78, 103, 88, 80, 76, 76, 63, 83, 86, 73, 86, 81, 70, 85, 83, 71, 82, 84, 70, 85, 87, 75, 88, 86, 79, + 41, 50, 26, 32, 46, 25, 35, 41, 31, 37, 29, 28, 46, 29, 28, 66, 51, 45, 94, 80, 71, 99, 86, 74, 155,143,136, 171,156,143, 181,162,140, 173,147,120, 138,100, 73, 114, 74, 47, 99, 65, 36, 100, 67, 36, 129,101, 65, 106, 82, 63, 39, 30, 20, 28, 48, 17, 39, 71, 36, 39, 79, 37, 48, 98, 37, 63,106, 46, 57,101, 41, 50, 99, 44, 54,101, 59, 63,109, 66, 71,122, 78, 75,136, 89, 83,142, 86, 91,133, 84, 105,129, 87, 129,138, 95, 150,142,108, 161,131,109, 163,119,103, 169,117, 97, 189,142,112, 212,168,127, 230,190,141, 234,194,155, 201,159,131, 186,142,115, 172,128, 92, 137,102, 81, 115, 77, 57, 136, 90, 57, 175,123, 83, 247,183,113, 255,191,108, 251,189,111, 209,145, 83, 158, 99, 51, 117, 71, 30, 89, 57, 22, 73, 41, 16, 79, 45, 28, 115, 78, 46, 159,110, 59, 215,149, 88, 222,154, 98, 221,162,116, 217,156,108, 200,138, 91, 189,128, 76, 213,152, 81, 231,162, 86, 224,156, 81, 215,155, 87, 171,126, 81, 73, 46, 24, 17, 7, 3, 17, 11, 16, 17, 15, 20, 8, 8, 15, 13, 6, 8, 52, 32, 23, 79, 54, 33, 74, 48, 23, 73, 46, 21, 98, 71, 45, 102, 74, 49, 94, 67, 51, 81, 55, 49, 78, 55, 47, 98, 79, 70, 99, 78, 72, 67, 49, 42, 76, 77, 63, 83, 87, 72, 88, 82, 72, 86, 85, 73, 84, 86, 72, 87, 89, 77, 93, 90, 83, + 37, 50, 24, 29, 46, 25, 33, 43, 32, 37, 33, 29, 53, 38, 30, 77, 62, 55, 84, 69, 62, 93, 78, 72, 124,107,100, 147,129,118, 156,137,121, 181,160,140, 149,114, 92, 131, 94, 67, 130, 94, 64, 99, 63, 29, 117, 69, 32, 160,110, 81, 116, 84, 63, 57, 51, 27, 27, 50, 26, 35, 79, 49, 44, 98, 55, 55,108, 55, 52,104, 41, 47, 98, 40, 47, 92, 53, 56, 96, 64, 56, 99, 62, 59,101, 57, 97,119, 73, 145,146,108, 179,160,129, 202,160,124, 203,160,127, 212,169,140, 225,183,157, 227,184,163, 203,165,146, 167,136,120, 134,106, 91, 135, 94, 79, 145,102, 81, 151,107, 80, 183,138,108, 204,157,121, 206,148,100, 223,159,104, 187,131, 78, 158,111, 68, 160,116, 78, 153,112, 77, 120, 84, 49, 142, 91, 45, 196,138, 80, 210,155, 93, 208,140, 77, 184,119, 68, 139, 83, 44, 115, 62, 24, 122, 70, 33, 153, 97, 58, 185,123, 78, 199,139, 96, 188,132, 91, 200,146,106, 181,124, 78, 166,107, 57, 178,122, 76, 130, 87, 52, 46, 26, 13, 22, 14, 11, 25, 20, 22, 19, 11, 13, 8, 7, 9, 23, 15, 11, 64, 41, 27, 88, 57, 36, 82, 47, 20, 76, 44, 19, 71, 46, 26, 57, 38, 24, 67, 45, 28, 100, 74, 64, 134,111,108, 135,116,107, 100, 86, 73, 91, 74, 67, 63, 46, 39, 88, 84, 71, 86, 86, 73, 90, 85, 75, 89, 87, 75, 85, 87, 74, 90, 92, 80, 97, 93, 87, + 36, 53, 16, 29, 50, 18, 35, 50, 27, 40, 39, 24, 69, 54, 41, 96, 82, 72, 84, 69, 65, 80, 62, 63, 84, 64, 57, 102, 82, 72, 102, 84, 71, 88, 71, 57, 121, 99, 86, 111, 86, 70, 112, 83, 60, 126, 94, 64, 128, 95, 63, 96, 56, 21, 136, 90, 57, 163,121, 91, 98, 76, 49, 44, 48, 24, 47, 76, 49, 50, 94, 56, 50, 96, 48, 40, 83, 41, 40, 73, 43, 37, 65, 34, 56, 73, 37, 127,117, 78, 187,153,112, 213,163,126, 195,149,117, 161,125, 94, 129, 95, 66, 112, 78, 53, 93, 59, 36, 89, 58, 37, 119, 87, 68, 157,122,103, 172,133,115, 173,130,102, 185,147,113, 174,144,123, 101, 76, 76, 120, 94, 83, 143, 93, 56, 198,132, 78, 201,143, 94, 86, 49, 27, 46, 16, 12, 52, 22, 18, 51, 28, 15, 34, 14, 3, 35, 21, 12, 37, 27, 16, 40, 23, 10, 81, 44, 23, 137, 87, 48, 166,119, 76, 133, 88, 57, 103, 57, 29, 105, 55, 14, 149, 97, 49, 207,148, 94, 222,162,109, 212,153,109, 185,124, 80, 155,104, 65, 106, 68, 40, 58, 31, 20, 55, 39, 37, 47, 36, 36, 21, 9, 6, 44, 24, 13, 115, 81, 54, 108, 67, 33, 76, 42, 12, 75, 45, 23, 75, 46, 27, 82, 55, 39, 94, 69, 55, 124,101, 88, 115, 93, 89, 92, 73, 73, 95, 80, 69, 91, 81, 66, 59, 48, 40, 67, 53, 48, 93, 87, 77, 87, 84, 73, 90, 86, 76, 90, 88, 76, 88, 91, 78, 92, 94, 82, 99, 96, 89, + 41, 66, 22, 37, 61, 24, 35, 54, 26, 34, 46, 24, 93, 83, 73, 133,110,109, 111,100, 96, 83, 69, 62, 85, 64, 57, 61, 41, 35, 56, 36, 33, 51, 31, 30, 48, 30, 27, 99, 84, 77, 78, 62, 46, 71, 46, 26, 96, 74, 45, 119, 89, 62, 100, 53, 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7, 29, 69, 5, 56, 92, 37, 60, 90, 38, 34, 72, 7, 37, 80, 9, 42, 84, 17, 52, 90, 32, 61, 80, 51, 93, 95, 87, 96, 96, 91, 80, 81, 75, 67, 69, 63, 55, 55, 49, 23, 19, 13, 22, 18, 14, 15, 12, 8, 44, 42, 37, 14, 14, 12, 43, 44, 39, 90, 91, 84, 83, 85, 74, 84, 85, 72, 122,110, 97, 145,125,113, 90, 74, 59, 84, 68, 49, 125, 98, 69, 139,110, 80, 117,102, 86, 24, 18, 18, 43, 27, 14, 103, 72, 38, 113, 76, 46, 91, 52, 24, 123, 83, 45, 157,118, 75, 127, 87, 50, 90, 47, 15, 126, 77, 41, 142, 86, 45, 134, 81, 41, 111, 67, 36, 115, 73, 42, +}; diff --git a/components/TinyMaix/examples/mbnet/tiger.bmp b/components/TinyMaix/examples/mbnet/tiger.bmp new file mode 100644 index 00000000..3f8d72a6 Binary files /dev/null and b/components/TinyMaix/examples/mbnet/tiger.bmp differ diff --git a/components/TinyMaix/examples/mnist/CMakeLists.txt b/components/TinyMaix/examples/mnist/CMakeLists.txt new file mode 100644 index 00000000..0eb40fa8 --- /dev/null +++ b/components/TinyMaix/examples/mnist/CMakeLists.txt @@ -0,0 +1,22 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(mnist) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3 ") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3 ") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(. ${CMAKE_CURRENT_SOURCE_DIR}/../../include) + +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} main.c ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) diff --git a/components/TinyMaix/examples/mnist/main.c b/components/TinyMaix/examples/mnist/main.c new file mode 100644 index 00000000..b49da3e7 --- /dev/null +++ b/components/TinyMaix/examples/mnist/main.c @@ -0,0 +1,174 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +#if TM_MDL_TYPE == TM_MDL_INT8 +#include "../../tools/tmdl/mnist_valid_q.h" +//#include "../../tools/tmdl/mnist_resnet_q.h" +#elif TM_MDL_TYPE == TM_MDL_FP32 +#include "../../tools/tmdl/mnist_valid_f.h" +//#include "../../tools/tmdl/mnist_resnet_f.h" +#elif TM_MDL_TYPE == TM_MDL_FP16 +#include "../../tools/tmdl/mnist_valid_fp16.h" +#elif TM_MDL_TYPE == TM_MDL_FP8_143 +#include "../../tools/tmdl/mnist_fp8_143.h" +#elif TM_MDL_TYPE == TM_MDL_FP8_152 +#include "../../tools/tmdl/mnist_fp8_152.h" +#endif + +#if 1 +uint8_t mnist_pic[28*28]={ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,116,125,171,255,255,150, 93, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,169,253,253,253,253,253,253,218, 30, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,169,253,253,253,213,142,176,253,253,122, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 52,250,253,210, 32, 12, 0, 6,206,253,140, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 77,251,210, 25, 0, 0, 0,122,248,253, 65, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 31, 18, 0, 0, 0, 0,209,253,253, 65, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,117,247,253,198, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 76,247,253,231, 63, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,128,253,253,144, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,176,246,253,159, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25,234,253,233, 35, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,198,253,253,141, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 78,248,253,189, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 19,200,253,253,141, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,134,253,253,173, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,248,253,253, 25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,248,253,253, 43, 20, 20, 20, 20, 5, 0, 5, 20, 20, 37,150,150,150,147, 10, 0, + 0, 0, 0, 0, 0, 0, 0, 0,248,253,253,253,253,253,253,253,168,143,166,253,253,253,253,253,253,253,123, 0, + 0, 0, 0, 0, 0, 0, 0, 0,174,253,253,253,253,253,253,253,253,253,253,253,249,247,247,169,117,117, 57, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,118,123,123,123,166,253,253,253,155,123,123, 41, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, +}; +#else +uint8_t mnist_pic[28*28]={ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 36, 56,137,201,199, 95, 37, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 45,152,234,254,254,254,254,254,250,211,151, 6, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 46,153,240,254,254,227,166,133,251,200,254,229,225,104, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,153,234,254,254,187,142, 8, 0, 0,191, 40,198,246,223,253, 21, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 8,126,253,254,233,128, 11, 0, 0, 0, 0,210, 43, 70,254,254,254, 21, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 72,243,254,228, 54, 0, 0, 0, 0, 3, 32,116,225,242,254,255,162, 5, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 75,240,254,223,109,138,178,178,169,210,251,231,254,254,254,232, 38, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 9,175,244,253,255,254,254,251,254,254,254,254,254,252,171, 25, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 16,136,195,176,146,153,200,254,254,254,254,150, 16, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,162,254,254,241, 99, 3, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,118,250,254,254, 90, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,100,242,254,254,211, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54,241,254,254,242, 59, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,131,254,254,244, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 13,249,254,254,152, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 12,228,254,254,208, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 78,255,254,254, 66, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,209,254,254,137, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,227,255,233, 25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,113,255,108, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, +}; +#endif + +static tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + return TM_OK; + TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 1 + for(int y=0; y maxp) { + maxi = i; + maxp = data[i]; + } + } + TM_PRINTF("### Predict output is: Number %d, prob %.3f\n", maxi, maxp); + return; +} + +int main(int argc, char** argv) +{ TM_DBGT_INIT(); + TM_PRINTF("mnist demo\n"); + tm_mdl_t mdl; + + for(int i=0; i<28*28; i++){ + TM_PRINTF("%3d,", mnist_pic[i]); + if(i%28==27)TM_PRINTF("\n"); + } + + tm_mat_t in_uint8 = {3,28,28,1, {(mtype_t*)mnist_pic}}; + tm_mat_t in = {3,28,28,1, {NULL}}; + tm_mat_t outs[1]; + tm_err_t res; + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } + +#if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16) + res = tm_preprocess(&mdl, TMPP_UINT2INT, &in_uint8, &in); +#else + res = tm_preprocess(&mdl, TMPP_UINT2FP01, &in_uint8, &in); +#endif + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + if(res==TM_OK) parse_output(outs); + else TM_PRINTF("tm run error: %d\n", res); + tm_unload(&mdl); + return 0; +} diff --git a/components/TinyMaix/examples/mnist/mnist_train.ipynb b/components/TinyMaix/examples/mnist/mnist_train.ipynb new file mode 100644 index 00000000..0cc6ce35 --- /dev/null +++ b/components/TinyMaix/examples/mnist/mnist_train.ipynb @@ -0,0 +1,347 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from keras.datasets import mnist\n", + "from tensorflow.python.keras.backend import set_session\n", + "from tensorflow.python.keras.models import load_model\n", + "from tensorflow.keras.models import Model, load_model, Sequential\n", + "from tensorflow.keras.layers import Input,Conv2D, Dense, MaxPooling2D, Softmax, Activation, BatchNormalization, Flatten, Dropout, DepthwiseConv2D\n", + "from tensorflow.keras.layers import MaxPool2D, AvgPool2D, AveragePooling2D, GlobalAveragePooling2D,ZeroPadding2D,Input,Embedding,PReLU,Reshape\n", + "from keras.callbacks import ModelCheckpoint\n", + "from keras.callbacks import TensorBoard\n", + "from keras.utils import np_utils\n", + "from keras.preprocessing.image import ImageDataGenerator\n", + "import keras.backend as K\n", + "import tensorflow as tf\n", + "import time\n", + "\n", + "from os import environ\n", + "environ['CUDA_VISIBLE_DEVICES'] = '0'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "(x_train,y_train), (x_test,y_test) = mnist.load_data() " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_train = x_train.reshape(x_train.shape[0],x_train.shape[1],x_train.shape[2],1)/255\n", + "x_test = x_test.reshape(x_test.shape[0],x_test.shape[1],x_test.shape[2],1)/255\n", + "\n", + "y_train = np_utils.to_categorical(y_train,num_classes=10) \n", + "y_test = np_utils.to_categorical(y_test,num_classes=10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_valid\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Conv2D(dim0, (3,3), padding = 'valid',strides = (2, 2), input_shape = (28, 28, 1), name='ftr0'));model.add(BatchNormalization(name=\"bn0\"));model.add(Activation('relu', name=\"relu0\")); \n", + " model.add(Conv2D(dim0*2, (3,3), padding = 'valid',strides = (2, 2), name='ftr1'));model.add(BatchNormalization(name=\"bn1\"));model.add(Activation('relu',name=\"relu1\")); \n", + " model.add(Conv2D(dim0*4, (3,3), padding = 'valid',strides = (2, 2), name='ftr2'));model.add(BatchNormalization());model.add(Activation('relu')); \n", + " \n", + " model.add(GlobalAveragePooling2D(name='GAP'))\n", + " model.add(Dense(10, name=\"fc1\"))\n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 4\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_same\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Conv2D(dim0, (3,3), padding = 'same',strides = (2, 2), input_shape = (28, 28, 1), name='ftr0'));model.add(BatchNormalization(name=\"bn0\"));model.add(Activation('relu', name=\"relu0\")); \n", + " model.add(Conv2D(dim0*2, (3,3), padding = 'same',strides = (2, 2), name='ftr1'));model.add(BatchNormalization(name=\"bn1\"));model.add(Activation('relu',name=\"relu1\")); \n", + " model.add(Conv2D(dim0*4, (3,3), padding = 'same',strides = (2, 2), name='ftr2'));model.add(BatchNormalization());model.add(Activation('relu')); \n", + " \n", + " model.add(GlobalAveragePooling2D(name='GAP'))\n", + " model.add(Dense(10, name=\"fc1\"))\n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 4\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_fc\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Flatten(input_shape = (28, 28, 1), name='flatten'))\n", + " model.add(Dense(10, name=\"fc3\"))\n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 4\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_dw\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Conv2D(dim0, (3,3), padding = 'same',strides = (2, 2), input_shape = (28, 28, 1), name='ftr0a'));model.add(BatchNormalization(name=\"bn0\"));model.add(Activation('relu', name=\"relu0\")); \n", + " model.add(DepthwiseConv2D((3,3), padding='same', name='ftr0b'));model.add(BatchNormalization());model.add(Activation('relu', name=\"relu00\")); #32x32\n", + " model.add(Conv2D(dim0*4, (3,3), padding = 'same',strides = (2, 2), name='ftr1a'));model.add(BatchNormalization(name=\"bn1\"));model.add(Activation('relu',name=\"relu1\")); \n", + " model.add(DepthwiseConv2D((3,3), padding = 'same', depth_multiplier=2, name='ftr1b'));model.add(BatchNormalization());model.add(Activation('relu', name=\"relu11\")); \n", + " \n", + " model.add(GlobalAveragePooling2D(name='GAP'))\n", + " model.add(Dense(10, name=\"fc1\"))\n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 4\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_rect\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Conv2D(dim0, (15,3), padding = 'same',strides = (2, 2), input_shape = (28, 28, 1), name='ftr0'));model.add(BatchNormalization(name=\"bn0\"));model.add(Activation('relu', name=\"relu0\")); \n", + " model.add(Conv2D(dim0*2, (7,3), padding = 'same',strides = (2, 2), name='ftr1'));model.add(BatchNormalization(name=\"bn1\"));model.add(Activation('relu',name=\"relu1\")); \n", + " model.add(Conv2D(dim0*4, (3,3), padding = 'same',strides = (2, 2), name='ftr2'));model.add(BatchNormalization());model.add(Activation('relu',name=\"relu2\")); \n", + " \n", + " model.add(GlobalAveragePooling2D(name='GAP'))\n", + " model.add(Dense(10, name=\"fc1\"))\n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 4\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_nnom\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Conv2D(dim0, (3,3), padding = 'same',strides = (2, 2), input_shape = (28, 28, 1), name='ftr0'));model.add(BatchNormalization(name=\"bn0\"));model.add(Activation('relu', name=\"relu0\")); \n", + " model.add(Conv2D(dim0*2, (3,3), padding = 'same',strides = (2, 2), name='ftr1'));model.add(BatchNormalization(name=\"bn1\"));model.add(Activation('relu',name=\"relu1\")); \n", + " model.add(Conv2D(dim0*4, (3,3), padding = 'same',strides = (2, 2), name='ftr2'));model.add(BatchNormalization());model.add(Activation('relu',name=\"relu2\")); \n", + " \n", + " model.add(Conv2D(dim0*8, (4,4), padding = 'valid', name='ftr3'));\n", + " model.add(Reshape((96,),name='reshape'))\n", + " model.add(Dense(10, name=\"fc1\"))\n", + " \n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 12\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist_arduino\n", + "def init_model(dim0):\n", + " model = Sequential()\n", + " model.add(Conv2D(dim0, (3,3), padding = 'valid',strides = (2, 2), input_shape = (28, 28, 1), name='ftr0'));model.add(BatchNormalization(name=\"bn0\"));model.add(Activation('relu', name=\"relu0\")); \n", + " model.add(Conv2D(dim0*3, (3,3), padding = 'valid',strides = (2, 2), name='ftr1'));model.add(BatchNormalization(name=\"bn1\"));model.add(Activation('relu',name=\"relu1\")); \n", + " model.add(Conv2D(dim0*6, (3,3), padding = 'valid',strides = (2, 2), name='ftr2'));model.add(BatchNormalization());model.add(Activation('relu')); \n", + " \n", + " model.add(GlobalAveragePooling2D(name='GAP'))\n", + " model.add(Dense(10, name=\"fc1\"))\n", + " model.add(Activation('softmax', name=\"sm\"))\n", + " return model\n", + "\n", + "DIM0 = 1\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#mnist resnet\n", + "def init_model(dim0):\n", + " inputs = Input(shape=(28,28,1))\n", + " x = Conv2D(dim0, (3,3), padding = 'same',strides = (2, 2), name='ftr0')(inputs)\n", + " x = BatchNormalization(name=\"bn0\")(x)\n", + " x = Activation('relu', name=\"relu0\")(x)\n", + " \n", + " x = Conv2D(dim0*2, (3,3), padding = 'same',strides = (2, 2), name='ftr1')(x)\n", + " x = BatchNormalization(name=\"bn1\")(x)\n", + " x = Activation('relu', name=\"relu1\")(x)\n", + " res = x\n", + " \n", + " x = Conv2D(dim0*2, (3,3), padding = 'same', name='ftr2')(x)\n", + " x = BatchNormalization(name=\"bn2\")(x)\n", + " \n", + " x = res + x\n", + " \n", + " x = Conv2D(dim0*4, (3,3), padding = 'valid',strides = (2, 2), name='ftr3')(x)\n", + " x = Flatten(name='reshape')(x)\n", + " x = Dense(10, name=\"fc1\")(x)\n", + " \n", + " x = Activation('softmax', name=\"sm\")(x)\n", + " model = Model(inputs = inputs, outputs=x)\n", + " \n", + " return model\n", + "\n", + "DIM0 = 12\n", + "model=init_model(DIM0) \n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "EPOCHS = 20\n", + "model.compile(optimizer='adam', loss = \"categorical_crossentropy\", metrics = [\"categorical_accuracy\"]) \n", + "H = model.fit(x_train, y_train, batch_size=64, epochs= EPOCHS, verbose= 1, validation_data = (x_test, y_test), shuffle=True) " + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "h5_file = \"mnist_resnet.h5\"\n", + "model.save(h5_file)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data = x_test[1]\n", + "for y in range(28):\n", + " for x in range(28):\n", + " print(\"%3d,\"%(int(data[y,x,0]*255)), end=\"\")\n", + " print(\"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 190ms/step\n" + ] + }, + { + "data": { + "text/plain": [ + "array([9.6214655e-14, 3.2803200e-18, 1.0000000e+00, 3.8382069e-22,\n", + " 5.4997339e-24, 5.6444559e-32, 5.4293467e-14, 3.6996416e-21,\n", + " 3.2022371e-21, 1.7273456e-21], dtype=float32)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result = model.predict(x_test[1:2])[0]\n", + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tf29", + "language": "python", + "name": "py374_tf21" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/components/TinyMaix/examples/mnist_arduino/arduin_tinymaix.png b/components/TinyMaix/examples/mnist_arduino/arduin_tinymaix.png new file mode 100644 index 00000000..2ded4c38 Binary files /dev/null and b/components/TinyMaix/examples/mnist_arduino/arduin_tinymaix.png differ diff --git a/components/TinyMaix/examples/mnist_arduino/readme.md b/components/TinyMaix/examples/mnist_arduino/readme.md new file mode 100644 index 00000000..93056429 --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/readme.md @@ -0,0 +1,108 @@ +# TinyMaix port for Arduino ATmega328 +It is dirty port for Arduino ATmega328 with 32KB Flash and 2KB Ram +Due to AVR is Harvard structure, it can't read struct var in flash directly, +we have to modify tm_model file to adapt it. +and limited of its memory, we reduce the mnist model size: +``` +Model: "sequential" +_________________________________________________________________ + Layer (type) Output Shape Param # +================================================================= + ftr0 (Conv2D) (None, 13, 13, 1) 10 + + bn0 (BatchNormalization) (None, 13, 13, 1) 4 + + relu0 (Activation) (None, 13, 13, 1) 0 + + ftr1 (Conv2D) (None, 6, 6, 3) 30 + + bn1 (BatchNormalization) (None, 6, 6, 3) 12 + + relu1 (Activation) (None, 6, 6, 3) 0 + + ftr2 (Conv2D) (None, 2, 2, 6) 168 + + batch_normalization (BatchN (None, 2, 2, 6) 24 + ormalization) + + activation (Activation) (None, 2, 2, 6) 0 + + GAP (GlobalAveragePooling2D (None, 6) 0 + ) + + fc1 (Dense) (None, 10) 70 + + sm (Activation) (None, 10) 0 + +================================================================= +Total params: 318 +Trainable params: 298 +Non-trainable params: 20 +_________________________________________________________________ +``` + +the tmdl param size is: +``` +================ pack done! ================ + model size 0.9KB (920 B) FLASH + buffer size 0.9KB (960 B) RAM + single layer mode subbuff size 0.4KB (64+296=360 B) RAM +Saved to tmdl/mnist_arduino_q.tmdl, tmdl/mnist_arduino_q.h +``` + +the arduino compile result is: +``` +项目使用了 12174 字节，占用了 (42%) 程序存储空间。最大为 28672 字节。 +全局变量使用了1682字节，(82%)的动态内存，余留366字节局部变量。最大为2048字节。 + +(Flash use 12174 Bytes, Global var use 1682 Bytes) +``` + +Arduino run result is: +``` +mnist demo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use 49912us +0: 0 +1: 0 +2: 89 +3: 0 +4: 1 +5: 6 +6: 1 +7: 0 +8: 0 +9: 0 +### Predict output is: Number 2, prob=89 +``` + + + + diff --git a/components/TinyMaix/examples/mnist_arduino/tinymaix.h b/components/TinyMaix/examples/mnist_arduino/tinymaix.h new file mode 100644 index 00000000..09a59a57 --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/tinymaix.h @@ -0,0 +1,277 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TINYMAIX_H +#define __TINYMAIX_H + +#include +#include +#include +#include + + +#define TM_MDL_INT8 0 +#define TM_MDL_INT16 1 +#define TM_MDL_FP32 2 +#include "tm_port.h" + +/******************************* MARCO ************************************/ +#define TM_MDL_MAGIC 'XIAM' //mdl magic sign +#define TM_ALIGN_SIZE (8) //8 byte align +#define TM_MATP(mat,y,x,ch) ((mat)->data + ((y)*(mat)->w + (x))*(mat)->c + (ch)) + //HWC +#if TM_MDL_TYPE == TM_MDL_INT8 + typedef int8_t mtype_t; //mat data type + typedef int8_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (0) +#elif TM_MDL_TYPE == TM_MDL_INT16 + typedef int16_t mtype_t; //mat data type + typedef int16_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (8) +#elif TM_MDL_TYPE == TM_MDL_FP32 + typedef float mtype_t; //mat data type + typedef float wtype_t; //weight data type + typedef float btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#else + #error "Not support this MDL_TYPE!" +#endif + +typedef float sctype_t; +#define TM_FASTSCALE_SHIFT (8) + +/******************************* ENUM ************************************/ +typedef enum{ + TM_OK = 0, + TM_ERR= 1, + TM_ERR_MAGIC = 2, + TM_ERR_UNSUPPORT = 3, + TM_ERR_OOM = 4, + TM_ERR_LAYERTYPE = 5, + TM_ERR_DIMS = 6, + TM_ERR_TODO = 7, + TM_ERR_MDLTYPE = 8, + TM_ERR_KSIZE = 9, +}tm_err_t; + +typedef enum{ + TML_CONV2D = 0, + TML_GAP = 1, + TML_FC = 2, + TML_SOFTMAX = 3, + TML_RESHAPE = 4, + TML_DWCONV2D = 5, + TML_MAXCNT , +}tm_layer_type_t; + +typedef enum{ + TM_PAD_VALID = 0, + TM_PAD_SAME = 1, +}tm_pad_type_t; + +typedef enum{ + TM_ACT_NONE = 0, + TM_ACT_RELU = 1, + TM_ACT_RELU1 = 2, + TM_ACT_RELU6 = 3, + TM_ACT_TANH = 4, + TM_ACT_SIGNBIT= 5, + TM_ACT_MAXCNT , +}tm_act_type_t; + + +typedef enum { + TMPP_NONE = 0, + TMPP_FP2INT = 1, //user own fp buf -> int input buf + TMPP_UINT2INT = 2, //int8: cvt in place; int16: can't cvt in place + TMPP_UINT2FP01 = 3, // u8/255.0 + TMPP_UINT2FPN11= 4, // (u8-128)/128 + TMPP_MAXCNT, +}tm_pp_t; + +/******************************* STRUCT ************************************/ +//mdlbin in flash +typedef struct{ + uint32_t magic; //"MAIX" + uint8_t mdl_type; //0 int8, 1 int16, 2 fp32, + uint8_t out_deq; //0 don't dequant out; 1 dequant out + uint16_t input_cnt; //only support 1 yet + uint16_t output_cnt; //only support 1 yet + uint16_t layer_cnt; + uint32_t buf_size; //main buf size for middle result + uint32_t sub_size; //sub buf size for middle result + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + uint8_t reserve[28]; //reserve for future + uint8_t layers_body[0];//oft 64 here +}tm_mdlbin_t; + +//mdl meta data in ram +typedef struct{ + tm_mdlbin_t* b; //bin + void* cb; //Layer callback + uint8_t* buf; //main buf addr + uint8_t* subbuf; //sub buf addr + uint16_t main_alloc; //is main buf alloc or static + uint16_t layer_i; //current layer index + uint8_t* layer_body; //current layer body addr +}tm_mdl_t; + +//dims==3, hwc +//dims==2, 1wc +//dims==1, 11c +typedef struct{ + uint16_t dims; + uint16_t h; + uint16_t w; + uint16_t c; + union { + mtype_t* data; + float* dataf; + }; +}tm_mat_t; + +/******************************* LAYER STRUCT ************************************/ +typedef struct{ //48byte + uint16_t type; //layer type + uint16_t is_out; //is output + uint32_t size; //8 byte align size for this layer + uint32_t in_oft; //input oft in main buf + uint32_t out_oft; //output oft in main buf + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + //following unit not used in fp32 mode + sctype_t in_s; //input scale, + zptype_t in_zp; //input zeropoint + sctype_t out_s; //output scale + zptype_t out_zp; //output zeropoint + //note: real = scale*(q-zeropoint) +}tml_head_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + uint32_t depth_mul; //depth_multiplier: if conv2d,=0; else: >=1 + uint32_t reserve; //for 8byte align + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_conv2d_dw_t; //compatible with conv2d and dwconv2d + +typedef struct{ + tml_head_t h; +}tml_gap_t; + +typedef struct{ + tml_head_t h; + + uint32_t ws_oft; //weight scale oft from this layer start + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + uint32_t reserve; //for 8byte align +}tml_fc_t; + +typedef struct{ + tml_head_t h; +}tml_softmax_t; + +typedef struct{ + tml_head_t h; +}tml_reshape_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_dwconv2d_t; + + + +/******************************* TYPE ************************************/ +typedef tm_err_t (*tml_stat_t)(tml_head_t* layer, tm_mat_t* in, tm_mat_t* out); +typedef tm_err_t (*tm_cb_t)(tm_mdl_t* mdl, tml_head_t* lh); + + +/******************************* GLOBAL VARIABLE ************************************/ + + +/******************************* MODEL FUNCTION ************************************/ +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); //load model +void tm_unload(tm_mdl_t* mdl); //remove model +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); //preprocess input data +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); //run model + + +/******************************* LAYER FUNCTION ************************************/ +tm_err_t tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); + + +/******************************* STAT FUNCTION ************************************/ +#if TM_ENABLE_STAT +tm_err_t tm_stat(tm_mdlbin_t* mdl); //stat model +#endif + + +/******************************* UTILS ************************************/ +#define TML_GET_INPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->in_oft)) +#define TML_GET_OUTPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->out_oft)) +#define TML_DEQUANT(lh, x) (((sumtype_t)(x)-((lh)->out_zp))*((lh)->out_s)) + +#endif diff --git a/components/TinyMaix/examples/mnist_arduino/tinymaix.ino b/components/TinyMaix/examples/mnist_arduino/tinymaix.ino new file mode 100644 index 00000000..9a4488b2 --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/tinymaix.ino @@ -0,0 +1,208 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +#define TM_GET_US() ((uint32_t)(micros())) + +#define TM_DBGT_INIT() uint32_t _start,_finish;uint32_t _time;_start=TM_GET_US(); +#define TM_DBGT_START() _start=TM_GET_US(); +#define TM_DBGT(x) {_finish=TM_GET_US();\ + _time = (_finish-_start);\ + Serial.print("===use ");Serial.print(_time);Serial.print("us\n");\ + _start=TM_GET_US();} + +#include +#define MDL_BUF_LEN (960) +#define LBUF_LEN (360) +const uint8_t mdl_data[920] PROGMEM={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0xc0, 0x03, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x10, 0x03, 0x00, 0x00, + 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x03, 0x00, 0x0d, 0x00, 0x0d, 0x00, 0x01, 0x00, + 0x81, 0x80, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0x68, 0x9d, 0x6b, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x58, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, + 0xb8, 0xfc, 0x51, 0x3c, 0x00, 0x00, 0x00, 0x00, 0x50, 0x7f, 0x30, 0xed, 0x10, 0x17, 0x9b, 0xc8, + 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xc4, 0x3d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00, 0x10, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x0d, 0x00, 0x0d, 0x00, 0x01, 0x00, 0x03, 0x00, 0x06, 0x00, 0x06, 0x00, 0x03, 0x00, + 0x68, 0x9d, 0x6b, 0x3c, 0x80, 0xff, 0xff, 0xff, 0x40, 0x47, 0x57, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, + 0xa6, 0x15, 0xf4, 0x3b, 0x51, 0x1d, 0x45, 0x3b, 0x98, 0x06, 0xcf, 0x3b, 0x00, 0x00, 0x00, 0x00, + 0xea, 0x00, 0x03, 0x9a, 0x81, 0xd0, 0xfb, 0x09, 0x09, 0x13, 0x47, 0x5a, 0xda, 0x4c, 0x7f, 0xf9, + 0x44, 0x56, 0x23, 0x16, 0x11, 0x24, 0x10, 0x09, 0x81, 0xc5, 0xd7, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x08, 0x90, 0xff, 0xff, 0xc5, 0xfe, 0x00, 0x00, 0x92, 0xe3, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x28, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xa8, 0x03, 0x00, 0x00, + 0x03, 0x00, 0x06, 0x00, 0x06, 0x00, 0x03, 0x00, 0x03, 0x00, 0x02, 0x00, 0x02, 0x00, 0x06, 0x00, + 0x40, 0x47, 0x57, 0x3c, 0x80, 0xff, 0xff, 0xff, 0xfe, 0xcd, 0x65, 0x3d, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x10, 0x01, 0x00, 0x00, + 0x18, 0xa6, 0x35, 0x3d, 0x64, 0xd6, 0xfd, 0x3c, 0x16, 0x84, 0x37, 0x3d, 0x92, 0x5a, 0x07, 0x3d, + 0xb7, 0xfa, 0xb2, 0x3c, 0x7e, 0xd4, 0x13, 0x3d, 0xb0, 0x2a, 0xc4, 0x26, 0x2d, 0x00, 0xad, 0x81, + 0xe9, 0xfc, 0x0d, 0xf3, 0x10, 0x08, 0xec, 0xfa, 0x04, 0x06, 0x0d, 0x2f, 0xde, 0x21, 0x0c, 0xef, + 0x1e, 0xe7, 0x06, 0x81, 0xcd, 0xc2, 0xef, 0xf8, 0x07, 0x04, 0xd2, 0xe2, 0x0f, 0x39, 0x40, 0xed, + 0x05, 0x04, 0xfa, 0xd2, 0xd1, 0xad, 0xdb, 0x15, 0x11, 0xdf, 0xf0, 0x0f, 0xf4, 0x0f, 0xf8, 0x14, + 0xde, 0x0e, 0x08, 0x17, 0x7f, 0x3a, 0x2a, 0x13, 0x0c, 0x02, 0xfd, 0x28, 0x0f, 0x21, 0xec, 0xcd, + 0xd3, 0x0a, 0x25, 0x33, 0x12, 0xf1, 0x45, 0x18, 0x1a, 0xc4, 0xc1, 0xd9, 0xe8, 0x07, 0x01, 0x81, + 0x00, 0x0c, 0xde, 0xb6, 0x04, 0xd4, 0x12, 0x25, 0xf0, 0x43, 0x05, 0xd4, 0xd4, 0x09, 0xa7, 0x30, + 0x36, 0xb1, 0xef, 0x3b, 0x2b, 0xcf, 0x81, 0x14, 0x0d, 0xe9, 0xbc, 0xf9, 0x03, 0x29, 0x5c, 0x57, + 0xb6, 0xa6, 0xd0, 0xff, 0x22, 0x02, 0xd8, 0x04, 0x16, 0xff, 0x08, 0xf1, 0xb4, 0xb9, 0x0a, 0x00, + 0x14, 0x3d, 0xcc, 0xcc, 0xde, 0xd3, 0xca, 0xdd, 0x41, 0x35, 0xf1, 0x9a, 0xa3, 0xc3, 0xe2, 0x09, + 0x27, 0xd1, 0xdd, 0x11, 0xe4, 0x81, 0xd5, 0xd6, 0xb5, 0xf0, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x25, 0xc3, 0xff, 0xff, 0x03, 0x81, 0xff, 0xff, 0x00, 0xb7, 0x00, 0x00, 0x46, 0x73, 0xff, 0xff, + 0xff, 0x9b, 0xff, 0xff, 0x2d, 0x03, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, + 0xa8, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x02, 0x00, 0x02, 0x00, 0x06, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0xfe, 0xcd, 0x65, 0x3d, 0x80, 0xff, 0xff, 0xff, + 0x11, 0xef, 0xc5, 0x3c, 0x80, 0xff, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00, 0xd0, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xb0, 0x03, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x11, 0xef, 0xc5, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x4f, 0x75, 0x1d, 0x3e, 0x3f, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, + 0xa8, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x85, 0xba, 0x05, 0x3d, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0xb9, 0x0f, 0xcc, 0x08, 0x38, 0xf3, 0xc8, 0x1d, 0xd8, 0xa0, 0xd9, 0x44, 0x13, 0x9b, 0x17, 0x04, + 0x2f, 0xe9, 0xfa, 0xea, 0x27, 0xf6, 0x28, 0x90, 0x28, 0xe6, 0x09, 0xee, 0x81, 0x31, 0xe6, 0xf8, + 0x1b, 0x19, 0x0c, 0xda, 0xd2, 0xc7, 0xb3, 0x2f, 0xc9, 0x23, 0x21, 0xfd, 0x25, 0xae, 0x19, 0xef, + 0xf3, 0x3a, 0xcf, 0x08, 0xe0, 0xc5, 0x29, 0x26, 0x0c, 0xd9, 0xb8, 0xdb, 0x00, 0x00, 0x00, 0x00, + 0x8c, 0xdf, 0xff, 0xff, 0x0d, 0xc7, 0xff, 0xff, 0xb3, 0xf2, 0xff, 0xff, 0x40, 0xe2, 0xff, 0xff, + 0x84, 0xd4, 0xff, 0xff, 0xac, 0xf3, 0xff, 0xff, 0x86, 0xb5, 0xff, 0xff, 0x19, 0xf6, 0xff, 0xff, + 0x75, 0xdc, 0xff, 0xff, 0xfa, 0xe3, 0xff, 0xff, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0xb0, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x4f, 0x75, 0x1d, 0x3e, 0x3f, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, +}; + + +const uint8_t mnist_pic[28*28] PROGMEM={ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,116,125,171,255,255,150, 93, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,169,253,253,253,253,253,253,218, 30, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,169,253,253,253,213,142,176,253,253,122, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 52,250,253,210, 32, 12, 0, 6,206,253,140, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 77,251,210, 25, 0, 0, 0,122,248,253, 65, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 31, 18, 0, 0, 0, 0,209,253,253, 65, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,117,247,253,198, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 76,247,253,231, 63, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,128,253,253,144, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,176,246,253,159, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25,234,253,233, 35, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,198,253,253,141, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 78,248,253,189, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 19,200,253,253,141, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,134,253,253,173, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,248,253,253, 25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0,248,253,253, 43, 20, 20, 20, 20, 5, 0, 5, 20, 20, 37,150,150,150,147, 10, 0, + 0, 0, 0, 0, 0, 0, 0, 0,248,253,253,253,253,253,253,253,168,143,166,253,253,253,253,253,253,253,123, 0, + 0, 0, 0, 0, 0, 0, 0, 0,174,253,253,253,253,253,253,253,253,253,253,253,249,247,247,169,117,117, 57, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0,118,123,123,123,166,253,253,253,155,123,123, 41, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, +}; + +tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + return TM_OK; + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + Serial.print("Layer ");Serial.print(mdl->layer_i);Serial.print(" callback ========\n"); + for(int y=0; y maxp) { + maxi = i; + maxp = data[i]; + } + } + Serial.print("### Predict output is: Number ");Serial.print(maxi);Serial.print(", prob=");Serial.print(int(maxp*100)); + Serial.print("\n"); + return; +} + + +#define IMG_L (28) +#define IMG_CH (1) +#define CLASS_N (10) + +static uint8_t mdl_buf[MDL_BUF_LEN]; + +void setup() { + Serial.begin(115200); + //printf_begin(); + TM_DBGT_INIT(); + Serial.print("mnist demo\n"); + tm_mdl_t mdl; + + for(int i=0; i<28*28; i++){ + Serial.print(pgm_read_byte(&mnist_pic[i])>>4, HEX); + if(i%28==27)Serial.print("\n"); + } + + tm_mat_t in_uint8 = {3,IMG_L,IMG_L,IMG_CH, (mtype_t*)mnist_pic}; + tm_mat_t in = {3,IMG_L,IMG_L,IMG_CH, NULL}; + tm_mat_t outs[1]; + tm_err_t res; + //tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, mdl_buf, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return ; + } + + res = tm_preprocess(&mdl, TMPP_UINT2INT, &in_uint8, &in); + + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + if(res==TM_OK) parse_output(outs); + else TM_PRINTF("tm run error: %d\n", res); + tm_unload(&mdl); + return ; +} + +void loop() { + // put your main code here, to run repeatedly: + +} diff --git a/components/TinyMaix/examples/mnist_arduino/tm_layers.cpp b/components/TinyMaix/examples/mnist_arduino/tm_layers.cpp new file mode 100644 index 00000000..7ffa2f14 --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/tm_layers.cpp @@ -0,0 +1,224 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "tinymaix.h" +#include "float.h" +#include "math.h" + +/*************************** TML_CONV2D **********************************/ +static uint32_t k_oft[TM_MAX_KSIZE]; +//for valid or kernel in valid part, use fast method +tm_err_t __attribute__((weak)) tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) //kernel: (cho, chi, h, w) +{ TM_DBGT_INIT(); + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + if(dx!=1 || dy!= 1) return TM_ERR_TODO; + if(act >= TM_ACT_MAXCNT) return TM_ERR_UNSUPPORT; + int maxk = kw*kh; + if(maxk>TM_MAX_KSIZE) return TM_ERR_KSIZE; + int chi = in->c; + int cho = out->c; + + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + + chi = dmul ? 1 : in->c; // dmul>=1 indicate depthwise; dummy chi for dwconv compatible + mtype_t* outp; + int slow_flag = 0; //same pad part is slow + sumtype_t sum_pad = 0; + int32_t os = (1<c; c++) {//TM_DBGL(); + int32_t scale=1.0/ws[c]/in_s; + outp = out->data + c; + sum_pad = 0; + if(pad_flag && TM_MDL_TYPE != TM_MDL_FP32) { // fix pad sum fuse + for (int k = c*chi*maxk; k < (c+1)*chi*maxk; k++) + sum_pad += in_zp*((wtype_t*)w)[k]; + } + for (int y = 0; y < out->h; y++) {//TM_DBGL(); + int src_y0 = sy*y - pad_top; + int src_y1 = src_y0+kh; + for (int x = 0; x < out->w; x++) { + int src_x0 = sx*x - pad_left; + int src_x1 = src_x0+kw; + sumtype_t sum = 0; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y1>in->h)+(src_x1>in->w)); + if(!slow_flag) { //valid or same valid part + wtype_t* kptr = (wtype_t*)w + c*chi*maxk; + mtype_t* sptr = (mtype_t*)TM_MATP(in, src_y0, src_x0, dmul?c/dmul:0); + if(maxk==1){ //speed up pointwise conv + for (int cc = 0; cc < chi; cc++) { + sum += (sumtype_t)sptr[0] * (sumtype_t)kptr[0];kptr += 1;sptr += 1; + } + }else { + for (int cc = 0; cc < chi; cc++) { + for (int k = 0; k < maxk; k++) { + sumtype_t val = (sumtype_t)sptr[k_oft[k]]; + sumtype_t wt = (sumtype_t)kptr[k]; + sum += val * wt; + } + kptr += maxk; + sptr += 1; + } + } + } else { //same pad part //slower + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>kh ? kh : in->h-src_y0; + int _kx1 = in->w-src_x0>kw ? kw : in->w-src_x0; + wtype_t* kptr = (wtype_t*)w + c*chi*maxk; + mtype_t* sptr = (mtype_t*)TM_MATP(in, src_y0, src_x0, dmul?c/dmul:0); //virtual sptr position in pad + sum += sum_pad; //pad_all + for (int cc = 0; cc < chi; cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*kw + _kx; + sumtype_t val = ((sumtype_t)sptr[k_oft[k]]-in_zp); + sumtype_t wt = (sumtype_t)kptr[k]; + sum += val * wt; + } + } + kptr += maxk; + sptr += 1; + } + } + sum += b[c]; //bias, fuse with in_zp + + #if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16 ) + #if !TM_FASTSCALE + float sumf = sum*ws[c]*in_s; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (TM_MDL_TYPE == TM_MDL_FP32) || (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + #else + *outp = (mtype_t)sumf; + #endif + outp += out->c; + } + } + } + return TM_OK; +} + +/*************************** TML_GAP **********************************/ +tm_err_t __attribute__((weak)) tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + data = in->data + c; + for(int y=0; y h; y++){ + for(int x=0; x w; x++){ + sum += ((sumtype_t)(*data)); + data += out->c; + } + } + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)((sum/((in->h)*(in->w))-in_zp)*in_s/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(sum/((in->h)*(in->w))); + #endif + } + return TM_OK; +} + +/*************************** TML_FC **********************************/ +tm_err_t __attribute__((weak)) tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data = in->data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + for(int cc=0; cc c; cc++){ + sum += ((sumtype_t)data[cc])*(w[c*in->c+cc]); + } + sum += b[c]; //fuse with zp + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)(sum*in_s*ws[0]/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(sum); + #endif + } + return TM_OK; +} + +/*************************** TML_SOFTMAX **********************************/ +tm_err_t __attribute__((weak)) tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); //note we have float size output buf even in INT8/INT16 mode + mtype_t* din = in->data; + float* dout = (float*)(out->data); + float dmax = -FLT_MAX; + for(int c=0; c c; c++){ + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + dout[c] = (float)((sumtype_t)din[c] - in_zp)*in_s; + #else + dout[c] = din[c]; + #endif + if(dout[c] > dmax) dmax = dout[c]; + } + float sum = 0; + for(int c=0; c c; c++){ + dout[c] -= dmax; + dout[c] = (float)exp(dout[c]); + sum += dout[c]; + dout[c] -= 0.000001; //prevent 1.0 value (cause 256 overflow) + } + for(int c=0; c c; c++){ //int8/int16 <= fp32, so it is ok + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)(dout[c]/sum/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(dout[c]/sum); + #endif + } + return TM_OK; +} + +/*************************** TML_RESHAPE **********************************/ +tm_err_t __attribute__((weak)) tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + //in fact do nothing... out shape + return TM_OK; +} diff --git a/components/TinyMaix/examples/mnist_arduino/tm_model.cpp b/components/TinyMaix/examples/mnist_arduino/tm_model.cpp new file mode 100644 index 00000000..e1f0f6cf --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/tm_model.cpp @@ -0,0 +1,175 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "tinymaix.h" + +//dirty port for avr chip +#if 1 +#define LBUF_LEN (360) +#define LAYERBUF_SIZE (LBUF_LEN) +static uint8_t l_buf[LAYERBUF_SIZE]; +static const uint8_t* l_bin; +#define LAYER_BODY (l_buf+sizeof(tm_mdlbin_t)) +#define TM_READ_LAYER(dst,src,num) {for(int _i=0;_imagic != TM_MDL_MAGIC) return TM_ERR_MAGIC; //avr is big endian... + if(mdl_bin->mdl_type != TM_MDL_TYPE) return TM_ERR_MDLTYPE; + mdl->b = mdl_bin; + mdl->cb = (void*)cb; + if(buf == NULL) { + mdl->buf = (uint8_t*)tm_malloc(mdl->b->buf_size); + if(mdl->buf == NULL) return TM_ERR_OOM; + mdl->main_alloc = 1; + } else { + mdl->buf = buf; + mdl->main_alloc = 0; + } + if(mdl->b->sub_size > 0) { + mdl->subbuf = (uint8_t*)tm_malloc(mdl->b->sub_size); + if(mdl->subbuf == NULL) return TM_ERR_OOM; + } else mdl->subbuf = NULL; + mdl->layer_i = 0; + mdl->layer_body = mdl->b->layers_body; + memcpy((void*)in, (void*)mdl->b->in_dims, sizeof(tm_mat_t)); + in->data = (mtype_t*)mdl->buf; //input at 0 oft + return TM_OK; +} + +void tm_unload(tm_mdl_t* mdl) +{ + if(mdl->main_alloc) tm_free(mdl->buf); + if(mdl->subbuf) tm_free(mdl->subbuf); + return; +} + + +//preprocess data input +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out) +{ tm_mdlbin_t* b = (tm_mdlbin_t*)l_buf; + TM_READ_LAYER(LAYER_BODY,l_bin+sizeof(tm_mdlbin_t),sizeof(tml_head_t)); + tml_head_t* l0h = (tml_head_t*)(l_buf+sizeof(tm_mdlbin_t)); + TM_READ_LAYER(LAYER_BODY,l_bin+sizeof(tm_mdlbin_t),l0h->size); + + sctype_t in_s = l0h->in_s; + zptype_t in_zp= l0h->in_zp; + int in_size = in->h*in->w*in->c; + switch(pp_type){ +#if TM_MDL_TYPE != TM_MDL_FP32 + case TMPP_FP2INT: + for(int i=0; idata[i] = (mtype_t)(in->dataf[i]/in_s + in_zp); + break; + case TMPP_UINT2INT: + for(int i=0; idata[i] = ((mtype_t)(((uint8_t*)(in->data))[i]-128))<data[i] = ((mtype_t)(((uint8_t)pgm_read_byte(in->data+i)-128)))<dataf[i] = (((uint8_t*)(in->data))[i])/255.0; + break; + case TMPP_UINT2FPN11: + for(int i=0; idataf[i] = ((((uint8_t*)(in->data))[i])-128)/128.0; + break; +#endif + default: //don't do anything + out->data = in->data; + break; + } + + return TM_OK; +} + + +//run model +//mdl: model handle; in: input mat; out: output mat +tm_err_t tm_run(tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out) +{ + tm_mat_t _in, _out; + tm_err_t res = TM_OK; + int out_idx = 0; + tml_head_t* h; + memcpy((void*)&_in, (void*)in, sizeof(tm_mat_t)); + mdl->layer_body = (uint8_t*)(l_bin+sizeof(tm_mdlbin_t)); + for(mdl->layer_i = 0; mdl->layer_i < mdl->b->layer_cnt; mdl->layer_i++){ + TM_READ_LAYER(LAYER_BODY,mdl->layer_body,sizeof(tml_head_t)); + h = (tml_head_t*)(LAYER_BODY); + TM_READ_LAYER(LAYER_BODY,mdl->layer_body,h->size); + + if(mdl->layer_i>0) { + _in.data = (mtype_t*)(mdl->buf + h->in_oft); + memcpy((void*)&_in, (void*)(h->in_dims), sizeof(uint16_t)*4); + } + _out.data = (mtype_t*)(mdl->buf + h->out_oft); + memcpy((void*)&_out, (void*)(h->out_dims), sizeof(uint16_t)*4); + switch(h->type){ + case TML_CONV2D: + case TML_DWCONV2D:{ + tml_conv2d_dw_t* l = (tml_conv2d_dw_t*)(LAYER_BODY); + res = tml_conv2d_dwconv2d(&_in, &_out, (wtype_t*)(LAYER_BODY + l->w_oft), (btype_t*)(LAYER_BODY + l->b_oft), \ + l->kernel_w, l->kernel_h, l->stride_w, l->stride_h, l->dilation_w, l->dilation_h, \ + l->act, l->pad[0], l->pad[1], l->pad[2], l->pad[3], l->depth_mul, \ + (sctype_t*)(LAYER_BODY + l->ws_oft), h->in_s, h->in_zp, h->out_s, h->out_zp); + break;} + case TML_GAP: { + tml_gap_t* l = (tml_gap_t*)(LAYER_BODY); + res = tml_gap(&_in, &_out, h->in_s, h->in_zp, h->out_s, h->out_zp); + break;} + case TML_FC: { + tml_fc_t* l = (tml_fc_t*)(LAYER_BODY); + res = tml_fc(&_in, &_out, (wtype_t*)(LAYER_BODY + l->w_oft), (btype_t*)(LAYER_BODY + l->b_oft), \ + (sctype_t*)(LAYER_BODY + l->ws_oft), h->in_s, h->in_zp, h->out_s, h->out_zp); + break;} + case TML_SOFTMAX: { + tml_softmax_t* l = (tml_softmax_t*)(LAYER_BODY); + res = tml_softmax(&_in, &_out, h->in_s, h->in_zp, h->out_s, h->out_zp); + break; } + case TML_RESHAPE: { + tml_reshape_t* l = (tml_reshape_t*)(LAYER_BODY); + res = tml_reshape(&_in, &_out, h->in_s, h->in_zp, h->out_s, h->out_zp); + break; } + default: + res = TM_ERR_LAYERTYPE; + break; + } + if(res != TM_OK) return res; + if(mdl->cb) ((tm_cb_t)mdl->cb)(mdl, h); //layer callback + if(h->is_out) { + memcpy((void*)(&out[out_idx]), (void*)(&(h->out_dims)), sizeof(uint16_t)*4); + if(mdl->b->out_deq == 0 || TM_MDL_TYPE == TM_MDL_FP32) //fp32 do not need deq + out[out_idx].data = (mtype_t*)(TML_GET_OUTPUT(mdl, h)); + else { + int out_size = h->out_dims[1]*h->out_dims[2]*h->out_dims[3]; + float* outf = (float*)(TML_GET_OUTPUT(mdl, h) + (out_size+7)/8*8); + for(int i=0; ilayer_body += (h->size); + } + return TM_OK; +} + +#endif diff --git a/components/TinyMaix/examples/mnist_arduino/tm_port.h b/components/TinyMaix/examples/mnist_arduino/tm_port.h new file mode 100644 index 00000000..ee13e48a --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/tm_port.h @@ -0,0 +1,56 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TM_PORT_H +#define __TM_PORT_H + +#include + +#define TM_ARCH_OPT0 (0) //default +#define TM_ARCH_OPT1 (1) +#define TM_ARCH_OPT2 (2) +#define TM_ARCH_ARM_SIMD (3) //seems 32bit simd not faster enough +#define TM_ARCH_ARM_NEON (4) //TODO +#define TM_ARCH_RV32P (5) // +#define TM_ARCH_RV64V (6) + +/******************************* PORT CONFIG ************************************/ +#define TM_ARCH TM_ARCH_OPT0 +#define TM_MDL_TYPE TM_MDL_INT8 +#define TM_FASTSCALE (1) //enable if your chip don't have FPU, may speed up 1/3, but decrease accuracy +#define TM_ENABLE_STAT (0) //enable mdl stat functions +#define TM_MAX_KSIZE (5*5) //max kernel_size + +#define tm_malloc(x) malloc(x) +#define tm_free(x) free(x) + +#define TM_PRINTF(...) //printf(__VA_ARGS__); +#define TM_DBG(...) TM_PRINTF("###L%d: ",__LINE__);TM_PRINTF(__VA_ARGS__); +#define TM_DBGL() Serial.println(__LINE__); + + + +#define TM_GET_US() ((uint32_t)(micros())) + +#define TM_DBGT_INIT() uint32_t _start,_finish;uint32_t _time;_start=TM_GET_US(); +#define TM_DBGT_START() _start=TM_GET_US(); +#define TM_DBGT(x) {_finish=TM_GET_US();\ + _time = (_finish-_start);\ + Serial.print("===use ");Serial.print(_time);Serial.print("us\n");\ + _start=TM_GET_US();} + +/******************************* OPS CONFIG ************************************/ + + + + +#endif diff --git a/components/TinyMaix/examples/mnist_arduino/tm_stat.cpp b/components/TinyMaix/examples/mnist_arduino/tm_stat.cpp new file mode 100644 index 00000000..7c3bef29 --- /dev/null +++ b/components/TinyMaix/examples/mnist_arduino/tm_stat.cpp @@ -0,0 +1,122 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "tinymaix.h" + +#if TM_ENABLE_STAT + + +static const char* tml_str_tbl[TML_MAXCNT] = { + "Conv2D", /*TML_CONV2D = 0,*/ + "GAP", /*TML_GAP = 1,*/ + "FC", /*TML_FC = 2,*/ + "Softmax", /*TML_SOFTMAX = 3,*/ + "Reshape", /*TML_RESHAPE = 4,*/ + "DWConv2D", /*TML_DWCONV2D= 5,*/ +}; + +static const int tml_headsize_tbl[TML_MAXCNT] = { + sizeof(tml_conv2d_dw_t), + sizeof(tml_gap_t), + sizeof(tml_fc_t), + sizeof(tml_softmax_t), + sizeof(tml_reshape_t), + sizeof(tml_conv2d_dw_t), +}; + +tm_err_t tm_stat(tm_mdlbin_t* b) +{ + printf("================================ model stat ================================\n"); + printf("mdl_type=%d (0 int8, 1 int16, 2 fp32)\n", b->mdl_type); + printf("out_deq=%d \n", b->out_deq); + printf("input_cnt=%d, output_cnt=%d, layer_cnt=%d\n", b->input_cnt, b->output_cnt, b->layer_cnt); + uint16_t* idim = b->in_dims; + printf("input %ddims: (%d, %d, %d)\n", idim[0],idim[1],idim[2],idim[3]); + uint16_t* odim = b->out_dims; + printf("output %ddims: (%d, %d, %d)\n", odim[0],odim[1],odim[2],odim[3]); + //printf("model param bin addr: 0x%x\n", (uint32_t)(b->layers_body)); + printf("main buf size %d; sub buf size %d\n", \ + b->buf_size,b->sub_size); + + printf("//Note: PARAM is layer param size, include align padding\r\n\r\n"); + printf("Idx\tLayer\t outshape\tinoft\toutoft\tPARAM\tMEMOUT OPS\n"); + printf("---\tInput \t%3d,%3d,%3d\t- \t0 \t0 \t%ld \t0\n",\ + idim[1],idim[2],idim[3], idim[1]*idim[2]*idim[3]*sizeof(mtype_t)); + // 000 Input - 224,224,3 0x40001234 0x40004000 100000 500000 200000 + //printf("000 Input - %3d,%3d,%d 0x%08x 0x%08x %6d %6d %6d\n",) + int sum_param = 0; + int sum_ops = 0; + uint8_t*layer_body = (uint8_t*)b->layers_body; + int layer_i; + for(layer_i = 0; layer_i < b->layer_cnt; layer_i++){ + tml_head_t* h = (tml_head_t*)(layer_body); + TM_DBG("body oft = %d\n", (uint32_t)h - (uint32_t)(b)); + TM_DBG("type=%d, is_out=%d, size=%d, in_oft=%d, out_oft=%d, in_dims=[%d,%d,%d,%d], out_dims=[%d,%d,%d,%d], in_s=%.3f, in_zp=%d, out_s=%.3f, out_zp=%d\n",\ + h->type,h->is_out,h->size,h->in_oft,h->out_oft,\ + h->in_dims[0],h->in_dims[1],h->in_dims[2],h->in_dims[3],\ + h->out_dims[0],h->out_dims[1],h->out_dims[2],h->out_dims[3],\ + h->in_s,(int)(h->in_zp),h->out_s,(int)(h->out_zp)); + if(h->type < TML_MAXCNT) { + int memout = h->out_dims[1]*h->out_dims[2]*h->out_dims[3]; + sum_param += (h->size - tml_headsize_tbl[h->type]); + int ops = 0; + switch(h->type){ + case TML_CONV2D: { + tml_conv2d_dw_t* l = (tml_conv2d_dw_t*)(layer_body); + ops = memout*(l->kernel_w)*(l->kernel_h)*(h->in_dims[3]); //MAC as ops + TM_DBG("Conv2d: kw=%d, kh=%d, sw=%d, sh=%d, dw=%d, dh=%d, act=%d, pad=[%d,%d,%d,%d], dmul=%d, ws_oft=%d, w_oft=%d, b_oft=%d\n",\ + l->kernel_w, l->kernel_h, l->stride_w, l->stride_h, l->dilation_w, l->dilation_h, \ + l->act, l->pad[0], l->pad[1], l->pad[2], l->pad[3], l->depth_mul, \ + l->ws_oft, l->w_oft, l->b_oft); + break;} + case TML_GAP: + ops = (h->in_dims[1])*(h->in_dims[2])*(h->in_dims[3]); //SUM as ops + break; + case TML_FC: { + tml_fc_t* l = (tml_fc_t*)(layer_body); + ops = (h->out_dims[3])*(h->in_dims[3]); //MAC as ops + TM_DBG("FC: ws_oft=%d, w_oft=%d, b_oft=%d\n",\ + l->ws_oft, l->w_oft, l->b_oft); + break;} + case TML_SOFTMAX: + ops = 6*(h->out_dims[3]); //mixed + break; + case TML_DWCONV2D: { + tml_conv2d_dw_t* l = (tml_conv2d_dw_t*)(layer_body); + ops = memout*(l->kernel_w)*(l->kernel_h)*1; //MAC as ops + TM_DBG("DWConv2d: kw=%d, kh=%d, sw=%d, sh=%d, dw=%d, dh=%d, act=%d, pad=[%d,%d,%d,%d], dmul=%d, ws_oft=%d, w_oft=%d, b_oft=%d\n",\ + l->kernel_w, l->kernel_h, l->stride_w, l->stride_h, l->dilation_w, l->dilation_h, \ + l->act, l->pad[0], l->pad[1], l->pad[2], l->pad[3], l->depth_mul,\ + l->ws_oft, l->w_oft, l->b_oft); + break;} + default: + ops = 0; + break; + } + sum_ops += ops; + printf("%03d\t%s \t%3d,%3d,%3d\t%d\t%d\t%d\t%ld\t", layer_i, tml_str_tbl[h->type], \ + h->out_dims[1], h->out_dims[2], h->out_dims[3], \ + h->in_oft, h->out_oft, h->size - tml_headsize_tbl[h->type], \ + memout*sizeof(mtype_t)); + printf("%d\r\n", ops); + } else { + return TM_ERR_LAYERTYPE; + } + layer_body += (h->size); + } + printf("\r\nTotal param ~%.1f KB, OPS ~%.2f MOPS, buffer %.1f KB\r\n\r\n", \ + sum_param/1024.0, sum_ops/1000000.0, (b->buf_size + b->sub_size)/1024.0); + return TM_OK; +} + + +#endif diff --git a/components/TinyMaix/examples/vww/CMakeLists.txt b/components/TinyMaix/examples/vww/CMakeLists.txt new file mode 100644 index 00000000..3598e0a1 --- /dev/null +++ b/components/TinyMaix/examples/vww/CMakeLists.txt @@ -0,0 +1,21 @@ +cmake_minimum_required(VERSION 3.1) + +set(CMAKE_C_COMPILER "gcc") +set(CMAKE_CXX_COMPILER "g++") + +project(vww) + +set(CMAKE_AR "ar") +set(CMAKE_RANLIB "ranlib") +set(CMAKE_STRIP "strip") + +set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3 ") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3 ") + +aux_source_directory(${CMAKE_CURRENT_SOURCE_DIR}/../../src lib_tinymaix) + +include_directories(. ${CMAKE_CURRENT_SOURCE_DIR}/../../include) +#set(LIB_INFER ${CMAKE_CURRENT_SOURCE_DIR}/../../lib/libtinymaix.a) + +add_executable(${PROJECT_NAME} main.c ${lib_tinymaix}) +target_link_libraries(${PROJECT_NAME} -lm) diff --git a/components/TinyMaix/examples/vww/main.c b/components/TinyMaix/examples/vww/main.c new file mode 100644 index 00000000..7fff436d --- /dev/null +++ b/components/TinyMaix/examples/vww/main.c @@ -0,0 +1,114 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdio.h" +#include "tinymaix.h" + +#if TM_MDL_TYPE == TM_MDL_INT8 +#include "../../tools/tmdl/vww96_q.h" +#elif TM_MDL_TYPE == TM_MDL_FP32 +#include "../../tools/tmdl/vww96_f.h" +#else +#error "fill your modl path here" +#endif + +#define IMG_L 96 +#define IMG_CH 3 +#define CLASS_NUM 2 + + +//#include "pic/pic_noperson1.h" +//#include "pic/pic_noperson2.h" +//#include "pic/pic_noperson3.h" + +#include "pic/pic_person1.h" +//#include "pic/pic_person2.h" +//#include "pic/pic_person3.h" + +char* labels[CLASS_NUM] = {"no-person", "person"}; + +static tm_err_t layer_cb(tm_mdl_t* mdl, tml_head_t* lh) +{ //dump middle result + int h = lh->out_dims[1]; + int w = lh->out_dims[2]; + int ch= lh->out_dims[3]; + mtype_t* output = TML_GET_OUTPUT(mdl, lh); + return TM_OK; + TM_PRINTF("Layer %d callback ========\n", mdl->layer_i); + #if 1 + for(int y=0; y maxp) { + maxi = i; + maxp = data[i]; + } + } + TM_PRINTF("### Predict output is: Class %d, %s, prob %.3f\n", maxi, labels[maxi], maxp); + return; +} + +int main(int argc, char** argv) +{ TM_DBGT_INIT(); + TM_PRINTF("mnist demo\n"); + tm_mdl_t mdl; + + tm_mat_t in_uint8 = {3,IMG_L,IMG_L,IMG_CH, {(mtype_t*)pic}}; + tm_mat_t in = {3,IMG_L,IMG_L,IMG_CH, {NULL}}; + tm_mat_t outs[1]; + tm_err_t res; + tm_stat((tm_mdlbin_t*)mdl_data); + + res = tm_load(&mdl, mdl_data, NULL, layer_cb, &in); + if(res != TM_OK) { + TM_PRINTF("tm model load err %d\n", res); + return -1; + } + +#if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16) + res = tm_preprocess(&mdl, TMPP_UINT2INT, &in_uint8, &in); +#else + res = tm_preprocess(&mdl, TMPP_UINT2FP01, &in_uint8, &in); +#endif + TM_DBGT_START(); + res = tm_run(&mdl, &in, outs); + TM_DBGT("tm_run"); + if(res==TM_OK) parse_output(outs); + else TM_PRINTF("tm run error: %d\n", res); + tm_unload(&mdl); + return 0; +} diff --git a/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000250.jpg b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000250.jpg new file mode 100644 index 00000000..3db1677b Binary files /dev/null and b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000250.jpg differ diff --git a/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000384.jpg b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000384.jpg new file mode 100644 index 00000000..d2a391a3 Binary files /dev/null and b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000384.jpg differ diff --git a/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000389.jpg b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000389.jpg new file mode 100644 index 00000000..73470da3 Binary files /dev/null and b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000000389.jpg differ diff --git a/components/TinyMaix/examples/vww/pic/COCO_train2014_000000001111.jpg b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000001111.jpg new file mode 100644 index 00000000..db6991cd Binary files /dev/null and b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000001111.jpg differ diff --git a/components/TinyMaix/examples/vww/pic/COCO_train2014_000000001943.jpg b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000001943.jpg new file mode 100644 index 00000000..a556e66a Binary files /dev/null and b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000001943.jpg differ diff --git a/components/TinyMaix/examples/vww/pic/COCO_train2014_000000002992.jpg b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000002992.jpg new file mode 100644 index 00000000..c1bfb467 Binary files /dev/null and b/components/TinyMaix/examples/vww/pic/COCO_train2014_000000002992.jpg differ diff --git a/components/TinyMaix/examples/vww/pic/img2c.py b/components/TinyMaix/examples/vww/pic/img2c.py new file mode 100644 index 00000000..9f0dc1b9 --- /dev/null +++ b/components/TinyMaix/examples/vww/pic/img2c.py @@ -0,0 +1,47 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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. +# ============================================================================== + +from PIL import Image +import os,sys +import numpy as np + +def print_usage(): + print("Usage: python3 img2c.py img_name") + +# python3 resize_img.py imagenet quant_imagenet 224,224,3 +if __name__ == '__main__': + if len(sys.argv) != 2: + print_usage() + exit() + + img_name = sys.argv[1] + img = Image.open(img_name) + img = np.array(img) + fw = open("pic.h", "w") + fw.writelines("const unsigned char pic[%d*%d*%d]={\\\n"%(img.shape[0],img.shape[1],img.shape[2])) + for y in range(img.shape[0]): + for x in range(img.shape[1]): + for c in range(img.shape[2]): + fw.writelines("%3d,"%(img[y,x,c])) + fw.writelines(" ") + fw.writelines("\n") + fw.writelines("};\n") + fw.close() + print("Done!") + + + + + diff --git a/components/TinyMaix/examples/vww/pic/pic_noperson1.h b/components/TinyMaix/examples/vww/pic/pic_noperson1.h new file mode 100644 index 00000000..2aad6a89 --- /dev/null +++ b/components/TinyMaix/examples/vww/pic/pic_noperson1.h @@ -0,0 +1,98 @@ +const unsigned char pic[96*96*3]={\ +156,166,175, 159,169,178, 161,171,180, 162,172,181, 162,172,181, 162,172,181, 163,173,182, 165,175,184, 167,177,186, 167,177,186, 168,178,187, 167,177,186, 167,177,186, 166,176,185, 165,175,184, 164,174,183, 164,171,190, 163,170,189, 163,170,189, 162,169,188, 161,168,187, 159,167,186, 158,167,184, 157,166,183, 158,167,184, 156,168,184, 157,169,185, 158,170,184, 158,172,185, 159,173,186, 159,173,186, 160,174,187, 150,168,188, 147,162,181, 145,158,175, 149,158,173, 156,164,177, 161,169,182, 158,170,186, 154,169,188, 154,174,198, 138,162,188, 144,168,194, 143,165,189, 150,167,187, 146,158,174, 77, 83, 95, 8, 11, 20, 18, 19, 23, 71, 71, 79, 143,147,158, 111,118,134, 147,155,174, 152,165,184, 148,165,183, 153,172,187, 157,176,190, 153,173,184, 150,168,180, 150,166,181, 151,163,185, 153,160,189, 153,157,194, 153,156,197, 147,168,187, 151,170,187, 155,174,191, 160,177,193, 166,179,195, 166,178,192, 163,173,185, 159,167,178, 173,181,192, 170,176,188, 168,174,188, 170,178,191, 174,181,197, 169,178,195, 159,168,185, 149,158,175, 127,145,167, 125,143,165, 134,150,173, 152,169,189, 165,180,201, 165,177,199, 159,170,192, 155,166,188, 152,162,187, 152,162,189, 146,157,185, 134,148,177, 126,141,172, 124,138,173, 121,137,171, 118,134,170, +155,165,174, 157,167,176, 160,170,179, 160,170,179, 160,170,179, 160,170,179, 162,172,181, 164,174,183, 165,175,184, 165,175,184, 166,176,185, 166,176,185, 165,175,184, 164,174,183, 163,173,182, 163,173,182, 161,168,187, 161,168,187, 160,167,186, 160,167,186, 159,166,185, 157,166,183, 157,166,183, 157,166,183, 155,164,181, 154,166,182, 156,168,182, 157,169,183, 158,172,185, 159,173,186, 160,174,187, 161,175,188, 152,170,192, 148,165,185, 147,160,177, 150,159,174, 156,164,177, 158,167,182, 156,168,184, 152,167,186, 149,169,193, 135,159,185, 142,166,192, 138,160,184, 144,161,181, 142,154,170, 77, 83, 95, 11, 14, 23, 15, 16, 18, 66, 69, 74, 142,146,157, 113,120,136, 146,157,177, 150,165,186, 146,162,185, 147,165,185, 145,167,181, 148,167,181, 144,163,177, 139,155,171, 139,151,173, 145,154,183, 149,155,191, 149,153,191, 148,169,188, 149,168,185, 148,167,184, 151,168,184, 159,172,188, 166,178,192, 174,184,196, 178,186,199, 182,190,201, 181,189,202, 180,188,201, 180,187,203, 178,185,201, 174,183,200, 169,178,195, 163,174,192, 149,167,189, 147,163,186, 151,168,188, 163,178,199, 171,183,205, 166,178,200, 161,172,194, 159,170,192, 154,164,189, 151,163,189, 143,154,182, 128,142,171, 120,135,168, 118,134,168, 117,133,169, 113,131,167, +153,163,172, 155,165,174, 157,167,176, 157,167,176, 157,167,176, 157,167,176, 159,169,178, 161,171,180, 162,172,181, 163,173,182, 163,173,182, 163,173,182, 163,173,182, 162,172,181, 161,171,180, 161,171,180, 158,165,183, 158,165,183, 158,165,183, 158,165,183, 158,165,183, 156,165,182, 156,165,182, 156,165,182, 152,164,180, 153,165,179, 155,167,181, 157,169,183, 158,172,185, 159,173,186, 160,174,187, 160,174,187, 152,170,192, 150,167,187, 149,162,179, 152,161,176, 156,164,177, 157,166,181, 154,166,182, 149,166,186, 144,164,188, 132,156,182, 140,164,190, 132,154,178, 136,153,173, 135,147,163, 76, 82, 94, 13, 17, 28, 13, 15, 14, 61, 65, 68, 141,145,154, 114,121,137, 143,154,176, 146,160,186, 140,157,183, 133,153,177, 132,153,174, 140,161,178, 140,159,176, 129,146,164, 128,143,166, 141,152,180, 148,157,190, 147,153,189, 149,170,189, 151,169,189, 151,170,187, 153,170,186, 160,173,189, 170,182,196, 182,191,206, 191,199,212, 182,190,203, 183,191,204, 183,190,206, 179,186,202, 173,182,199, 169,177,196, 167,178,196, 168,179,197, 164,181,201, 162,179,199, 164,179,200, 169,182,201, 168,181,200, 164,175,195, 160,171,191, 160,171,193, 153,163,188, 147,159,185, 133,147,174, 117,132,163, 108,124,157, 108,124,160, 107,125,163, 104,124,161, +150,160,170, 152,162,172, 154,164,174, 154,164,174, 153,163,173, 154,164,174, 157,167,177, 159,169,179, 160,170,180, 160,170,180, 161,171,181, 161,171,181, 161,171,181, 160,170,180, 160,170,180, 159,169,179, 157,164,182, 157,164,182, 158,165,183, 158,165,183, 157,166,183, 157,166,181, 157,166,181, 156,168,182, 153,165,179, 154,166,180, 156,168,182, 156,170,183, 157,171,184, 157,171,184, 157,171,184, 156,170,183, 149,167,189, 148,165,185, 149,162,179, 153,162,179, 155,164,179, 157,166,181, 154,165,183, 149,166,186, 141,161,185, 132,156,182, 139,163,191, 127,149,173, 127,143,166, 129,140,158, 75, 81, 95, 14, 18, 29, 13, 18, 12, 57, 63, 63, 137,144,152, 110,119,134, 132,144,168, 134,149,178, 129,145,178, 118,137,169, 116,137,164, 133,155,179, 138,159,180, 128,146,168, 127,143,168, 144,158,185, 153,164,194, 149,158,191, 148,169,188, 154,172,192, 160,179,196, 165,182,200, 168,184,200, 174,186,202, 178,190,204, 183,192,207, 173,180,196, 174,181,197, 174,181,197, 170,179,196, 166,174,193, 161,172,192, 160,171,191, 159,172,191, 157,172,191, 161,174,193, 163,176,195, 163,174,194, 159,170,190, 154,165,185, 155,163,184, 154,165,187, 148,158,183, 140,151,179, 124,138,167, 107,122,155, 99,115,149, 98,116,154, 99,118,158, 96,118,157, +148,158,168, 150,160,170, 151,161,171, 151,161,171, 150,160,170, 152,162,172, 154,164,174, 157,167,177, 158,168,178, 159,169,179, 159,169,179, 160,170,180, 160,170,180, 160,170,180, 159,169,179, 159,169,179, 159,166,182, 159,166,182, 159,166,182, 159,168,183, 159,168,183, 159,168,183, 159,168,183, 157,169,183, 156,168,182, 157,169,183, 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32, 14, 18, 30, 26, 26, 36, 26, 23, 30, 13, 17, 28, 15, 19, 30, 21, 24, 33, 8, 9, 14, 26, 24, 27, 14, 10, 11, 58, 53, 50, 142,135,129, 148,139,132, 133,124,115, 130,121,112, 153,145,134, 124,118,106, 128,122,110, 124,118,106, 123,119,107, 92, 87, 81, 121,114,108, 127,120,114, 129,122,116, 108, 99, 92, 115,106, 99, 140,131,126, 113,104, 99, 103, 95, 92, 114,109,106, 87, 83, 84, 8, 6, 9, 10, 11, 16, 5, 8, 15, 4, 8, 17, 9, 13, 24, +}; diff --git a/components/TinyMaix/examples/vww/pic/pic_noperson2.h b/components/TinyMaix/examples/vww/pic/pic_noperson2.h new file mode 100644 index 00000000..4a89b707 --- /dev/null +++ b/components/TinyMaix/examples/vww/pic/pic_noperson2.h @@ -0,0 +1,98 @@ +const unsigned char pic[96*96*3]={\ + 97, 98, 92, 97, 98, 92, 97, 98, 92, 98, 99, 93, 98, 99, 93, 98, 99, 93, 99,100, 94, 99,100, 94, 99,100, 94, 99,100, 94, 99,100, 94, 100,101, 95, 100,101, 95, 100,101, 95, 101,102, 96, 101,102, 96, 99,100, 95, 99,100, 94, 99,100, 94, 99,100, 94, 99,100, 94, 99,100, 94, 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b/components/TinyMaix/examples/vww/pic/pic_noperson3.h @@ -0,0 +1,98 @@ +const unsigned char pic[96*96*3]={\ +147,164,207, 146,163,206, 145,162,205, 146,163,206, 148,167,209, 151,170,210, 151,170,210, 149,171,210, 151,173,212, 151,173,210, 150,172,209, 148,172,208, 147,171,205, 145,169,203, 145,169,203, 144,168,202, 140,169,213, 140,169,213, 139,168,212, 139,168,212, 138,167,211, 137,166,210, 137,166,210, 136,165,209, 135,164,208, 135,164,208, 134,163,207, 132,161,205, 131,160,204, 129,158,202, 128,157,201, 127,156,200, 126,152,201, 125,151,200, 125,151,200, 123,149,198, 122,148,197, 121,147,196, 120,146,195, 120,146,195, 121,147,196, 121,147,196, 121,147,196, 121,147,196, 120,146,195, 120,146,195, 120,146,195, 120,146,195, 124,148,196, 124,148,196, 123,147,195, 122,146,194, 121,145,193, 120,144,192, 119,143,191, 119,143,191, 119,143,191, 119,143,191, 121,145,193, 123,147,195, 124,148,196, 126,150,198, 128,152,200, 128,152,200, 126,150,198, 126,150,198, 126,150,198, 126,150,198, 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a/components/TinyMaix/examples/vww/pic/pic_person1.h b/components/TinyMaix/examples/vww/pic/pic_person1.h new file mode 100644 index 00000000..17a6c0f9 --- /dev/null +++ b/components/TinyMaix/examples/vww/pic/pic_person1.h @@ -0,0 +1,98 @@ +const unsigned char pic[96*96*3]={\ +155,156,176, 104,105,125, 122,123,143, 155,158,177, 94, 99,118, 75, 80, 99, 73, 79, 95, 77, 83, 99, 133,139,155, 161,164,179, 167,170,185, 165,164,180, 164,161,178, 148,146,160, 145,141,156, 168,161,177, 159,166,174, 160,167,175, 158,165,173, 97,104,112, 71, 78, 86, 79, 86, 94, 74, 81, 89, 126,133,141, 142,149,157, 114,121,129, 142,149,157, 147,154,162, 80, 87, 95, 70, 77, 85, 59, 66, 74, 68, 75, 83, 43, 53, 52, 37, 47, 46, 42, 52, 51, 68, 80, 78, 112,124,122, 145,157,155, 149,161,159, 137,149,147, 137,147,146, 149,159,158, 154,163,162, 144,150,150, 132,136,137, 127,131,132, 122,123,125, 114,115,117, 92, 91, 96, 87, 86, 91, 81, 81, 83, 75, 75, 77, 70, 70, 72, 64, 64, 66, 59, 59, 61, 55, 55, 57, 67, 67, 67, 93, 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233,243,242, 233,245,243, 231,243,241, 227,242,239, 224,239,236, 222,237,234, +234,248,251, 220,231,233, 198,209,211, 183,193,194, 180,189,188, 183,192,189, 191,197,195, 196,201,197, 211,216,212, 219,224,220, 229,234,230, 236,242,240, 240,246,244, 239,248,245, 239,248,247, 239,248,247, 230,250,255, 230,249,255, 233,248,253, 239,249,250, 247,249,244, 249,245,234, 250,237,221, 254,229,207, 243,207,181, 231,185,152, 214,158,121, 211,143,104, 216,141, 99, 223,141, 94, 222,136, 89, 216,128, 80, 231,129, 63, 229,124, 59, 229,119, 60, 233,118, 63, 236,118, 68, 240,123, 79, 245,136, 93, 248,151,109, 243,161,121, 236,173,132, 235,187,147, 235,202,161, 236,213,172, 237,219,181, 236,222,185, 235,222,187, 241,210,182, 238,207,179, 237,203,176, 234,199,171, 232,195,166, 229,190,159, 226,182,153, 223,178,147, 218,171,141, 217,168,138, 213,162,133, 212,158,130, 210,156,130, 210,156,130, 213,157,132, 214,158,133, 218,167,136, 212,163,131, 204,160,125, 201,162,121, 203,169,124, 209,175,127, 215,179,129, 218,178,127, 217,173,124, 213,165,117, 206,158,112, 203,159,114, 209,168,124, 218,184,139, 225,196,152, 228,204,160, 230,223,204, 234,227,208, 236,231,212, 233,227,211, 226,224,209, 224,224,212, 230,232,221, 235,238,229, 231,236,230, 230,236,232, 229,238,233, 229,240,236, 228,240,236, 226,238,234, 225,237,235, 224,236,234, +234,247,253, 222,233,237, 204,215,219, 194,204,206, 193,201,203, 200,206,206, 205,209,208, 207,212,208, 220,222,219, 225,230,226, 233,238,234, 239,245,243, 242,248,246, 240,249,248, 239,248,247, 238,248,247, 230,247,254, 228,245,252, 231,245,248, 235,245,246, 241,247,243, 246,246,238, 250,242,231, 254,238,222, 249,224,202, 241,207,180, 228,184,155, 221,168,136, 220,160,124, 221,153,116, 217,145,105, 211,137, 98, 223,129, 68, 219,123, 63, 217,116, 60, 217,111, 59, 220,112, 65, 222,115, 71, 221,122, 80, 217,128, 86, 223,148,106, 219,160,118, 223,176,134, 227,192,150, 233,204,162, 237,212,172, 239,215,177, 239,217,178, 233,200,181, 235,200,181, 235,198,179, 235,197,176, 235,193,171, 231,186,163, 225,177,155, 221,171,148, 210,158,136, 210,155,134, 208,151,132, 208,151,132, 213,156,139, 222,164,150, 232,174,160, 238,180,166, 231,191,183, 235,197,186, 233,200,185, 229,198,178, 230,202,178, 236,209,182, 235,206,176, 230,197,166, 213,174,145, 208,167,139, 206,162,137, 210,170,145, 223,187,165, 236,208,186, 248,223,201, 251,231,207, 244,245,231, 247,248,234, 247,248,234, 241,241,229, 231,233,220, 227,229,218, 228,231,222, 231,237,227, 229,234,227, 228,235,227, 227,237,229, 228,237,232, 228,237,232, 227,238,232, 226,237,233, 225,236,232, +235,245,254, 225,236,242, 213,222,227, 210,218,221, 215,220,223, 222,226,227, 227,229,228, 227,229,226, 230,232,229, 234,236,233, 236,241,237, 238,243,239, 237,243,241, 235,244,243, 234,244,243, 234,244,245, 230,241,245, 229,240,242, 228,240,240, 229,239,238, 232,241,238, 237,242,236, 242,242,232, 245,241,229, 250,238,224, 252,233,216, 251,224,205, 246,214,191, 243,202,180, 238,192,168, 235,185,160, 233,182,155, 236,167,125, 234,163,121, 231,156,117, 230,150,115, 232,149,115, 232,152,119, 228,153,121, 221,155,121, 217,163,129, 215,171,136, 217,183,146, 223,195,158, 227,203,167, 231,207,171, 233,209,175, 234,208,175, 225,201,189, 229,203,190, 232,204,192, 235,206,192, 236,203,188, 233,196,180, 226,184,168, 220,177,161, 214,168,153, 213,165,151, 211,163,151, 212,164,154, 218,169,162, 228,181,175, 239,192,186, 244,199,194, 235,210,216, 242,220,223, 245,225,226, 239,224,219, 239,226,217, 245,231,218, 244,227,211, 235,214,197, 220,192,178, 221,189,176, 221,189,178, 229,199,189, 240,215,208, 251,232,225, 254,241,233, 254,245,238, 243,248,241, 243,248,241, 241,247,237, 238,244,234, 233,239,229, 228,234,224, 225,231,221, 223,229,219, 226,232,222, 225,233,222, 226,233,225, 226,233,225, 226,233,226, 224,234,226, 223,233,225, 223,232,227, +234,242,253, 225,234,243, 217,224,232, 218,223,229, 225,229,232, 233,234,236, 235,235,235, 233,233,231, 233,234,229, 235,236,231, 235,237,234, 232,237,233, 230,236,234, 228,237,236, 228,238,237, 229,241,241, 229,235,235, 228,234,232, 225,234,231, 225,234,231, 225,234,231, 227,236,231, 230,237,230, 233,238,232, 236,237,231, 244,241,232, 251,244,234, 254,241,232, 251,233,223, 249,227,216, 250,223,214, 252,223,215, 255,223,210, 255,222,210, 255,219,206, 255,214,202, 255,212,202, 255,216,205, 255,217,205, 251,215,199, 238,211,192, 234,216,194, 236,221,198, 237,225,201, 238,226,200, 241,225,200, 240,222,198, 241,221,197, 229,225,214, 232,225,215, 236,228,217, 241,229,217, 244,228,215, 241,222,208, 236,212,200, 232,206,193, 236,208,197, 235,205,195, 231,201,193, 228,199,193, 228,200,197, 230,204,203, 235,209,210, 238,214,214, 229,223,235, 234,231,240, 237,236,242, 233,234,236, 231,236,230, 235,238,229, 234,234,222, 231,225,213, 234,221,212, 236,219,211, 237,220,213, 240,225,220, 244,233,231, 244,240,237, 241,243,242, 237,241,240, 236,247,243, 233,244,238, 233,242,237, 233,243,235, 233,243,235, 232,239,231, 226,234,223, 222,228,218, 222,228,218, 222,228,218, 221,227,217, 220,226,216, 219,224,217, 217,224,216, 216,223,215, 216,223,216, +235,243,254, 225,231,243, 214,221,231, 213,218,224, 222,223,228, 228,228,230, 228,228,228, 226,225,223, 225,224,220, 226,227,222, 227,229,226, 225,230,226, 224,230,228, 221,231,230, 222,234,234, 224,236,236, 230,231,226, 229,231,226, 225,230,224, 223,229,225, 219,228,225, 218,230,226, 219,231,229, 218,233,230, 218,230,228, 222,232,233, 227,235,237, 232,236,239, 234,235,237, 237,235,238, 241,236,240, 245,239,243, 235,241,255, 241,244,255, 246,244,255, 245,239,253, 247,236,250, 251,241,252, 249,242,250, 242,240,243, 245,247,246, 242,249,242, 242,249,241, 242,248,238, 243,245,234, 245,241,230, 246,238,227, 248,235,226, 228,245,235, 228,244,234, 230,243,233, 233,243,232, 239,242,231, 240,240,228, 240,236,225, 240,234,222, 246,237,228, 245,236,229, 243,234,229, 239,231,228, 236,230,230, 235,231,232, 233,231,234, 233,233,235, 226,236,246, 226,239,247, 225,240,245, 221,240,238, 219,238,232, 220,237,227, 223,237,224, 225,233,220, 233,235,222, 236,234,222, 236,232,223, 235,232,227, 232,234,229, 227,236,233, 223,238,235, 220,239,237, 227,241,241, 225,239,239, 225,237,235, 224,236,232, 226,237,231, 225,235,227, 224,231,223, 222,230,219, 220,226,214, 219,225,213, 217,223,211, 215,221,209, 212,218,208, 211,217,207, 209,214,207, 209,214,207, +239,247,255, 226,232,244, 213,217,228, 208,211,218, 213,214,219, 218,218,220, 218,216,217, 215,214,212, 215,214,210, 217,218,213, 220,222,219, 221,226,222, 219,228,225, 219,229,228, 220,232,232, 222,234,234, 232,229,222, 230,229,224, 228,229,223, 222,227,221, 216,225,220, 214,226,224, 212,228,227, 211,229,229, 210,230,231, 208,227,231, 208,225,232, 211,226,233, 218,228,238, 224,232,243, 229,235,247, 231,237,249, 217,246,255, 227,252,255, 232,253,255, 231,248,255, 230,244,255, 235,247,255, 235,247,255, 229,245,255, 225,245,254, 224,245,250, 223,244,245, 224,243,241, 228,240,238, 231,235,234, 235,234,232, 237,232,229, 217,249,238, 215,245,235, 213,241,229, 215,239,226, 221,239,227, 226,240,227, 230,240,229, 232,240,229, 233,239,229, 234,239,232, 235,242,235, 236,242,240, 234,244,243, 234,245,247, 231,245,248, 231,245,248, 228,248,255, 223,247,251, 220,246,247, 216,245,241, 212,242,232, 212,238,225, 216,239,223, 224,241,223, 222,233,217, 225,231,217, 226,229,218, 222,227,220, 217,228,220, 215,232,226, 215,238,232, 216,243,238, 217,233,233, 216,232,232, 214,228,228, 212,227,224, 212,225,218, 213,224,216, 215,225,216, 218,226,215, 221,227,215, 219,225,213, 219,222,211, 215,218,207, 212,215,204, 210,213,204, 208,211,202, 208,211,202, +}; diff --git a/components/TinyMaix/examples/vww/pic/pic_person2.h b/components/TinyMaix/examples/vww/pic/pic_person2.h new file mode 100644 index 00000000..4cfb815c --- /dev/null +++ b/components/TinyMaix/examples/vww/pic/pic_person2.h @@ -0,0 +1,98 @@ +const unsigned char pic[96*96*3]={\ + 23, 0, 0, 23, 2, 1, 24, 4, 3, 24, 6, 4, 22, 7, 4, 19, 4, 1, 16, 1, 0, 14, 0, 0, 22, 3, 0, 20, 0, 0, 24, 0, 0, 35, 1, 0, 43, 0, 0, 43, 0, 0, 43, 0, 0, 49, 0, 0, 48, 1, 0, 51, 4, 0, 55, 8, 0, 58, 11, 1, 53, 9, 0, 45, 2, 0, 38, 0, 0, 35, 0, 0, 28, 0, 0, 28, 0, 0, 31, 6, 2, 31, 12, 8, 24, 8, 8, 13, 1, 3, 12, 1, 5, 15, 6, 9, 19, 3, 0, 18, 4, 0, 15, 5, 0, 12, 6, 0, 6, 4, 0, 3, 4, 0, 1, 6, 0, 2, 8, 4, 0, 8, 5, 0, 6, 3, 0, 4, 4, 0, 3, 4, 3, 5, 4, 5, 5, 5, 6, 4, 5, 5, 3, 4, 18, 0, 0, 27, 0, 5, 34, 2, 5, 37, 2, 0, 43, 5, 0, 53, 10, 0, 56, 11, 0, 53, 7, 0, 57, 12, 0, 51, 10, 0, 43, 5, 0, 34, 3, 0, 29, 3, 6, 24, 3, 12, 19, 1, 17, 14, 0, 17, 27, 2, 0, 23, 0, 0, 25, 1, 0, 30, 6, 4, 33, 12, 9, 31, 10, 7, 29, 5, 5, 27, 3, 3, 29, 0, 2, 32, 0, 3, 37, 1, 3, 41, 0, 4, 43, 0, 3, 46, 0, 1, 48, 0, 2, 50, 0, 3, 37, 2, 0, 37, 2, 0, 38, 0, 0, 36, 0, 0, 37, 0, 0, 41, 0, 0, 49, 5, 6, 54, 8, 10, 60, 14, 16, 49, 0, 4, 56, 5, 10, 69, 16, 22, 66, 11, 17, 58, 2, 11, 61, 4, 13, 61, 4, 13, + 24, 3, 2, 25, 4, 3, 26, 6, 5, 27, 9, 9, 24, 8, 8, 22, 6, 6, 19, 4, 1, 19, 1, 0, 23, 4, 0, 25, 0, 0, 32, 1, 0, 45, 8, 0, 52, 9, 0, 56, 8, 0, 62, 10, 0, 69, 15, 5, 67, 15, 4, 66, 16, 5, 68, 19, 5, 69, 20, 6, 64, 16, 2, 56, 8, 0, 44, 0, 0, 38, 0, 0, 35, 0, 0, 31, 0, 0, 32, 3, 0, 33, 8, 4, 27, 8, 4, 22, 4, 4, 19, 5, 5, 23, 9, 9, 29, 10, 0, 29, 11, 0, 29, 12, 2, 25, 12, 3, 18, 11, 1, 13, 10, 3, 9, 10, 4, 9, 11, 8, 3, 7, 6, 1, 5, 4, 0, 3, 2, 1, 3, 2, 3, 3, 3, 5, 3, 4, 7, 3, 4, 7, 1, 3, 19, 0, 6, 27, 1, 10, 35, 6, 10, 39, 8, 5, 50, 13, 4, 62, 20, 6, 67, 22, 3, 64, 17, 0, 61, 14, 0, 57, 12, 0, 51, 9, 0, 45, 8, 0, 39, 8, 6, 34, 5, 10, 28, 2, 11, 23, 0, 12, 36, 6, 4, 33, 3, 1, 31, 3, 0, 34, 6, 5, 35, 9, 8, 35, 9, 8, 31, 7, 7, 29, 3, 4, 29, 3, 4, 33, 3, 5, 35, 3, 4, 38, 2, 4, 39, 0, 3, 41, 0, 1, 44, 0, 2, 45, 0, 2, 36, 3, 0, 36, 3, 0, 35, 2, 0, 34, 0, 0, 34, 0, 0, 38, 0, 0, 44, 4, 4, 49, 7, 8, 58, 14, 15, 47, 1, 4, 48, 0, 3, 52, 3, 7, 49, 0, 3, 48, 0, 1, 53, 0, 6, 55, 2, 8, + 24, 2, 4, 24, 4, 5, 25, 7, 7, 26, 8, 8, 24, 8, 8, 22, 6, 6, 20, 5, 2, 20, 2, 0, 22, 1, 0, 28, 3, 0, 41, 8, 1, 53, 15, 6, 62, 18, 9, 70, 20, 9, 81, 27, 15, 92, 36, 23, 92, 35, 18, 91, 34, 17, 90, 33, 16, 89, 32, 15, 87, 31, 14, 82, 26, 11, 70, 19, 2, 60, 11, 0, 59, 13, 0, 50, 8, 0, 43, 6, 0, 42, 9, 0, 38, 9, 3, 32, 7, 2, 31, 7, 5, 31, 10, 7, 35, 7, 0, 36, 9, 0, 36, 11, 4, 33, 13, 6, 25, 10, 3, 17, 6, 2, 12, 4, 1, 8, 4, 3, 7, 6, 4, 5, 3, 4, 4, 2, 3, 6, 2, 3, 7, 3, 4, 9, 3, 5, 10, 1, 4, 10, 0, 3, 12, 0, 6, 16, 0, 7, 23, 1, 4, 33, 5, 4, 47, 14, 7, 62, 22, 12, 71, 25, 10, 71, 22, 5, 71, 20, 1, 71, 20, 3, 69, 20, 5, 67, 21, 8, 63, 20, 13, 56, 17, 12, 48, 10, 9, 42, 6, 6, 50, 10, 11, 45, 6, 7, 40, 4, 4, 39, 5, 6, 39, 7, 8, 40, 10, 10, 38, 10, 9, 33, 7, 6, 33, 7, 6, 32, 6, 5, 31, 5, 4, 33, 5, 4, 33, 3, 3, 34, 3, 1, 37, 3, 2, 37, 3, 2, 32, 4, 0, 32, 4, 0, 31, 3, 0, 30, 1, 0, 28, 0, 0, 31, 0, 0, 37, 3, 1, 42, 7, 5, 52, 14, 13, 47, 7, 7, 43, 1, 2, 41, 0, 0, 41, 0, 0, 44, 0, 0, 46, 0, 2, 47, 1, 3, + 21, 1, 3, 21, 2, 4, 22, 3, 5, 21, 5, 6, 21, 5, 5, 20, 4, 4, 20, 2, 0, 20, 1, 0, 21, 0, 0, 32, 3, 0, 45, 11, 2, 56, 16, 6, 67, 21, 8, 78, 26, 13, 92, 36, 23, 103, 45, 31, 109, 42, 23, 105, 38, 19, 99, 34, 14, 96, 31, 9, 100, 35, 15, 103, 41, 20, 101, 40, 19, 94, 36, 16, 92, 36, 19, 78, 27, 10, 65, 17, 3, 58, 16, 4, 53, 15, 4, 47, 10, 2, 40, 7, 0, 40, 7, 0, 42, 3, 0, 44, 7, 0, 45, 10, 4, 41, 12, 8, 33, 8, 4, 22, 2, 1, 14, 0, 0, 8, 0, 0, 12, 3, 4, 10, 1, 4, 9, 0, 3, 10, 1, 4, 13, 2, 6, 16, 4, 8, 16, 4, 8, 18, 3, 6, 7, 0, 10, 6, 0, 4, 10, 0, 0, 20, 0, 0, 38, 8, 6, 57, 20, 12, 70, 26, 15, 76, 27, 13, 72, 19, 3, 77, 20, 3, 80, 23, 6, 82, 26, 11, 80, 27, 13, 75, 23, 10, 66, 16, 5, 59, 11, 0, 59, 10, 14, 56, 7, 11, 48, 3, 6, 43, 1, 3, 45, 6, 9, 48, 14, 15, 46, 16, 16, 41, 15, 14, 36, 12, 10, 31, 10, 7, 27, 8, 4, 26, 7, 3, 25, 6, 0, 26, 7, 1, 26, 7, 1, 25, 6, 0, 27, 6, 1, 26, 5, 0, 25, 4, 0, 25, 1, 0, 23, 0, 0, 25, 0, 0, 30, 2, 0, 35, 6, 2, 38, 7, 4, 44, 10, 8, 42, 7, 5, 38, 3, 1, 42, 4, 1, 42, 4, 1, 40, 0, 0, 41, 1, 0, + 19, 0, 2, 18, 2, 3, 19, 3, 4, 20, 4, 5, 20, 4, 5, 19, 3, 3, 20, 2, 0, 22, 1, 0, 23, 0, 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5, 7, 3, 3, 5, 0, 0, 0, 1, 0, 0, +}; diff --git a/components/TinyMaix/examples/vww/pic/pic_person3.h b/components/TinyMaix/examples/vww/pic/pic_person3.h new file mode 100644 index 00000000..a570318e --- /dev/null +++ b/components/TinyMaix/examples/vww/pic/pic_person3.h @@ -0,0 +1,98 @@ +const unsigned char pic[96*96*3]={\ + 89,127,146, 89,127,146, 89,127,146, 90,128,147, 90,128,147, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 91,129,148, 92,130,149, 92,130,149, 92,130,149, 93,131,150, 93,131,150, 94,132,151, 94,132,151, 94,132,151, 93,131,150, 93,131,150, 93,131,150, 94,132,151, 94,132,151, 95,133,152, 95,133,152, 95,133,152, 92,134,148, 92,134,148, 92,134,150, 93,135,151, 93,135,151, 94,136,152, 94,136,152, 94,136,152, 94,135,153, 97,135,154, 98,136,155, 98,136,155, 98,136,155, 98,136,157, 99,137,158, 100,138,159, 99,136,154, 99,136,154, 99,136,154, 100,137,155, 100,137,155, 101,138,156, 101,138,156, 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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. +==============================================================================*/ + +#ifndef __TINYMAIX_H +#define __TINYMAIX_H + +#include +#include +#include +#include + +#define TM_MDL_INT8 0 +#define TM_MDL_INT16 1 +#define TM_MDL_FP32 2 +#define TM_MDL_FP16 3 +#define TM_MDL_FP8_143 4 //experimental +#define TM_MDL_FP8_152 5 //experimental +#include "tm_port.h" + +/******************************* MARCO ************************************/ +#define TM_MDL_MAGIC 'XIAM' //mdl magic sign +#define TM_ALIGN_SIZE (8) //8 byte align +#define TM_ALIGN(addr) ((((size_t)(addr))+(TM_ALIGN_SIZE-1))/TM_ALIGN_SIZE*TM_ALIGN_SIZE) +#define TM_MATP(mat,y,x,ch) ((mat)->data + ((y)*(mat)->w + (x))*(mat)->c + (ch)) + //HWC +#if TM_MDL_TYPE == TM_MDL_INT8 + typedef int8_t mtype_t; //mat data type + typedef int8_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (0) +#elif TM_MDL_TYPE == TM_MDL_INT16 + typedef int16_t mtype_t; //mat data type + typedef int16_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (8) +#elif TM_MDL_TYPE == TM_MDL_FP32 + typedef float mtype_t; //mat data type + typedef float wtype_t; //weight data type + typedef float btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#elif TM_MDL_TYPE == TM_MDL_FP16 + #if TM_ARCH != TM_ARCH_RV64V + #error "only support RV64V's float16!" + #endif + #include + typedef float16_t mtype_t; //mat data type + typedef float16_t wtype_t; //weight data type + typedef float16_t btype_t; //bias data type + typedef float16_t sumtype_t; //sum data type + typedef float16_t zptype_t; //zeropoint data type +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #if TM_ARCH != TM_ARCH_CPU + #error "only support CPU simulation now!" + #endif + typedef uint8_t mtype_t; //mat data type + typedef uint8_t wtype_t; //weight data type + typedef uint8_t btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#else + #error "Not support this MDL_TYPE!" +#endif + +#if TM_MDL_TYPE == TM_MDL_FP8_143 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (4) + #define TM_FP8_MCNT (3) + #define TM_FP8_BIAS (9) +#elif TM_MDL_TYPE == TM_MDL_FP8_152 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (5) + #define TM_FP8_MCNT (2) + #define TM_FP8_BIAS (15) +#endif + +typedef float sctype_t; +#define TM_FASTSCALE_SHIFT (8) + +/******************************* ENUM ************************************/ +typedef enum{ + TM_OK = 0, + TM_ERR= 1, + TM_ERR_MAGIC = 2, + TM_ERR_UNSUPPORT = 3, + TM_ERR_OOM = 4, + TM_ERR_LAYERTYPE = 5, + TM_ERR_DIMS = 6, + TM_ERR_TODO = 7, + TM_ERR_MDLTYPE = 8, + TM_ERR_KSIZE = 9, +}tm_err_t; + +typedef enum{ + TML_CONV2D = 0, + TML_GAP = 1, + TML_FC = 2, + TML_SOFTMAX = 3, + TML_RESHAPE = 4, + TML_DWCONV2D = 5, + TML_ADD = 6, + TML_MAXCNT , +}tm_layer_type_t; + +typedef enum{ + TM_PAD_VALID = 0, + TM_PAD_SAME = 1, +}tm_pad_type_t; + +typedef enum{ + TM_ACT_NONE = 0, + TM_ACT_RELU = 1, + TM_ACT_RELU1 = 2, + TM_ACT_RELU6 = 3, + TM_ACT_TANH = 4, + TM_ACT_SIGNBIT= 5, + TM_ACT_MAXCNT , +}tm_act_type_t; + + +typedef enum { + TMPP_NONE = 0, + TMPP_FP2INT = 1, //user own fp buf -> int input buf + TMPP_UINT2INT = 2, //int8: cvt in place; int16: can't cvt in place + TMPP_UINT2FP01 = 3, // u8/255.0 + TMPP_UINT2FPN11= 4, // (u8-128)/128 + TMPP_UINT2DTYPE= 5, //uint8 to fp16,fp8 + TMPP_MAXCNT, +}tm_pp_t; + +/******************************* STRUCT ************************************/ +//mdlbin in flash +typedef struct{ + uint32_t magic; //"MAIX" + uint8_t mdl_type; //0 int8, 1 int16, 2 fp32, + uint8_t out_deq; //0 don't dequant out; 1 dequant out + uint16_t input_cnt; //only support 1 yet + uint16_t output_cnt; //only support 1 yet + uint16_t layer_cnt; + uint32_t buf_size; //main buf size for middle result = pingpong+keep + uint32_t sub_size; //pingpong buf size; + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + uint8_t reserve[28]; //reserve for future + uint8_t layers_body[0];//oft 64 here +}tm_mdlbin_t; + +//mdl meta data in ram +typedef struct{ + tm_mdlbin_t* b; //bin + void* cb; //Layer callback + uint8_t* buf; //main buf addr + uint8_t* subbuf; //sub buf addr + uint16_t main_alloc; //is main buf alloc or static + uint16_t layer_i; //current layer index + uint8_t* layer_body; //current layer body addr +}tm_mdl_t; + +//dims==3, hwc +//dims==2, 1wc +//dims==1, 11c +typedef struct{ + uint16_t dims; + uint16_t h; + uint16_t w; + uint16_t c; + union { + mtype_t* data; + float* dataf; + }; +}tm_mat_t; + +/******************************* LAYER STRUCT ************************************/ +typedef struct{ //48byte + uint16_t type; //layer type + uint16_t is_out; //is output + uint32_t size; //8 byte align size for this layer + uint32_t in_oft; //input oft in main buf + uint32_t out_oft; //output oft in main buf + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + //following unit not used in fp32 mode + sctype_t in_s; //input scale, + zptype_t in_zp; //input zeropoint + sctype_t out_s; //output scale + zptype_t out_zp; //output zeropoint + //note: real = scale*(q-zeropoint) +}tml_head_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + uint32_t depth_mul; //depth_multiplier: if conv2d,=0; else: >=1 + uint32_t reserve; //for 8byte align + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_conv2d_dw_t; //compatible with conv2d and dwconv2d + +typedef struct{ + tml_head_t h; +}tml_gap_t; + +typedef struct{ + tml_head_t h; + + uint32_t ws_oft; //weight scale oft from this layer start + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + uint32_t reserve; //for 8byte align +}tml_fc_t; + +typedef struct{ + tml_head_t h; +}tml_softmax_t; + +typedef struct{ + tml_head_t h; +}tml_reshape_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_dwconv2d_t; + +typedef struct{ + tml_head_t h; + uint32_t in_oft1; + sctype_t in_s1; //input scale, + zptype_t in_zp1; //input zeropoint + uint32_t reserve; //align8 +}tml_add_t; + + +/******************************* TYPE ************************************/ +typedef tm_err_t (*tml_stat_t)(tml_head_t* layer, tm_mat_t* in, tm_mat_t* out); +typedef tm_err_t (*tm_cb_t)(tm_mdl_t* mdl, tml_head_t* lh); + + +/******************************* GLOBAL VARIABLE ************************************/ + + +/******************************* MODEL FUNCTION ************************************/ +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); //load model +void tm_unload(tm_mdl_t* mdl); //remove model +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); //preprocess input data +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); //run model + + +/******************************* LAYER FUNCTION ************************************/ +tm_err_t tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_add(tm_mat_t* in0, tm_mat_t* in1, tm_mat_t* out, \ + sctype_t in_s0, zptype_t in_zp0, sctype_t in_s1, zptype_t in_zp1, sctype_t out_s, zptype_t out_zp); + +/******************************* STAT FUNCTION ************************************/ +#if TM_ENABLE_STAT +tm_err_t tm_stat(tm_mdlbin_t* mdl); //stat model +#endif + +/******************************* UTILS FUNCTION ************************************/ +uint8_t TM_WEAK tm_fp32to8(float fp32); +float TM_WEAK tm_fp8to32(uint8_t fp8); + + +/******************************* UTILS ************************************/ + +#define TML_GET_INPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->in_oft)) +#define TML_GET_OUTPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->out_oft)) +#if (TM_MDL_TYPE == TM_MDL_INT8)||(TM_MDL_TYPE == TM_MDL_INT16) + #define TML_DEQUANT(lh, x) (((sumtype_t)(x)-((lh)->out_zp))*((lh)->out_s)) + #define TM_DEQUANT(i8,s,zp) (((sumtype_t)(i8)-(zp))*(s)) + #define TM_QUANT(fp32,s,zp) ((mtype_t)((fp32)/(s)+zp)) +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #define TML_DEQUANT(lh, x) (tm_fp8to32(x)) +#else //FP32,FP16 + #define TML_DEQUANT(lh, x) ((float)(x)) + #define TM_DEQUANT(x,s,zp) (x) + #define TM_QUANT(x,s,zp) (x) +#endif + +/******************************* LOCAL MATH FUNCTION ************************************/ +#if TM_LOCAL_MATH +//http://www.machinedlearnings.com/2011/06/fast-approximate-logarithm-exponential.html +static inline float _exp(float x) { + float p = 1.442695040f * x; + uint32_t i = 0; + uint32_t sign = (i >> 31); + int w = (int) p; + float z = p - (float) w + (float) sign; + union { + uint32_t i; + float f; + } v = {.i = (uint32_t) ((1 << 23) * (p + 121.2740838f + 27.7280233f / (4.84252568f - z) - 1.49012907f * z))}; + return v.f; + } + #define tm_exp _exp //maybe some arch have exp acceleration, use macro in arch_xxx.h to reload it +#else + #define tm_exp exp +#endif + +#endif diff --git a/components/TinyMaix/include/tm_port.h b/components/TinyMaix/include/tm_port.h new file mode 100644 index 00000000..c9ac61d6 --- /dev/null +++ b/components/TinyMaix/include/tm_port.h @@ -0,0 +1,94 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TM_PORT_H +#define __TM_PORT_H + +#define TM_ARCH_CPU (0) //default, pure cpu compute +#define TM_ARCH_ARM_SIMD (1) //ARM Cortex M4/M7, etc. +#define TM_ARCH_ARM_NEON (2) //ARM Cortex A7, etc. +#define TM_ARCH_ARM_MVEI (3) //ARMv8.1: M55, etc. +#define TM_ARCH_RV32P (4) //T-head E907, etc. +#define TM_ARCH_RV64V (5) //T-head C906,C910, etc. +#define TM_ARCH_CSKYV2 (6) //cskyv2 with dsp core +#define TM_ARCH_X86_SSE2 (7) //x86 sse2 + +#define TM_OPT0 (0) //default, least code and buf +#define TM_OPT1 (1) //opt for speed, need more code and buf +#define TM_OPT2 (2) //TODO + +/******************************* PORT CONFIG ************************************/ +#define TM_ARCH TM_ARCH_RV32P +#define TM_OPT_LEVEL TM_OPT1 +#define TM_MDL_TYPE TM_MDL_INT8 +#define TM_FASTSCALE (0) //enable if your chip don't have FPU, may speed up 1/3, but decrease accuracy +#define TM_LOCAL_MATH (0) //use local math func (like exp()) to avoid libm +#define TM_ENABLE_STAT (1) //enable mdl stat functions +#define TM_MAX_CSIZE (1000) //max channel num //used if INT8 mdl //cost TM_MAX_CSIZE*4 Byte +#define TM_MAX_KSIZE (5*5) //max kernel_size //cost TM_MAX_KSIZE*4 Byte +#define TM_MAX_KCSIZE (3*3*256) //max kernel_size*channels //cost TM_MAX_KSIZE*sizeof(mtype_t) Byte + +#define TM_INLINE __attribute__((always_inline)) static inline +#define TM_WEAK __attribute__((weak)) + +#define tm_malloc(x) malloc(x) +#define tm_free(x) free(x) + + +#define TM_PRINTF(...) printf(__VA_ARGS__) +#define TM_DBG(...) TM_PRINTF("###L%d: ",__LINE__);TM_PRINTF(__VA_ARGS__); +#define TM_DBGL() TM_PRINTF("###L%d\n",__LINE__); + +/******************************* DBG TIME CONFIG ************************************/ +#include +#include +#define TM_GET_US() ((uint32_t)((uint64_t)clock()*1000000/CLOCKS_PER_SEC)) + +#define TM_DBGT_INIT() uint32_t _start,_finish;float _time;_start=TM_GET_US(); +#define TM_DBGT_START() _start=TM_GET_US(); +#define TM_DBGT(x) {_finish=TM_GET_US();\ + _time = (float)(_finish-_start)/1000.0;\ + TM_PRINTF("===%s use %.3f ms\n", (x), _time);\ + _start=TM_GET_US();} + +/******************************* DBG PERFORMANCE CONFIG ************************************/ +//need clock tick to make accurate statistics +#define TM_EN_PERF 0 + +#if TM_EN_PERF + #define TM_GET_TICK(x) __ASM volatile("csrr %0, mcycle" : "=r"(x)); //edit your self + + #define TM_TICK_PERUS (380) //sysconf(_SC_CLK_TCK)/1000000) + #define TM_PERF_REG(x) uint64_t x=0; + #define TM_PERF_EXTREG(x) extern uint64_t x; + #define TM_PERF_INIT(x) uint64_t _##x##_t0, _##x##_t1; + #define TM_PERF_START(x) TM_GET_TICK(_##x##_t0); + #define TM_PERF_ADD(x) {TM_GET_TICK(_##x##_t1);(x)+=(_##x##_t1-_##x##_t0);TM_GET_TICK(_##x##_t0);}; + #define TM_PERF_PRINT(x) TM_PRINTF("PERF "#x": %ld us\r\n", (x)/TM_TICK_PERUS) +#else + #define TM_GET_TICK(x) + #define TM_TICK_PERUS + #define TM_PERF_REG(x) + #define TM_PERF_EXTREG(x) + #define TM_PERF_INIT(x) + #define TM_PERF_START(x) + #define TM_PERF_ADD(x) + #define TM_PERF_PRINT(x) +#endif + + +/******************************* OPS CONFIG ************************************/ + + + + +#endif diff --git a/components/TinyMaix/reward.md b/components/TinyMaix/reward.md new file mode 100644 index 00000000..6712e36c --- /dev/null +++ b/components/TinyMaix/reward.md @@ -0,0 +1,26 @@ +# Rewarded Porting TinyMaix +In order to show the portability of TinyMaix, Sipeed launched the Rewarded Porting TinyMaix~ + +From now on until **December 31, 2022**, add support for any new chip that is not in the current tested list (see benchmark.md), +You can get Sipeed's latest AIoT board: 480M C906 + 320M E907 + WiFi/BT + 64M PSRAM + 2MP Camera + CTP LCD ~ + +Rules: +1. The same series of chips are considered as one chip. For example, stm32f411 has been transplanted, so stm32f401 is considered as the same chip; Stm32h7 and stm32f7 are considered as different series chips as "F7" and "H7" is different +2. Porting of non-MCU chip is allowed, but only record one chip for one core. For example, arm cortex A7 only takes the first one A7 chip commit. +3. The benchmark of the runnable model within the chip capability need to be tested, from low to high is: + 1. mnist 2KB Flash, 2KB RAM //Handwritten digit recognition (28x28x1) + 2. cifar 89KB Flash, 11KB RAM //10 classes classification(32x32x3) + 3. vww 227KB Flash, 54KB RAM //2 classes，mobilenet v1 0.25, 96x96x3 input + 4. mbnet 485KB Flash, 96KB RAM //1000 classes，mobilenet v1 0.25,128x128x3 input +4. Write a porting log (refer to doc/porting/port_STM32F411.md), and submit PR to this repo. + +# Advanced feature Awards +Those who provide TinyMaix with the following advanced function improvements will get a Quad-Core C910 board in addition! +1. Add mobilenetv2 support for TinyMaix, that is, mainly add concat operator (involving model conversion script and tinymaix C code, requiring model structure compatibility) +2. Take mobilenet V1 0.25 96x96 as the test model and the corresponding architecture O1 as the benchmark to try to optimize the execution speed and increase the execution speed by at least 15% +3. Improve FP8 support for tinymaix, support FP8 mobilenetv1 model +4. Add a new architecture acceleration for tinymaix, such as xtensa's vector instruction set, and reduce infer time by at least 25% compared with the original CPU execution speed +5. Other advanced function updates approved by sipeed + +# Recruit +For users in China we will provide priority interview opportunity if you submit result successfully. (send resume to support@sipeed.com) \ No newline at end of file diff --git a/components/TinyMaix/src/arch_arm_mvei.h b/components/TinyMaix/src/arch_arm_mvei.h new file mode 100644 index 00000000..37cc60f3 --- /dev/null +++ b/components/TinyMaix/src/arch_arm_mvei.h @@ -0,0 +1,173 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "tm_port.h" + +#include "arm_mve.h" +//ARM MVEI instruction acceleration +//https://developer.arm.com/architectures/instruction-sets/intrinsics/ +//Not Tested!!! + +#if TM_MDL_TYPE==TM_MDL_INT8 +#define PARALLEL_CNT 16 +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + uint32_t cnt; + int8x16_t vecA; + int8x16_t vecB; + sumtype_t sum = 0; + cnt = size/PARALLEL_CNT; + while (cnt > 0) { + vecA = vld1q_s8(sptr); + vecB = vld1q_s8(kptr); + sum = vmladavaq(sum, vecA, vecB); + cnt--; sptr += PARALLEL_CNT; kptr += PARALLEL_CNT; + } + cnt = size%PARALLEL_CNT; + if (cnt > 0U) { + mve_pred16_t p0 = vctp8q(cnt); + vecA = vld1q_s8(sptr); + vecB = vld1q_s8(kptr); + sum = vmladavaq_p(sum, vecA, vecB, p0); + } + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + uint32_t cnt; + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + cnt = size/PARALLEL_CNT; + + uint32_t cnt; + int8x16_t vecA; + int8x16_t vecB; + int8x16_t vecC; + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + cnt = size/PARALLEL_CNT; + while (cnt > 0) { + vecA = vld1q_s8(sptr); + vecB = vld1q_s8(kptr0); + vecC = vld1q_s8(kptr1); + sum0 = vmladavaq(sum0, vecA, vecB); + sum1 = vmladavaq(sum1, vecA, vecC); + cnt--; sptr += PARALLEL_CNT; kptr0 += PARALLEL_CNT; kptr1 += PARALLEL_CNT; + } + cnt = size%PARALLEL_CNT; + if (cnt > 0U) { + mve_pred16_t p0 = vctp8q(cnt); + vecA = vld1q_s8(sptr); + vecB = vld1q_s8(kptr0); + vecC = vld1q_s8(kptr1); + sum0 = vmladavaq_p(sum0, vecA, vecB, p0); + sum1 = vmladavaq_p(sum0, vecA, vecC, p0); + } + + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +#else + #error "TODO" +#endif + +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif diff --git a/components/TinyMaix/src/arch_arm_neon.h b/components/TinyMaix/src/arch_arm_neon.h new file mode 100644 index 00000000..900cda09 --- /dev/null +++ b/components/TinyMaix/src/arch_arm_neon.h @@ -0,0 +1,298 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "tm_port.h" + +#include "arm_neon.h" +//ARM NEON instruction acceleration +//https://developer.arm.com/architectures/instruction-sets/intrinsics/ +//https://arm-software.github.io/acle/neon_intrinsics/advsimd.html +//https://blog.csdn.net/fengbingchun/article/details/38085781 +//https://blog.csdn.net/u010580016/article/details/110943019 + +/********************************** TM_MDL_INT8 ***********************************************/ +#if TM_MDL_TYPE==TM_MDL_INT8 +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + uint32_t i = 0; + sumtype_t sum = 0; + + int32x4_t _sum = vdupq_n_s32(0); + for(; i + 15 < size; i += 16) { + int8x16_t s8 = vld1q_s8(sptr); + int8x16_t k8 = vld1q_s8(kptr); + int16x8_t _s = vmull_s8(vget_low_s8(s8), vget_low_s8(k8)); + _s = vmlal_s8(_s, vget_high_s8(s8), vget_high_s8(k8)); + _sum = vpadalq_s16(_sum, _s); + sptr += 16; + kptr += 16; + } + for(; i + 7 < size; i += 8) { + int8x8_t s8 = vld1_s8(sptr); + int8x8_t k8 = vld1_s8(kptr); + int16x8_t _s = vmull_s8(s8, k8); + _sum = vpadalq_s16(_sum, _s); + sptr += 8; + kptr += 8; + } +#if __aarch64__ + sum += vaddvq_s32(_sum); +#else + int32x2_t _ss = vadd_s32(vget_low_s32(_sum), vget_high_s32(_sum)); + _ss = vpadd_s32(_ss, _ss); + sum += vget_lane_s32(_ss, 0); +#endif + + for(; i < size; i++) { + sum += (int32_t) ((int16_t) *sptr++ * *kptr++); + } + + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + uint32_t i = 0; + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + + int32x4_t _sum0 = vdupq_n_s32(0); + int32x4_t _sum1 = vdupq_n_s32(0); + for(; i + 15 < size; i += 16) { + int8x16_t s8 = vld1q_s8(sptr); + int8x16_t k80 = vld1q_s8(kptr0); + int8x16_t k81 = vld1q_s8(kptr1); + int16x8_t _s0 = vmull_s8(vget_low_s8(s8), vget_low_s8(k80)); + int16x8_t _s1 = vmull_s8(vget_low_s8(s8), vget_low_s8(k81)); + _s0 = vmlal_s8(_s0, vget_high_s8(s8), vget_high_s8(k80)); + _s1 = vmlal_s8(_s1, vget_high_s8(s8), vget_high_s8(k81)); + _sum0 = vpadalq_s16(_sum0, _s0); + _sum1 = vpadalq_s16(_sum1, _s1); + sptr += 16; + kptr0 += 16; + kptr1 += 16; + } + for(; i + 7 < size; i += 8) { + int8x8_t s8 = vld1_s8(sptr);//8 value + int8x8_t k80 = vld1_s8(kptr0); + int8x8_t k81 = vld1_s8(kptr1); + int16x8_t _s0 = vmull_s8(s8, k80); + int16x8_t _s1 = vmull_s8(s8, k81); + _sum0 = vpadalq_s16(_sum0, _s0); + _sum1 = vpadalq_s16(_sum1, _s1); + sptr += 8; + kptr0 += 8; + kptr1 += 8; + } +#if __aarch64__ + sum0 += vaddvq_s32(_sum0); + sum1 += vaddvq_s32(_sum1); +#else + int32x2_t _ss0 = vadd_s32(vget_low_s32(_sum0), vget_high_s32(_sum0)); + int32x2_t _ss1 = vadd_s32(vget_low_s32(_sum1), vget_high_s32(_sum1)); + _ss0 = vpadd_s32(_ss0, _ss0); + _ss1 = vpadd_s32(_ss1, _ss1); + sum0 += vget_lane_s32(_ss0, 0); + sum1 += vget_lane_s32(_ss1, 0); +#endif + + for(; i < size; i++) { + sum0 += (int32_t) ((int16_t) *sptr * *kptr0++); + sum1 += (int32_t) ((int16_t) *sptr++ * *kptr1++); + } + + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +/********************************** TM_MDL_FP32 ***********************************************/ +#elif TM_MDL_TYPE==TM_MDL_FP32 +#define PARALLEL_CNT 4 +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result){ + uint32_t cnt; + sumtype_t sum = 0; + cnt = size/PARALLEL_CNT; + + float32x4_t _sum = vdupq_n_f32(0); + for(int i = 0; i < cnt; i++) { + float32x4_t s = vld1q_f32(sptr); + float32x4_t k = vld1q_f32(kptr); + _sum = vmlaq_f32(_sum, s, k); + sptr += PARALLEL_CNT; + kptr += PARALLEL_CNT; + } + float32_t _sums[PARALLEL_CNT]; + vst1q_f32(_sums, _sum); + for(int i = 0; i < PARALLEL_CNT; i++) + sum += _sums[i]; + + cnt = size % PARALLEL_CNT; + while (cnt > 0U){ + sum += (int32_t) ((int16_t) *sptr++ * *kptr++); + cnt--; + } + + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + uint32_t cnt; + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + cnt = size/PARALLEL_CNT; + + float32x4_t _sum0 = vdupq_n_f32(0); + float32x4_t _sum1 = vdupq_n_f32(0); + for(int i = 0; i < cnt; i++) { + float32x4_t s = vld1q_f32(sptr); + float32x4_t k0 = vld1q_f32(kptr0); + float32x4_t k1 = vld1q_f32(kptr1); + _sum0 = vmlaq_f32(_sum0, s, k0); + _sum1 = vmlaq_f32(_sum1, s, k1); + sptr += PARALLEL_CNT; + kptr0 += PARALLEL_CNT; + kptr1 += PARALLEL_CNT; + } + float32_t _sums0[PARALLEL_CNT]; + float32_t _sums1[PARALLEL_CNT]; + vst1q_f32(_sums0, _sum0); + vst1q_f32(_sums1, _sum1); + for(int i = 0; i < PARALLEL_CNT; i++) { + sum0 += _sums0[i]; + sum1 += _sums1[i]; + } + + cnt = size % PARALLEL_CNT; + while (cnt > 0U){ + sum0 += (*sptr * *kptr0++); + sum1 += (*sptr++ * *kptr1++); + cnt--; + } + + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +#else + #error "TODO" +#endif + + +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif + diff --git a/components/TinyMaix/src/arch_arm_simd.h b/components/TinyMaix/src/arch_arm_simd.h new file mode 100644 index 00000000..27974ecc --- /dev/null +++ b/components/TinyMaix/src/arch_arm_simd.h @@ -0,0 +1,187 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "tm_port.h" + +//ARM SIMD instruction acceleration +//https://www.keil.com/pack/doc/CMSIS/Core/html/group__intrinsic__SIMD__gr.html + +//sum = SUM(Ai*Bi) +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + uint32_t cnt; + int32_t sum = 0; + cnt = size/4; + +#ifdef __UVISION_VERSION //MDK,KEIL + __asm( +#else + asm volatile( +#endif + "DOT_LOOP%=: \n" + "subs %[cnt], %[cnt], #1 \n" + "ldr r2, [%[sptr]], #4 \n" + "ldr r3, [%[kptr]], #4 \n" + "ror r4, r2, #8 \n" + "ror r5, r3, #8 \n" + "sxtb16 r2, r2 \n" + "sxtb16 r3, r3 \n" + "sxtb16 r4, r4 \n" + "sxtb16 r5, r5 \n" + "smlad %[sum], r2, r3, %[sum] \n" + "smlad %[sum], r4, r5, %[sum] \n" + "cmp %[cnt], #0 \n" + "bgt DOT_LOOP%= \n" + :[sptr]"+r"(sptr),[kptr]"+r"(kptr),[sum]"+r"(sum),[cnt]"+r"(cnt) + : + :"r2", "r3", "r4", "r5"); + cnt = size % 4; + while (cnt){ + sum += (int32_t) ((int16_t) *sptr++ * *kptr++); + cnt--; + } + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + uint32_t cnt; + int32_t sum0 = 0; + int32_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + cnt = size/4; + +#ifdef __UVISION_VERSION //MDK,KEIL + __asm( +#else + asm volatile( +#endif + "DOT_LOOP%=: \n" + "subs %[cnt], %[cnt], #1 \n" + "ldr r2, [%[sptr]], #4 \n" + "ldr r3, [%[kptr0]], #4 \n" + "ldr r6, [%[kptr1]], #4 \n" + "ror r4, r2, #8 \n" + "ror r5, r3, #8 \n" + "ror r7, r6, #8 \n" + "sxtb16 r2, r2 \n" + "sxtb16 r3, r3 \n" + "sxtb16 r4, r4 \n" + "sxtb16 r5, r5 \n" + "sxtb16 r6, r6 \n" + "sxtb16 r7, r7 \n" + "smlad %[sum0], r2, r3, %[sum0] \n" + "smlad %[sum0], r4, r5, %[sum0] \n" + "smlad %[sum1], r2, r6, %[sum1] \n" + "smlad %[sum1], r4, r7, %[sum1] \n" + "cmp %[cnt], #0 \n" + "bgt DOT_LOOP%= \n" + :[sptr]"+r"(sptr),[kptr0]"+r"(kptr0),[kptr1]"+r"(kptr1),[sum0]"+r"(sum0),[sum1]"+r"(sum1),[cnt]"+r"(cnt) + : + :"r2", "r3", "r4", "r5", "r6", "r7"); + //r2:*sptr r3:*kptr0 r4:(*sptr)>>8 r5:(*kptr0)>>8 r6:*kptr1 r7:(*kptr1)>>8 + cnt = size % 4; + while (cnt){ + sum0 += (int32_t) ((int16_t) *sptr * *kptr0++); + sum1 += (int32_t) ((int16_t) *sptr++ * *kptr1++); + cnt--; + } + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif diff --git a/components/TinyMaix/src/arch_cpu.h b/components/TinyMaix/src/arch_cpu.h new file mode 100644 index 00000000..5c047c0d --- /dev/null +++ b/components/TinyMaix/src/arch_cpu.h @@ -0,0 +1,194 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "float.h" +#include "tinymaix.h" + +#if (TM_MDL_TYPE != TM_MDL_FP8_143) && (TM_MDL_TYPE != TM_MDL_FP8_152) +//sum = SUM(Ai*Bi) +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + sumtype_t sum=0; + uint32_t i = 0; + uint32_t cnt = (size>>3)<<3; //8 + for(; i+8-1 >3)<<3; //8 + for(; i+8-1 0?sum:0; + break; + case TM_ACT_RELU6: + sum = sum>0?sum:0; + sum = sum>6?6:sum; + break; + default: + break; + } + //printf("%.6f,", sum); + *outp = tm_fp32to8(sum); + //printf(" %02x,%.6f\r\n", *outp, tm_fp8to32(*outp)); + return; +} + +#endif + +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif diff --git a/components/TinyMaix/src/arch_cskyv2.h b/components/TinyMaix/src/arch_cskyv2.h new file mode 100644 index 00000000..0bc8a7e8 --- /dev/null +++ b/components/TinyMaix/src/arch_cskyv2.h @@ -0,0 +1,219 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "float.h" +#include "tinymaix.h" +#include "csi_gcc.h" +#if (TM_MDL_TYPE != TM_MDL_FP8_143) && (TM_MDL_TYPE != TM_MDL_FP8_152) +__ALWAYS_STATIC_INLINE int32_t MULACA_S8( uint32_t x, uint32_t y) +{ + int32_t sum; + __ASM volatile("MULACA.S8 %0, %1, %2\n" : "=r"(sum): "r"(x) , "r"(y)); + return sum; +} +__ALWAYS_STATIC_INLINE uint32_t LDBI_W(uint32_t *add) +{ + uint32_t ret; + __ASM volatile("LDBI.W %0, (%1)\n" : "=r"(ret), "+r"(add)); + return ret; +} +//sum = SUM(Ai*Bi) +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + sumtype_t sum=0; + uint32_t cnt = size>>2; + size-=cnt*4; + + while (cnt--) { + int32_t t_sum; + uint32_t temp1; + uint32_t temp2; + __ASM volatile("LDBI.W %0, (%1)\n" : "=r"(temp1), "+r"(sptr)); + __ASM volatile("LDBI.W %0, (%1)\n" : "=r"(temp2), "+r"(kptr)); + t_sum=MULACA_S8(temp1,temp2); + sum+=t_sum; + } + while(size--) { + int32_t temp1; + int32_t temp2; + __ASM volatile("ldbi.bs %0, (%1)\n" : "=r"(temp1), "+r"(sptr)); + __ASM volatile("ldbi.bs %0, (%1)\n" : "=r"(temp2), "+r"(kptr)); + sum+=temp1*temp2; + } + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + + uint32_t cnt = size>>2; + size-=cnt*4; + + while(cnt-- ){ + int32_t t_sum; + uint32_t temp1; + uint32_t temp2; + __ASM volatile("LDBI.W %0, (%1)\n" : "=r"(temp1), "+r"(sptr)); + __ASM volatile("LDBI.W %0, (%1)\n" : "=r"(temp2), "+r"(kptr0)); + t_sum=MULACA_S8(temp1,temp2); + sum0+=t_sum; + __ASM volatile("LDBI.W %0, (%1)\n" : "=r"(temp2), "+r"(kptr1)); + t_sum=MULACA_S8(temp1,temp2); + sum1+=t_sum; + } + while(size--){ + int32_t temp1; + int32_t temp2; + int32_t temp3; + __ASM volatile("ldbi.bs %0, (%1)\n" : "=r"(temp1), "+r"(sptr)); + __ASM volatile("ldbi.bs %0, (%1)\n" : "=r"(temp2), "+r"(kptr0)); + __ASM volatile("ldbi.bs %0, (%1)\n" : "=r"(temp3), "+r"(kptr1)); + sum0+=temp1*temp2; + sum1+=temp1*temp3; + } + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + + + +#else +/*************************** FP8 SIMULATION **********************************/ +#define SUMSCALE 1.0 + +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + sumtype_t sum=0; + for(int i=0; i 0?sum:0; + break; + case TM_ACT_RELU6: + sum = sum>0?sum:0; + sum = sum>6?6:sum; + break; + default: + break; + } + //printf("%.6f,", sum); + *outp = tm_fp32to8(sum); + //printf(" %02x,%.6f\r\n", *outp, tm_fp8to32(*outp)); + return; +} + +#endif + +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif + diff --git a/components/TinyMaix/src/arch_rv32p.h b/components/TinyMaix/src/arch_rv32p.h new file mode 100644 index 00000000..4b565b0a --- /dev/null +++ b/components/TinyMaix/src/arch_rv32p.h @@ -0,0 +1,249 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "tm_port.h" + +//RV32 P-extend acceleration +//https://occ.t-head.cn/community/download?id=3916180248689188864 +//https://occ.t-head.cn/vendor/cpu/index?id=3900588052540035072&key=download#sticky //pdf +//https://github.com/T-head-Semi +//We use T-head Xuantie E907 as example, it have its own instructions!!! +#define ENABLE_THEAD_EXT 1 + +#if TM_MDL_TYPE == TM_MDL_INT8 +#if ENABLE_THEAD_EXT +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + int32_t sum; + asm volatile( + "mv t6,%[size] \n" + "mv t0,%[sptr] \n" + "mv t1,%[kptr] \n" + "andi a7,t6,15 \n" + "srli t6,t6,0x4 \n" + "li %[sum],0 \n" + "beqz t6,LOOPEND%=\n" + "LOOP%=:\n" + "lwia t2,(t0),4,0 \n" + "lwia t3,(t1),4,0 \n" + "lwia t4,(t0),4,0 \n" + "lwia t5,(t1),4,0 \n" + "smaqa %[sum],t2,t3 \n" + "lwia t2,(t0),4,0 \n" + "lwia t3,(t1),4,0 \n" + "smaqa %[sum],t4,t5 \n" + "lwia t4,(t0),4,0 \n" + "lwia t5,(t1),4,0 \n" + "smaqa %[sum],t2,t3 \n" + "addi t6,t6,-1 \n" + "smaqa %[sum],t4,t5 \n" + "bnez t6,LOOP%= \n" + "LOOPEND%=:" + "beqz a7,OUT%= \n" + "REST%=:\n" + "lbia t2,(t0),1,0 \n" + "lbia t3,(t1),1,0 \n" + "addi a7,a7,-1 \n" + "smaqa %[sum],t2,t3 \n" + "bnez a7,REST%= \n" + "OUT%=:\n" + :[sum]"=r"(sum) + :[sptr]"r"(sptr),[kptr]"r"(kptr),[size]"r"(size) + :"t0", "t1", "t2", "t3", "t4", "t5", "t6", "a7" + ); + //t0,t1: sptr, kptr + //t2,t3: *sptr0, *kptr0 + //t4,t5: *sptr1, *kptr1 + //t6: size -> size>>4 + //a7: size%15 + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + mtype_t* kptra = kptr; + mtype_t* kptrb = kptr+size; + + int32_t sum0, sum1; + asm volatile( + "mv t6,%[size] \n" + "mv t0,%[sptr] \n" + "mv t1,%[kptra] \n" + "mv a4,%[kptrb] \n" + "andi a7,t6,15 \n" + "srli t6,t6,0x4 \n" + "li %[sum0],0 \n" + "li %[sum1],0 \n" + "beqz t6,LOOPEND%=\n" + "LOOP%=:\n" + "lwia t2,(t0),4,0 \n" + "lwia t3,(t1),4,0 \n" + "lwia a5,(a4),4,0 \n" + "lwia t4,(t0),4,0 \n" + "lwia t5,(t1),4,0 \n" + "lwia a6,(a4),4,0 \n" + "smaqa %[sum0],t2,t3 \n" + "smaqa %[sum1],t2,a5 \n" + "lwia t2,(t0),4,0 \n" + "lwia t3,(t1),4,0 \n" + "lwia a5,(a4),4,0 \n" + "smaqa %[sum0],t4,t5 \n" + "smaqa %[sum1],t4,a6 \n" + "lwia t4,(t0),4,0 \n" + "lwia t5,(t1),4,0 \n" + "lwia a6,(a4),4,0 \n" + "smaqa %[sum0],t2,t3 \n" + "smaqa %[sum1],t2,a5 \n" + "addi t6,t6,-1 \n" + "smaqa %[sum0],t4,t5 \n" + "smaqa %[sum1],t4,a6 \n" + "bnez t6,LOOP%= \n" + "LOOPEND%=:" + "beqz a7,OUT%= \n" + "REST%=:\n" + "lbia t2,(t0),1,0 \n" + "lbia t3,(t1),1,0 \n" + "lbia a5,(a4),1,0 \n" + "addi a7,a7,-1 \n" + "smaqa %[sum0],t2,t3 \n" + "smaqa %[sum1],t2,a5 \n" + "bnez a7,REST%= \n" + "OUT%=:\n" + :[sum0]"=r"(sum0),[sum1]"=r"(sum1) + :[sptr]"r"(sptr),[kptra]"r"(kptra),[kptrb]"r"(kptrb),[size]"r"(size) + :"t0", "t1", "t2", "t3", "t4", "t5", "t6", "a7", "a4", "a5", "a6" + ); + //t0,t1,s9: sptr, kptra, kptrb + //t2,t3,s10: *sptr0, *kptra0, *kptrb0, + //t4,t5,s11: *sptr1, *kptra1, *kptrb1 + //t6: size -> size>>4 + //a7: size%15 + + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_gap(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, uint32_t size, sumtype_t* result) +{ + sumtype_t sum=0; + uint32_t i = 0; + uint32_t cnt = (size>>3)<<3; //8 + for(; i+8-1 0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif diff --git a/components/TinyMaix/src/arch_rv64v.h b/components/TinyMaix/src/arch_rv64v.h new file mode 100644 index 00000000..5a134cef --- /dev/null +++ b/components/TinyMaix/src/arch_rv64v.h @@ -0,0 +1,514 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "tm_port.h" + +#ifndef __riscv_vector +#error "Vector intrinsics require the vector extension." +#endif +#include + +//RV64 V-extend acceleration +//https://github.com/T-head-Semi/openc906/tree/main/doc +//https://github.com/riscv-non-isa/rvv-intrinsic-doc +//https://occ.t-head.cn/community/download?id=4073475960903634944 +//https://github.com/riscv/riscv-v-spec +//Use this toolchain support rvv inntrinsic: Xuantie-900-gcc-elf-newlib-x86_64-V2.2.4-20211227.tar.gz +//-march=rv64gcv0p7_zfh_xtheadc +//more information refer to: +//https://occ-oss-prod.oss-cn-hangzhou.aliyuncs.com/resource//1659318003104/Xuantie+900+Series+RVV-0.7.1+Intrinsic+Manual.pdf +//https://riscv.org/wp-content/uploads/2019/06/17.40-Vector_RISCV-20190611-Vectors.pdf +//Total 32 vector registers +//ELEN: Size of largest element in bits +//VLEN: Number of bits in each vector register; VLEN>=ELEN +//SLEN: Striping distance in bits; VLEN >= SLEN >= ELEN +//SEW: Standard element width, =8,16,32,...,1024 +//LMUL: Vector length multiplier, =1,2,4,8 (LMUL registers at the same time) +//EDIV: Vector element divider, =1,2,4,8 +//vtype: Vtype sets width of element in each vector register (e.g., 16-bit, 32-bit, …) +//vl: Vector length CSR sets number of elements active in each instruction +//vstart: Resumption element after trap +//fcsr(vxrm/vxsat): Fixed-point rounding mode and saturation flag fields in FP CSR + + +#define RVV_VLEN 128 //TODO: read csrr_vlenb + +/********************************** TM_MDL_FP32 ***********************************************/ +#if TM_MDL_TYPE==TM_MDL_FP32 +#define PACK_N (RVV_VLEN/32) //fp32 +uint32_t tdot = 0; +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + float sumbuf[PACK_N]; + float sum = 0.f; + int cnt=size/PACK_N; + //uint64_t t0,t1; + //__ASM volatile("csrr %0, mcycle" : "=r"(t0)); + if(cnt>0){ + size_t vl = vsetvl_e32m1(PACK_N); + vfloat32m1_t sumv = vfmv_v_f_f32m1(0.f, vl); //set sum=0 + vfloat32m1_t v_zero = vfmv_v_f_f32m1(0.f, vl); + for(int i=0; i0){ + size_t vl = vsetvl_e32m1(PACK_N); + vfloat32m1_t sumv0 = vfmv_v_f_f32m1(0.f, vl); //set sum=0 + vfloat32m1_t sumv1 = vfmv_v_f_f32m1(0.f, vl); //set sum=0 + //vfloat32m1_t sumv2 = vfmv_v_f_f32m1(0.f, vl); //set sum=0 + //vfloat32m1_t sumv3 = vfmv_v_f_f32m1(0.f, vl); //set sum=0 + vfloat32m1_t v_zero0 = vfmv_v_f_f32m1(0.0f, vl); + vfloat32m1_t v_zero1 = vfmv_v_f_f32m1(0.0f, vl); + //vfloat32m1_t v_zero2 = vfmv_v_f_f32m1(0.0f, vl); + //vfloat32m1_t v_zero3 = vfmv_v_f_f32m1(0.0f, vl); + for(int i=0; i0){ + size_t vl = vsetvl_e16m1(PACK_N); + vfloat16m1_t sumv = vfmv_v_f_f16m1(0.f, vl); //set sum=0 + vfloat16m1_t v_zero = vfmv_v_f_f16m1(0.0f, vl); + for(int i=0; i0){ + size_t vl = vsetvl_e16m1(PACK_N); + vfloat16m1_t sumv0 = vfmv_v_f_f16m1(0.f, vl); //set sum=0 + vfloat16m1_t sumv1 = vfmv_v_f_f16m1(0.f, vl); //set sum=0 + //vfloat16m1_t sumv2 = vfmv_v_f_f16m1(0.f, vl); //set sum=0 + //vfloat16m1_t sumv3 = vfmv_v_f_f16m1(0.f, vl); //set sum=0 + vfloat16m1_t v_zero0 = vfmv_v_f_f16m1(0.0f, vl); + vfloat16m1_t v_zero1 = vfmv_v_f_f16m1(0.0f, vl); + //vfloat16m1_t v_zero2 = vfmv_v_f_f16m1(0.0f, vl); + //vfloat16m1_t v_zero3 = vfmv_v_f_f16m1(0.0f, vl); + for(int i=0; i0){ + size_t vl = vsetvl_e8m1(PACK_N); + vint32m4_t sumv = vmv_v_x_i32m4(0, vl); //set sum=0 + vint32m1_t v_zero = vmv_v_x_i32m1(0, vl); + for(int i=0; i0){ + size_t vl = vsetvl_e8m1(PACK_N); + register vint32m4_t sumv0 asm("v0") = vmv_v_x_i32m4(0, vl); //set sum=0 + register vint32m4_t sumv1 asm("v4") = vmv_v_x_i32m4(0, vl); //set sum=0 + vint32m1_t v_zero0 = vmv_v_x_i32m1(0, vl); + vint32m1_t v_zero1 = vmv_v_x_i32m1(0, vl); + for(int i=0; i0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + if(n < 4) { + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + } else { + size_t vl = vsetvl_e16m2(n); + vfloat16m2_t s16 = vle16_v_f16m2(sums, vl); //load f16 + vfloat16m2_t b16 = vle16_v_f16m2(bs, vl); + s16 = vfadd_vv_f16m2(s16,b16,vl); //add bias + + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: + s16 = vfmax_vf_f16m2(s16, 0.f, vl); + break; + default: + break; + } + + vse16_v_f16m2(outp, s16, vl); + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + #if !TM_FASTSCALE + if(n < 4) { + #endif + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + #if !TM_FASTSCALE + } else { + size_t vl = vsetvl_e8m1(n); + vint32m4_t s32 = vle32_v_i32m4(sums, vl); //load i32 + vint32m4_t b32 = vle32_v_i32m4(bs, vl); + s32 = vadd_vv_i32m4(s32,b32,vl); //add bias + + vfloat32m4_t scalesf = vle32_v_f32m4(scales, vl); //load f32 + vfloat32m4_t sumsf = vfcvt_f_x_v_f32m4(s32, vl); //convert to float + sumsf = vfmul_vv_f32m4(sumsf, scalesf, vl); + + switch(act){ //activation func + case TM_ACT_RELU: + sumsf = vfmax_vf_f32m4(sumsf, 0.f, vl); + break; + case TM_ACT_RELU6: + sumsf = vfmax_vf_f32m4(sumsf, 0.f, vl); + sumsf = vfmin_vf_f32m4(sumsf, 6.f, vl); + break; + default: + break; + } + + sumsf = vfmul_vf_f32m4(sumsf, out_s_inv, vl); + sumsf = vfadd_vf_f32m4(sumsf, out_zp, vl); + vint16m2_t s16 = vfncvt_x_f_w_i16m2(sumsf, vl); // rvv0.7 doesn't support rtz + vint8m1_t s8 = vncvt_x_x_w_i8m1(s16, vl); + vse8_v_i8m1(outp, s8, vl); + } + #endif + return; +} +#endif diff --git a/components/TinyMaix/src/arch_x86_sse2.h b/components/TinyMaix/src/arch_x86_sse2.h new file mode 100644 index 00000000..dd5f407b --- /dev/null +++ b/components/TinyMaix/src/arch_x86_sse2.h @@ -0,0 +1,297 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "stdlib.h" +#include "stdint.h" +#include "math.h" +#include "tm_port.h" + +#include "emmintrin.h" + +/********************************** TM_MDL_INT8 ***********************************************/ +#if TM_MDL_TYPE==TM_MDL_INT8 +TM_INLINE int _mm_reduce_add_epi32(__m128i x) +{ + __m128i hi64 = _mm_unpackhi_epi64(x, x); + __m128i sum64 = _mm_add_epi32(hi64, x); + __m128i hi32 = _mm_shuffle_epi32(sum64, _MM_SHUFFLE(2, 3, 0, 1)); + __m128i sum32 = _mm_add_epi32(sum64, hi32); + return _mm_cvtsi128_si32(sum32); +} + +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + uint32_t i = 0; + sumtype_t sum = 0; + + __m128i _sum0 = _mm_setzero_si128(); + __m128i _sum1 = _mm_setzero_si128(); + for(; i + 15 < size; i += 16) { + __m128i s8 = _mm_loadu_si128((const __m128i*)sptr); + __m128i k8 = _mm_loadu_si128((const __m128i*)kptr); + __m128i _exts8 = _mm_cmpgt_epi8(_mm_setzero_si128(), s8); + __m128i _extk8 = _mm_cmpgt_epi8(_mm_setzero_si128(), k8); + __m128i s16l = _mm_unpacklo_epi8(s8, _exts8); + __m128i s16h = _mm_unpackhi_epi8(s8, _exts8); + __m128i k16l = _mm_unpacklo_epi8(k8, _extk8); + __m128i k16h = _mm_unpackhi_epi8(k8, _extk8); + _sum0 = _mm_add_epi32(_sum0, _mm_madd_epi16(s16l, k16l)); + _sum1 = _mm_add_epi32(_sum1, _mm_madd_epi16(s16h, k16h)); + sptr += 16; + kptr += 16; + } + for(; i + 7 < size; i += 8) { + __m128i s8 = _mm_loadl_epi64((const __m128i*)sptr); + __m128i k8 = _mm_loadl_epi64((const __m128i*)kptr); + __m128i _exts8 = _mm_cmpgt_epi8(_mm_setzero_si128(), s8); + __m128i _extk8 = _mm_cmpgt_epi8(_mm_setzero_si128(), k8); + __m128i s16 = _mm_unpacklo_epi8(s8, _exts8); + __m128i k16 = _mm_unpacklo_epi8(k8, _extk8); + _sum0 = _mm_add_epi32(_sum0, _mm_madd_epi16(s16, k16)); + sptr += 8; + kptr += 8; + } + sum += _mm_reduce_add_epi32(_mm_add_epi32(_sum0, _sum1)); + + for(; i < size; i++) { + sum += (int32_t) ((int16_t) *sptr++ * *kptr++); + } + + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + uint32_t i = 0; + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + + __m128i _sum0 = _mm_setzero_si128(); + __m128i _sum1 = _mm_setzero_si128(); + for(; i + 15 < size; i += 16) { + __m128i s8 = _mm_loadu_si128((const __m128i*)sptr); + __m128i k80 = _mm_loadu_si128((const __m128i*)kptr0); + __m128i k81 = _mm_loadu_si128((const __m128i*)kptr1); + __m128i _exts8 = _mm_cmpgt_epi8(_mm_setzero_si128(), s8); + __m128i _extk80 = _mm_cmpgt_epi8(_mm_setzero_si128(), k80); + __m128i _extk81 = _mm_cmpgt_epi8(_mm_setzero_si128(), k81); + __m128i s16l = _mm_unpacklo_epi8(s8, _exts8); + __m128i s16h = _mm_unpackhi_epi8(s8, _exts8); + __m128i k160l = _mm_unpacklo_epi8(k80, _extk80); + __m128i k160h = _mm_unpackhi_epi8(k80, _extk80); + __m128i k161l = _mm_unpacklo_epi8(k81, _extk81); + __m128i k161h = _mm_unpackhi_epi8(k81, _extk81); + _sum0 = _mm_add_epi32(_sum0, _mm_madd_epi16(s16l, k160l)); + _sum1 = _mm_add_epi32(_sum1, _mm_madd_epi16(s16l, k161l)); + _sum0 = _mm_add_epi32(_sum0, _mm_madd_epi16(s16h, k160h)); + _sum1 = _mm_add_epi32(_sum1, _mm_madd_epi16(s16h, k161h)); + sptr += 16; + kptr0 += 16; + kptr1 += 16; + } + for(; i + 7 < size; i += 8) { + __m128i s8 = _mm_loadl_epi64((const __m128i*)sptr); + __m128i k80 = _mm_loadl_epi64((const __m128i*)kptr0); + __m128i k81 = _mm_loadl_epi64((const __m128i*)kptr1); + __m128i _exts8 = _mm_cmpgt_epi8(_mm_setzero_si128(), s8); + __m128i _extk80 = _mm_cmpgt_epi8(_mm_setzero_si128(), k80); + __m128i _extk81 = _mm_cmpgt_epi8(_mm_setzero_si128(), k81); + __m128i s16 = _mm_unpacklo_epi8(s8, _exts8); + __m128i k160 = _mm_unpacklo_epi8(k80, _extk80); + __m128i k161 = _mm_unpacklo_epi8(k81, _extk81); + _sum0 = _mm_add_epi32(_sum0, _mm_madd_epi16(s16, k160)); + _sum1 = _mm_add_epi32(_sum1, _mm_madd_epi16(s16, k161)); + sptr += 8; + kptr0 += 8; + kptr1 += 8; + } + sum0 += _mm_reduce_add_epi32(_sum0); + sum1 += _mm_reduce_add_epi32(_sum1); + + for(; i < size; i++) { + sum0 += (int32_t) ((int16_t) *sptr * *kptr0++); + sum1 += (int32_t) ((int16_t) *sptr++ * *kptr1++); + } + + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +/********************************** TM_MDL_FP32 ***********************************************/ +#elif TM_MDL_TYPE==TM_MDL_FP32 +TM_INLINE float _mm_reduce_add_ps(__m128 x128) +{ + const __m128 x64 = _mm_add_ps(x128, _mm_movehl_ps(x128, x128)); + const __m128 x32 = _mm_add_ss(x64, _mm_shuffle_ps(x64, x64, 0x55)); + return _mm_cvtss_f32(x32); +} + +TM_INLINE void tm_dot_prod(mtype_t* sptr, mtype_t* kptr,uint32_t size, sumtype_t* result) +{ + uint32_t i = 0; + sumtype_t sum = 0; + + __m128 _sum = _mm_setzero_ps(); + for(; i + 3 < size; i += 4) { + __m128 s = _mm_loadu_ps(sptr); + __m128 k = _mm_loadu_ps(kptr); + _sum = _mm_add_ps(_mm_mul_ps(s, k), _sum); + sptr += 4; + kptr += 4; + } + sum += _mm_reduce_add_ps(_sum); + + for(; i < size; i++) { + sum += (int32_t) ((int16_t) *sptr++ * *kptr++); + } + + *result = sum; + return; +} + +TM_INLINE void tm_dot_prod_pack2(mtype_t* sptr, mtype_t* kptr, uint32_t size, sumtype_t* result) +{ + uint32_t i = 0; + sumtype_t sum0 = 0; + sumtype_t sum1 = 0; + mtype_t* kptr0 = kptr; + mtype_t* kptr1 = kptr+size; + + __m128 _sum0 = _mm_setzero_ps(); + __m128 _sum1 = _mm_setzero_ps(); + for(; i + 3 < size; i += 4) { + __m128 s = _mm_loadu_ps(sptr); + __m128 k0 = _mm_loadu_ps(kptr0); + __m128 k1 = _mm_loadu_ps(kptr1); + _sum0 = _mm_add_ps(_mm_mul_ps(s, k0), _sum0); + _sum1 = _mm_add_ps(_mm_mul_ps(s, k1), _sum1); + sptr += 4; + kptr0 += 4; + kptr1 += 4; + } + sum0 += _mm_reduce_add_ps(_sum0); + sum1 += _mm_reduce_add_ps(_sum1); + + for(; i < size; i++) { + sum0 += (*sptr * *kptr0++); + sum1 += (*sptr++ * *kptr1++); + } + + result[0] = sum0; + result[1] = sum1; + return; +} + +TM_INLINE void tm_dot_prod_gap_3x3x1(mtype_t* sptr, mtype_t* kptr, uint32_t* k_oft, sumtype_t* result) +{ + *result = sptr[k_oft[0]]*kptr[0] + sptr[k_oft[1]]*kptr[1] + sptr[k_oft[2]]*kptr[2] + \ + sptr[k_oft[3]]*kptr[3] + sptr[k_oft[4]]*kptr[4] + sptr[k_oft[5]]*kptr[5] + \ + sptr[k_oft[6]]*kptr[6] + sptr[k_oft[7]]*kptr[7] + sptr[k_oft[8]]*kptr[8] ; + return; +} + +TM_INLINE void tm_dot_prod_3x3x1(mtype_t* sptr, mtype_t* kptr, sumtype_t* result) +{ + *result = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + \ + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + return; +} + +#else + #error "TODO" +#endif + +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) + +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, \ + sctype_t* scales, sctype_t out_s, zptype_t out_zp) +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + switch(act){ //activation func + case TM_ACT_RELU: + case TM_ACT_RELU6: //treat relu6 as relu in float mode //speed up + sum = sum>0?sum:0; + break; + // sum = sum>0?sum:0; + // sum = sum>6?6:sum; + // break; + default: + break; + } + outp[i] = (mtype_t)sum; + } + return; +} + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if !TM_FASTSCALE +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, sctype_t* scales, sctype_t out_s_inv, zptype_t out_zp) +#else +TM_INLINE void tm_postprocess_sum(int n, sumtype_t* sums, btype_t* bs, int act, mtype_t* outp, int32_t* scales, int32_t out_s, zptype_t out_zp) +#endif +{ + for(int i = 0; i < n; i++) { + sumtype_t sum = sums[i]; + sum += bs[i]; + #if !TM_FASTSCALE + float sumf = sum*scales[i]; + #else + sumtype_t sumf = (sum<0?sumf:0; + break; + case TM_ACT_RELU6: + sumf = sumf>0?sumf:0; + #if (!TM_FASTSCALE) + sumf = sumf>6?6:sumf; + #else + sumf = sumf>(6<>(TM_FASTSCALE_SHIFT+TM_FASTSCALE_SHIFT))+out_zp); + #endif + } + return; +} +#endif diff --git a/components/TinyMaix/src/tm_layers.c b/components/TinyMaix/src/tm_layers.c new file mode 100644 index 00000000..420db5f9 --- /dev/null +++ b/components/TinyMaix/src/tm_layers.c @@ -0,0 +1,310 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ +// It is default O0 implement +#include "tinymaix.h" +#include "float.h" +#include "math.h" + +#if TM_OPT_LEVEL == TM_OPT0 + +#if TM_ARCH==TM_ARCH_CPU + #include "arch_cpu.h" +#elif TM_ARCH==TM_ARCH_ARM_SIMD + #include "arch_arm_simd.h" +#elif TM_ARCH==TM_ARCH_ARM_NEON + #include "arch_arm_neon.h" +#elif TM_ARCH==TM_ARCH_ARM_MVEI + #include "arch_arm_mvei.h" +#elif TM_ARCH==TM_ARCH_RV32P + #include "arch_rv32p.h" +#elif TM_ARCH==TM_ARCH_RV64V + #include "arch_rv64v.h" +#elif TM_ARCH==TM_ARCH_CSKYV2 + #include "arch_cskyv2.h" +#elif TM_ARCH==TM_ARCH_X86_SSE2 + #include "arch_x86_sse2.h" +#else + #error "UNSUPPORT ARCH!" +#endif + + +TM_PERF_REG(t_sbuf);TM_PERF_REG(t_dotp);TM_PERF_REG(t_post); +TM_PERF_REG(t_valid); TM_PERF_REG(t_pad); +TM_PERF_REG(t_conv); TM_PERF_REG(t_pwconv); TM_PERF_REG(t_dwconv); + +/*************************** TML_CONV2D **********************************/ +static uint32_t k_oft[TM_MAX_KSIZE]; +static mtype_t sbuf[TM_MAX_KCSIZE]; +#if (TM_MDL_TYPE==TM_MDL_FP32) || (TM_MDL_TYPE==TM_MDL_FP16) +#define SUMSCALE NULL +#define OUTSCALE outscale + +#elif (TM_MDL_TYPE==TM_MDL_INT8) || (TM_MDL_TYPE==TM_MDL_INT16) + +#if TM_FASTSCALE + static int32_t sumscale[TM_MAX_CSIZE]; + #define OUTSCALE outscale +#else + static float sumscale[TM_MAX_CSIZE]; + #define OUTSCALE outscale_inv +#endif +#define SUMSCALE (sumscale + c) +#endif + +//for valid or kernel in valid part, use fast method +tm_err_t TM_WEAK tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) //kernel: (cho, chi, h, w) +{ TM_PERF_INIT(t_sbuf);TM_PERF_INIT(t_dotp);TM_PERF_INIT(t_post); + TM_PERF_INIT(t_valid);TM_PERF_INIT(t_pad); + TM_PERF_INIT(t_conv); TM_PERF_INIT(t_pwconv); TM_PERF_INIT(t_dwconv); + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + if(dx!=1 || dy!= 1) return TM_ERR_TODO; + if(act >= TM_ACT_MAXCNT) return TM_ERR_UNSUPPORT; + int maxk = kw*kh; + if(maxk>TM_MAX_KSIZE) return TM_ERR_KSIZE; + if(maxk==1 && (pad_flag||dmul)) return TM_ERR_UNSUPPORT; //assume no pad or dwconv when pwconv + int chi = in->c; + int cho = out->c; + sumtype_t sum = 0; + mtype_t* outp = out->data; + +#if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16) +#if TM_FASTSCALE + int32_t outscale = (1<c;c++) sumscale[c]=1.0/ws[c]/in_s; +#else + sctype_t outscale = out_s; + sctype_t outscale_inv = 1.f / outscale; + for(int c=0; cc;c++) sumscale[c]=ws[c]*in_s; +#endif +#else + sctype_t outscale = out_s; +#endif + + if(maxk==1){ TM_PERF_START(t_pwconv); //pointwise conv + #define BATCH_SIZE 2 + sumtype_t sums[BATCH_SIZE]; + for (int y = 0; y < out->h; y++) { + for (int x = 0; x < out->w; x++) { + mtype_t* sptr = (mtype_t*)TM_MATP(in, sy*y, sx*x, 0); + wtype_t* kptr = (wtype_t*)w; + int c = 0; + for(; cc-BATCH_SIZE+1; ){ + for(int bat = 0; bat < BATCH_SIZE; bat+=2) + tm_dot_prod_pack2(sptr, kptr + chi*bat, chi, sums + bat); + tm_postprocess_sum(BATCH_SIZE, sums, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); + c += BATCH_SIZE; + outp += BATCH_SIZE; + kptr += chi*BATCH_SIZE;//*2; + } + for(; cc; c++){ + tm_dot_prod(sptr, kptr, chi, &sum); //size=maxk*chi //pw maxk==1 + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + kptr += chi; + } + } + } + TM_PERF_ADD(t_pwconv); + return TM_OK; + } + + if(dmul) {TM_PERF_START(t_dwconv);} else {TM_PERF_START(t_conv);}; + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + chi = dmul ? 1 : in->c; // dmul>=1 indicate depthwise; dummy chi for dwconv compatible + int slow_flag = 0; //same pad part is slow + for (int y = 0; y < out->h; y++) { + int src_y0 = sy*y - pad_top; + for (int x = 0; x < out->w; x++) { + int src_x0 = sx*x - pad_left; + sumtype_t sum; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y0+kh>in->h)+(src_x0+kw>in->w)); + //TM_PERF_START(t_sbuf); + if(!slow_flag) {TM_PERF_START(t_valid); //valid or same valid part + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //?c/dmul:0 + mtype_t* sptr = sptr_base; //= (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //sbuf 不变 + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + for (int cc = 0; cc < (dmul?cho:chi); cc++) { + for (int k = 0; k < maxk; k++) { + sbuf[sidx+k] = sptr[k_oft[k]]; + } + sidx += maxk; + sptr = sptr_base + (dmul?(cc+1)/dmul:(cc+1)); + } + } else { TM_PERF_START(t_pad); //same pad part + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>kh ? kh : in->h-src_y0; + int _kx1 = in->w-src_x0>kw ? kw : in->w-src_x0; + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + uint32_t s_step = (_ky1-_ky0)*(_kx1-_kx0); + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); + mtype_t* sptr = sptr_base; + #if TM_MDL_TYPE == TM_MDL_INT8 + memset(sbuf, in_zp, dmul?cho*maxk:chi*maxk); //do padding + #elif (TM_MDL_TYPE == TM_MDL_FP32)||(TM_MDL_TYPE == TM_MDL_FP16)||(TM_MDL_TYPE == TM_MDL_FP8_143)||(TM_MDL_TYPE == TM_MDL_FP8_152) + memset(sbuf, 0, (dmul?cho*maxk:chi*maxk)*sizeof(mtype_t)); + #else + #error "unsupport mdl type" + #endif + for (int cc = 0; cc < (dmul?cho:chi); cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*kw + _kx; + sbuf[sidx+k] = sptr[k_oft[k]]; + } + } + sidx += maxk; + sptr = sptr_base + (dmul?(cc+1)/dmul:(cc+1)); + } + } + //TM_PERF_ADD(t_sbuf); + mtype_t* sptr = sbuf; //sbuf prepare ok~ + if(maxk*chi==9 && dmul){ //simple opt for 3x3 dwconv + for(int c=0; cc; c++){ + wtype_t* kptr = (wtype_t*)w + c*chi*maxk;//TM_PERF_START(t_dotp); + tm_dot_prod_3x3x1(sptr, kptr, &sum);//TM_PERF_ADD(t_dotp);TM_PERF_START(t_post); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++;//TM_PERF_ADD(t_post); + sptr += maxk; //dwconv need move step + } + }else { + for(int c=0; cc; c++){ + wtype_t* kptr = (wtype_t*)w + c*chi*maxk;//TM_PERF_START(t_dotp); + tm_dot_prod(sptr, kptr, maxk*chi, &sum);//TM_PERF_ADD(t_dotp);TM_PERF_START(t_post); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++;//TM_PERF_ADD(t_post); + if(dmul) sptr += maxk; //dwconv need move step + } + } + if(!slow_flag) {TM_PERF_ADD(t_valid);} else {TM_PERF_ADD(t_pad);} + } + } + if(dmul) {TM_PERF_ADD(t_dwconv);} else {TM_PERF_ADD(t_conv);}; + return TM_OK; +} + +/*************************** TML_GAP **********************************/ +tm_err_t TM_WEAK tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + data = in->data + c; + for(int y=0; y h; y++){ + for(int x=0; x w; x++){ + sum += ((sumtype_t)(*data)); + data += out->c; + } + } + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)((sum/((in->h)*(in->w))-in_zp)*in_s/out_s + out_zp); //requant + #elif TM_MDL_TYPE == TM_MDL_FP32 || TM_MDL_TYPE == TM_MDL_FP16 + out->data[c] = (mtype_t)(sum/((in->h)*(in->w))); + //#else //#elif TM_MDL_TYPE == TM_MDL_FP8_143 || TM_MDL_TYPE == TM_MDL_FP8_152 + #endif + } + return TM_OK; +} + +/*************************** TML_FC **********************************/ +tm_err_t TM_WEAK tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data = in->data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + tm_dot_prod(data, w+c*in->c, in->c, &sum); + sum += b[c]; //fuse with zp + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)(sum*in_s*ws[0]/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(sum); + #endif + } + return TM_OK; +} + +/*************************** TML_SOFTMAX **********************************/ +tm_err_t TM_WEAK tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); //note we have float size output buf even in INT8/INT16 mode + mtype_t* din = in->data; + float* dout = (float*)(out->data); + float dmax = -FLT_MAX; + for(int c=0; c c; c++){ + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + dout[c] = (float)((sumtype_t)din[c] - in_zp)*in_s; + #else + dout[c] = din[c]; + #endif + if(dout[c] > dmax) dmax = dout[c]; + } + float sum = 0; + for(int c=0; c c; c++){ + dout[c] -= dmax; + dout[c] = (float)tm_exp(dout[c]); + sum += dout[c]; + dout[c] -= 0.000001; //prevent 1.0 value (cause 256 overflow) + } + for(int c=0; c c; c++){ //int8/int16 <= fp32, so it is ok + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)(dout[c]/sum/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(dout[c]/sum); + #endif + } + return TM_OK; +} + +/*************************** TML_RESHAPE **********************************/ +tm_err_t TM_WEAK tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + //in fact do nothing... out shape + return TM_OK; +} + + +tm_err_t TM_WEAK tml_add(tm_mat_t* in0, tm_mat_t* in1, tm_mat_t* out, \ + sctype_t in_s0, zptype_t in_zp0, sctype_t in_s1, zptype_t in_zp1, sctype_t out_s, zptype_t out_zp) +{ //TODO: check in0 shape == in1 shape + //It is simple and experimental implement for ADD, could be more way faster + mtype_t* d0 = in0->data; + mtype_t* d1 = in1->data; + mtype_t* res = out->data; + int size = in0->h*in0->w*in0->c; + TM_PRINTF("s0=%.3f,zp0=%d; s1=%.3f,zp1=%d\r\n", in_s0, in_zp0, in_s1, in_zp1); +#if TM_MDL_TYPE == TM_MDL_FP16 || TM_MDL_TYPE == TM_MDL_FP32 || TM_MDL_TYPE == TM_MDL_INT8 + int i; + for(i=0; i+4<=size; ){ + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + } + for(; ic; + int cho = out->c; + sumtype_t sum; + mtype_t* outp = out->data; + sumtype_t sums[BATCH_SIZE]; + + for (int y = 0; y < out->h; y++) { + for (int x = 0; x < out->w; x++) { + mtype_t* sptr = (mtype_t*)TM_MATP(in, sy*y, sx*x, 0); + wtype_t* kptr = (wtype_t*)w; + + int c = 0; + for(; cc-BATCH_SIZE+1; ){ + for(int bat = 0; bat < BATCH_SIZE; bat+=2) + tm_dot_prod_pack2(sptr, kptr + chi*bat, chi, sums + bat); + tm_postprocess_sum(BATCH_SIZE, sums, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); + c += BATCH_SIZE; + outp += BATCH_SIZE; + kptr += chi*BATCH_SIZE;//*2; + } + for(; cc; c++){ + tm_dot_prod(sptr, kptr, chi, &sum); //size=maxk*chi //pw maxk==1 + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + kptr += chi; + } + } + } + return TM_OK; +} + +//normal conv +TM_INLINE tm_err_t l_tml_conv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + int maxk = kw*kh; + int chi = in->c; + int cho = out->c; + sumtype_t sum; + mtype_t* outp = out->data; + + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + int slow_flag = 0; //same pad part is slow + + for (int y = 0; y < out->h; y++) { + int src_y0 = sy*y - pad_top; + for (int x = 0; x < out->w; x++) { + int src_x0 = sx*x - pad_left; + sumtype_t sum; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y0+kh>in->h)+(src_x0+kw>in->w)); + if(!slow_flag) {//valid or same valid part + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //?c/dmul:0 + mtype_t* sptr = sptr_base; //= (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //sbuf 不变 + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + for (int cc = 0; cc < chi; cc++) { + for (int k = 0; k < maxk; k++) { + sbuf[sidx+k] = sptr[k_oft[k]]; + } + sidx += maxk; + sptr += 1; + } + } else { //same pad part + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>kh ? kh : in->h-src_y0; + int _kx1 = in->w-src_x0>kw ? kw : in->w-src_x0; + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + uint32_t s_step = (_ky1-_ky0)*(_kx1-_kx0); + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); + mtype_t* sptr = sptr_base; + #if TM_MDL_TYPE == TM_MDL_INT8 + memset(sbuf, in_zp, chi*maxk); //do padding + #elif (TM_MDL_TYPE == TM_MDL_FP32)||(TM_MDL_TYPE == TM_MDL_FP16) + memset(sbuf, 0, chi*maxk*sizeof(mtype_t)); + #else + #error "unsupport mdl type" + #endif + for (int cc = 0; cc < chi; cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*kw + _kx; + sbuf[sidx+k] = sptr[k_oft[k]]; + } + } + sidx += maxk; + sptr += 1; + } + } + mtype_t* sptr = sbuf; //sbuf prepare ok~ + sumtype_t sums[BATCH_SIZE]; + int c = 0; + wtype_t* kptr = (wtype_t*)w; + for(; cc-BATCH_SIZE+1; ){ + for(int bat = 0; bat < BATCH_SIZE; bat+=2) + tm_dot_prod_pack2(sptr, kptr + chi*maxk*bat, maxk*chi, sums + bat); + tm_postprocess_sum(BATCH_SIZE, sums, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); + c += BATCH_SIZE; + outp += BATCH_SIZE; + kptr += chi*maxk*BATCH_SIZE; + } + for(; cc; c++){ + tm_dot_prod(sptr, kptr, maxk*chi, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + kptr += chi*maxk; + } + } + } + return TM_OK; +} + +//dwconv +TM_INLINE tm_err_t l_tml_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + int maxk = kw*kh; + int chi = in->c; + int cho = out->c; + sumtype_t sum; + mtype_t* outp = out->data; + + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + int slow_flag = 0; //same pad part is slow + + for (int y = 0; y < out->h; y++) { + int src_y0 = sy*y - pad_top; + for (int x = 0; x < out->w; x++) { + int src_x0 = sx*x - pad_left; + sumtype_t sum; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y0+kh>in->h)+(src_x0+kw>in->w)); + if(!slow_flag) {//valid or same valid part + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //?c/dmul:0 + mtype_t* sptr = sptr_base; //= (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //sbuf 不变 + if(maxk==9){ + for (int c = 0; c < cho; c++) { + wtype_t* kptr = (wtype_t*)w + c*9; + tm_dot_prod_gap_3x3x1(sptr, kptr, k_oft, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += 1; + } + } else { + uint32_t sidx = 0; + for (int c = 0; c < cho; c++) { + for (int k = 0; k < maxk; k++) { + sbuf[sidx+k] = sptr[k_oft[k]]; + } + sidx += maxk; + sptr += 1; + } + sptr = sbuf; //sbuf prepare ok~ + for(int c=0; cc; c++){ + sum = 0; + wtype_t* kptr = (wtype_t*)w + c*maxk; + tm_dot_prod(sptr, kptr, maxk, &sum); + //sum = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + sptr[3]*kptr[3] + sptr[4]*kptr[4] + sptr[5]*kptr[5] + sptr[6]*kptr[6] + sptr[7]*kptr[7] + sptr[8]*kptr[8] ; + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += maxk; //dwconv need move step + } + } + } else { //same pad part + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>kh ? kh : in->h-src_y0; + int _kx1 = in->w-src_x0>kw ? kw : in->w-src_x0; + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + uint32_t s_step = (_ky1-_ky0)*(_kx1-_kx0); + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); + mtype_t* sptr = sptr_base; + #if TM_MDL_TYPE == TM_MDL_INT8 + memset(sbuf, in_zp, cho*maxk); //do padding + #elif (TM_MDL_TYPE == TM_MDL_FP32)||(TM_MDL_TYPE == TM_MDL_FP16) + memset(sbuf, 0, cho*maxk*sizeof(mtype_t)); + #else + #error "unsupport mdl type" + #endif + for (int cc = 0; cc < cho; cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*kw + _kx; + sbuf[sidx+k] = sptr[k_oft[k]]; + } + } + sidx += maxk; + sptr += 1; + } + sptr = sbuf; //sbuf prepare ok~ + if(maxk==9){ + for (int c = 0; c < cho; c++) { + wtype_t* kptr = (wtype_t*)w + c*9; + tm_dot_prod_3x3x1(sptr, kptr, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += maxk; + } + } else { + for(int c=0; cc; c++){ + wtype_t* kptr = (wtype_t*)w + c*maxk; + tm_dot_prod(sptr, kptr, maxk, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += maxk; //dwconv need move step + } + } + } + } + } + return TM_OK; +} + +//dwconv +TM_INLINE tm_err_t l_tml_dwconv2d_3x3_part(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp, + int x0, int x1, int y0, int y1) +{ + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + int maxk = kw*kh; + int chi = in->c; + int cho = out->c; + sumtype_t sum; + mtype_t* outp = out->data; + + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + int slow_flag = 0; //same pad part is slow + + for (int y = 0; y < out->h; y++) { + int src_y0 = sy*y - pad_top; + for (int x = 0; x < out->w; x++) { + int src_x0 = sx*x - pad_left; + sumtype_t sum; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y0+kh>in->h)+(src_x0+kw>in->w)); + if(!slow_flag) {//valid or same valid part + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //?c/dmul:0 + mtype_t* sptr = sptr_base; //= (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //sbuf 不变 + for (int c = 0; c < cho; c++) { + wtype_t* kptr = (wtype_t*)w + c*9; + tm_dot_prod_gap_3x3x1(sptr, kptr, k_oft, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += 1; + } + } else { //same pad part + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>kh ? kh : in->h-src_y0; + int _kx1 = in->w-src_x0>kw ? kw : in->w-src_x0; + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + uint32_t s_step = (_ky1-_ky0)*(_kx1-_kx0); + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); + mtype_t* sptr = sptr_base; + #if TM_MDL_TYPE == TM_MDL_INT8 + memset(sbuf, in_zp, cho*maxk); //do padding + #elif (TM_MDL_TYPE == TM_MDL_FP32)||(TM_MDL_TYPE == TM_MDL_FP16) + memset(sbuf, 0, cho*maxk*sizeof(mtype_t)); + #else + #error "unsupport mdl type" + #endif + for (int cc = 0; cc < cho; cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*kw + _kx; + sbuf[sidx+k] = sptr[k_oft[k]]; + } + } + sidx += maxk; + sptr += 1; + } + sptr = sbuf; //sbuf prepare ok~ + outp = out->data + (y*out->w+x)*cho; + for (int c = 0; c < cho; c++) { + wtype_t* kptr = (wtype_t*)w + c*9; + tm_dot_prod_3x3x1(sptr, kptr, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += maxk; + } + } + } + } + return TM_OK; +} + + +#define CONV_BLK_W (4) +#define CONV_BLK_H (4) +#define CONV_BLK_STEPX (CONV_BLK_W-3+1) +#define CONV_BLK_STEPY (CONV_BLK_H-3+1) +static mtype_t dw_sbuf[CONV_BLK_W*CONV_BLK_H*TM_MAX_CSIZE]; +static uint32_t dw_koft[CONV_BLK_W*CONV_BLK_H]; + +// 40ms->27ms +TM_INLINE tm_err_t l_tml_dwconv2d_3x3_nostride(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + int maxk = kw*kh; + int chi = in->c; + int cho = out->c; + sumtype_t sum; + mtype_t* outp = out->data; + + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + oft = 0; + idx = 0; + for(int y=0; yw - CONV_BLK_W)*chi; + } + int slow_flag = 0; //same pad part is slow + sumtype_t sum0,sum1,sum2,sum3; + + uint32_t maxk_blk = CONV_BLK_H*CONV_BLK_W; + for (int y = 0; y+CONV_BLK_STEPY <= out->h; y+=CONV_BLK_STEPY) { + int src_y0 = sy*y - pad_top; + for (int x = 0; x+CONV_BLK_STEPX <= out->w; x+=CONV_BLK_STEPX) { + int src_x0 = sx*x - pad_left; + sumtype_t sum; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y0+CONV_BLK_H>in->h)+(src_x0+CONV_BLK_W>in->w)); + if(!slow_flag) {//valid or same valid part + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //?c/dmul:0 + mtype_t* sptr = sptr_base; //= (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //sbuf 不变 + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + outp = out->data + (y*out->w+x)*cho; + for (int c = 0; c < cho; c++) { + wtype_t* kptr = (wtype_t*)w + c*maxk; + sum0 = sptr[dw_koft[0]]*kptr[0] + sptr[dw_koft[1]]*kptr[1] + sptr[dw_koft[2]]*kptr[2] + \ + sptr[dw_koft[4]]*kptr[3] + sptr[dw_koft[5]]*kptr[4] + sptr[dw_koft[6]]*kptr[5] + \ + sptr[dw_koft[8]]*kptr[6] + sptr[dw_koft[9]]*kptr[7] + sptr[dw_koft[10]]*kptr[8] ; + sum1 = sptr[dw_koft[1]]*kptr[0] + sptr[dw_koft[2]]*kptr[1] + sptr[dw_koft[3]]*kptr[2] + \ + sptr[dw_koft[5]]*kptr[3] + sptr[dw_koft[6]]*kptr[4] + sptr[dw_koft[7]]*kptr[5] + \ + sptr[dw_koft[9]]*kptr[6] + sptr[dw_koft[10]]*kptr[7] + sptr[dw_koft[11]]*kptr[8] ; + sum2 = sptr[dw_koft[4]]*kptr[0] + sptr[dw_koft[5]]*kptr[1] + sptr[dw_koft[6]]*kptr[2] + \ + sptr[dw_koft[8]]*kptr[3] + sptr[dw_koft[9]]*kptr[4] + sptr[dw_koft[10]]*kptr[5] + \ + sptr[dw_koft[12]]*kptr[6] + sptr[dw_koft[13]]*kptr[7] + sptr[dw_koft[14]]*kptr[8] ; + sum3 = sptr[dw_koft[5]]*kptr[0] + sptr[dw_koft[6]]*kptr[1] + sptr[dw_koft[7]]*kptr[2] + \ + sptr[dw_koft[9]]*kptr[3] + sptr[dw_koft[10]]*kptr[4] + sptr[dw_koft[11]]*kptr[5] + \ + sptr[dw_koft[13]]*kptr[6] + sptr[dw_koft[14]]*kptr[7] + sptr[dw_koft[15]]*kptr[8] ; + tm_postprocess_sum(1, &sum0, b + c, act, outp+0*cho, SUMSCALE, OUTSCALE, out_zp); + tm_postprocess_sum(1, &sum1, b + c, act, outp+1*cho, SUMSCALE, OUTSCALE, out_zp); + tm_postprocess_sum(1, &sum2, b + c, act, outp+(out->w+0)*cho, SUMSCALE, OUTSCALE, out_zp); + tm_postprocess_sum(1, &sum3, b + c, act, outp+(out->w+1)*cho, SUMSCALE, OUTSCALE, out_zp); + outp ++; + sptr ++; + } + } else { //same pad part + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>CONV_BLK_H ? CONV_BLK_H : in->h-src_y0; + int _kx1 = in->w-src_x0>CONV_BLK_W ? CONV_BLK_W : in->w-src_x0; + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + uint32_t s_step = (_ky1-_ky0)*(_kx1-_kx0); + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); + mtype_t* sptr = sptr_base; + #if TM_MDL_TYPE == TM_MDL_INT8 + memset(dw_sbuf, in_zp, cho*maxk_blk); //do padding + #elif (TM_MDL_TYPE == TM_MDL_FP32)||(TM_MDL_TYPE == TM_MDL_FP16) + memset(dw_sbuf, 0, cho*maxk_blk*sizeof(mtype_t)); + #else + #error "unsupport mdl type" + #endif + for (int cc = 0; cc < cho; cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*CONV_BLK_W + _kx; + dw_sbuf[sidx+k] = sptr[dw_koft[k]]; + } + } + sidx += maxk_blk; + sptr ++; + } + sptr = dw_sbuf; //sbuf prepare ok~ + outp = out->data + (y*out->w+x)*cho; + sumtype_t sum0,sum1,sum2,sum3; + for(int c=0; cc; c++){ + wtype_t* kptr = (wtype_t*)w + c*maxk; + //tm_dot_prod(sptr, kptr, maxk, &sum);TM_PERF_ADD(t_dotp); + //tm_postprocess_sum(sum, b[c], act, outp+0*cho, SUMSCALE, OUTSCALE, out_zp); + sum0 = sptr[0]*kptr[0] + sptr[1]*kptr[1] + sptr[2]*kptr[2] + \ + sptr[4]*kptr[3] + sptr[5]*kptr[4] + sptr[6]*kptr[5] + \ + sptr[8]*kptr[6] + sptr[9]*kptr[7] + sptr[10]*kptr[8] ; + sum1 = sptr[1]*kptr[0] + sptr[2]*kptr[1] + sptr[3]*kptr[2] + \ + sptr[5]*kptr[3] + sptr[6]*kptr[4] + sptr[7]*kptr[5] + \ + sptr[9]*kptr[6] + sptr[10]*kptr[7] + sptr[11]*kptr[8] ; + sum2 = sptr[4]*kptr[0] + sptr[5]*kptr[1] + sptr[6]*kptr[2] + \ + sptr[8]*kptr[3] + sptr[9]*kptr[4] + sptr[10]*kptr[5] + \ + sptr[12]*kptr[6] + sptr[13]*kptr[7] + sptr[14]*kptr[8] ; + sum3 = sptr[5]*kptr[0] + sptr[6]*kptr[1] + sptr[7]*kptr[2] + \ + sptr[9]*kptr[3] + sptr[10]*kptr[4] + sptr[11]*kptr[5] + \ + sptr[13]*kptr[6] + sptr[14]*kptr[7] + sptr[15]*kptr[8] ; + tm_postprocess_sum(1, &sum0, b + c, act, outp+0*cho, SUMSCALE, OUTSCALE, out_zp); + tm_postprocess_sum(1, &sum1, b + c, act, outp+1*cho, SUMSCALE, OUTSCALE, out_zp); + tm_postprocess_sum(1, &sum2, b + c, act, outp+(out->w+0)*cho, SUMSCALE, OUTSCALE, out_zp); + tm_postprocess_sum(1, &sum3, b + c, act, outp+(out->w+1)*cho, SUMSCALE, OUTSCALE, out_zp); + //printf("==%.1f,%.1f,%.1f,%.1f\r\n", out->data[0], out->data[1], out->data[2], out->data[3]); + sptr += maxk_blk; //dwconv need move step + outp++; + } + } + } + //x loop end + } + + if(out->w % CONV_BLK_W != 0 || out->h % CONV_BLK_H != 0) { //cal rest part + // x = [out->w-out->w%CONV_BLK_W, out->w), y = [0, out->h/CONV_BLK_H*CONV_BLK_H) + // x = [0, out->w), y = [out->h-out->h%CONV_BLK_H, out->h/CONV_BLK_H*CONV_BLK_H) + l_tml_dwconv2d_3x3_part(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp,\ + out->w-out->w%CONV_BLK_W, out->w, 0, out->h/CONV_BLK_H*CONV_BLK_H); + l_tml_dwconv2d_3x3_part(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp,\ + 0, out->w, out->h-out->h%CONV_BLK_H, out->h/CONV_BLK_H*CONV_BLK_H); + } + + //TODO: rest + return TM_OK; +} + + +//dmul>1 dwconv //not opt yet +TM_INLINE tm_err_t l_tml_mdwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + int maxk = kw*kh; + int chi = in->c; + int cho = out->c; + sumtype_t sum; + mtype_t* outp = out->data; + + int oft = 0; + int idx = 0; + for(int y=0; yw - kw)*chi; + } + int slow_flag = 0; //same pad part is slow + + for (int y = 0; y < out->h; y++) { + int src_y0 = sy*y - pad_top; + for (int x = 0; x < out->w; x++) { + int src_x0 = sx*x - pad_left; + sumtype_t sum; + slow_flag = ((src_y0<0)+(src_x0<0)+(src_y0+kh>in->h)+(src_x0+kw>in->w)); + if(!slow_flag) {//valid or same valid part + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //?c/dmul:0 + mtype_t* sptr = sptr_base; //= (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); //sbuf 不变 + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + for (int cc = 0; cc < cho; cc++) { + for (int k = 0; k < maxk; k++) { + sbuf[sidx+k] = sptr[k_oft[k]]; + } + sidx += maxk; + sptr = sptr_base + (cc+1)/dmul; + } + } else { //same pad part + int _ky0 = src_y0<0 ? -src_y0 : 0; + int _kx0 = src_x0<0 ? -src_x0 : 0; + int _ky1 = in->h-src_y0>kh ? kh : in->h-src_y0; + int _kx1 = in->w-src_x0>kw ? kw : in->w-src_x0; + uint32_t sidx=0; //sbuf:cho,chi,maxk //dw:chi==1; + uint32_t s_step = (_ky1-_ky0)*(_kx1-_kx0); + mtype_t* sptr_base = (mtype_t*)TM_MATP(in, src_y0, src_x0, 0); + mtype_t* sptr = sptr_base; + #if TM_MDL_TYPE == TM_MDL_INT8 + memset(sbuf, in_zp, cho*maxk); //do padding + #elif (TM_MDL_TYPE == TM_MDL_FP32)||(TM_MDL_TYPE == TM_MDL_FP16) + memset(sbuf, 0, cho*maxk*sizeof(mtype_t)); + #else + #error "unsupport mdl type" + #endif + for (int cc = 0; cc < cho; cc++) { + for(int _ky=_ky0; _ky<_ky1; _ky++){ + for(int _kx=_kx0; _kx<_kx1; _kx++){ + int k = _ky*kw + _kx; + sbuf[sidx+k] = sptr[k_oft[k]]; + } + } + sidx += maxk; + sptr = sptr_base + (cc+1)/dmul; + } + } + mtype_t* sptr = sbuf; //sbuf prepare ok~ + for(int c=0; cc; c++){ + sum = 0; + wtype_t* kptr = (wtype_t*)w + c*maxk; + tm_dot_prod(sptr, kptr, maxk, &sum); + tm_postprocess_sum(1, &sum, b + c, act, outp, SUMSCALE, OUTSCALE, out_zp); outp++; + sptr += maxk; //dwconv need move step + } + } + } + return TM_OK; +} + + +tm_err_t tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) //kernel: (cho, chi, h, w) +{ TM_PERF_INIT(t_conv); TM_PERF_INIT(t_pwconv); TM_PERF_INIT(t_dwconv); + int pad_flag = (pad_top != 0 ||pad_bottom != 0 ||pad_left != 0 ||pad_right != 0); + if(dx!=1 || dy!= 1) return TM_ERR_TODO; + if(act >= TM_ACT_MAXCNT) return TM_ERR_UNSUPPORT; + int maxk = kw*kh; + if(maxk>TM_MAX_KSIZE) return TM_ERR_KSIZE; + if(maxk==1 && (pad_flag||dmul)) return TM_ERR_UNSUPPORT; //assume no pad or dwconv when pwconv + + #if (TM_MDL_TYPE == TM_MDL_INT8) || (TM_MDL_TYPE == TM_MDL_INT16) + #if TM_FASTSCALE + outscale = (1<c;c++) sumscale[c]=1.0/ws[c]/in_s; + #else + outscale = out_s; + outscale_inv = 1.f / outscale; + for(int c=0; cc;c++) sumscale[c]=ws[c]*in_s; + #endif + #else + outscale = out_s; + #endif + + if(maxk == 1) { TM_PERF_START(t_pwconv); //pw conv + l_tml_pwconv2d(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp); + TM_PERF_ADD(t_pwconv); + } else if(dmul == 0) { TM_PERF_START(t_conv); //normal conv + l_tml_conv2d(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp); + TM_PERF_ADD(t_conv); + } else if(dmul == 1) { TM_PERF_START(t_dwconv); //dw conv + if(kh==3 && kw==3){ //opt for 3x3 dwconv + if(sx==1&&sy==1){ + l_tml_dwconv2d_3x3_nostride(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp); + } else { + l_tml_dwconv2d_3x3_part(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp,\ + 0, out->w, 0, out->h); + } + }else{ + l_tml_dwconv2d(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp); + } + TM_PERF_ADD(t_dwconv); + } else { //dmul>1 dwconv, rare + l_tml_mdwconv2d(in,out,w,b, kw,kh, sx,sy, dx,dy, act, \ + pad_top, pad_bottom, pad_left, pad_right, dmul, ws, in_s, in_zp, out_s, out_zp); + } + + return TM_OK; +} + + +/*************************** TML_GAP **********************************/ +tm_err_t TM_WEAK tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + data = in->data + c; + for(int y=0; y h; y++){ + for(int x=0; x w; x++){ + sum += ((sumtype_t)(*data)); + data += out->c; + } + } + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)((sum/((in->h)*(in->w))-in_zp)*in_s/out_s + out_zp); //requant + #elif TM_MDL_TYPE == TM_MDL_FP32 || TM_MDL_TYPE == TM_MDL_FP16 + out->data[c] = (mtype_t)(sum/((in->h)*(in->w))); + //#else //#elif TM_MDL_TYPE == TM_MDL_FP8_143 || TM_MDL_TYPE == TM_MDL_FP8_152 + #endif + } + return TM_OK; +} + +/*************************** TML_FC **********************************/ +tm_err_t TM_WEAK tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data = in->data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + tm_dot_prod(data, w+c*in->c, in->c, &sum); + sum += b[c]; //fuse with zp + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)(sum*in_s*ws[0]/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(sum); + #endif + } + return TM_OK; +} + +/*************************** TML_SOFTMAX **********************************/ +tm_err_t TM_WEAK tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); //note we have float size output buf even in INT8/INT16 mode + mtype_t* din = in->data; + float* dout = (float*)(out->data); + float dmax = -FLT_MAX; + for(int c=0; c c; c++){ + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + dout[c] = (float)((sumtype_t)din[c] - in_zp)*in_s; + #else + dout[c] = din[c]; + #endif + if(dout[c] > dmax) dmax = dout[c]; + } + float sum = 0; + for(int c=0; c c; c++){ + dout[c] -= dmax; + dout[c] = (float)tm_exp(dout[c]); + sum += dout[c]; + dout[c] -= 0.000001; //prevent 1.0 value (cause 256 overflow) + } + for(int c=0; c c; c++){ //int8/int16 <= fp32, so it is ok + #if TM_MDL_TYPE == TM_MDL_INT8 || TM_MDL_TYPE == TM_MDL_INT16 + out->data[c] = (mtype_t)(dout[c]/sum/out_s + out_zp); //requant + #else + out->data[c] = (mtype_t)(dout[c]/sum); + #endif + } + return TM_OK; +} + +/*************************** TML_RESHAPE **********************************/ +tm_err_t TM_WEAK tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ + //in fact do nothing... out shape + return TM_OK; +} + +tm_err_t TM_WEAK tml_add(tm_mat_t* in0, tm_mat_t* in1, tm_mat_t* out, \ + sctype_t in_s0, zptype_t in_zp0, sctype_t in_s1, zptype_t in_zp1, sctype_t out_s, zptype_t out_zp) +{ //TODO: check in0 shape == in1 shape + //It is simple and experimental implement for ADD, could be more way faster + mtype_t* d0 = in0->data; + mtype_t* d1 = in1->data; + mtype_t* res = out->data; + int size = in0->h*in0->w*in0->c; + TM_PRINTF("s0=%.3f,zp0=%d; s1=%.3f,zp1=%d\r\n", in_s0, in_zp0, in_s1, in_zp1); +#if TM_MDL_TYPE == TM_MDL_FP16 || TM_MDL_TYPE == TM_MDL_FP32 || TM_MDL_TYPE == TM_MDL_INT8 + int i; + for(i=0; i+4<=size; ){ + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + res[i] = TM_QUANT(TM_DEQUANT(d0[i],in_s0,in_zp0)+TM_DEQUANT(d1[i],in_s1,in_zp1), out_s, out_zp); i++; + } + for(; i>31; + int32_t fp32_e = (data>>23)&0x0ff; + int32_t fp32_m = (data&0x07fffff); + //printf("fp32 %.6f, s.e.m=%d, %d, %d",fp32, fp32_s, fp32_e, fp32_m); + uint8_t fp8_s = fp32_s; + int8_t fp8_e = fp32_e-127+TM_FP8_BIAS; + uint8_t fp8_m = ((fp32_m>>(22-TM_FP8_MCNT))+1)>>1; + if(fp8_m>=(1< (1<>7; + uint8_t fp8_e = (fp8&0x7f)>>TM_FP8_MCNT; + uint8_t fp8_m = fp8&((1<b->layers_body; + sctype_t in_s = l0h->in_s; + zptype_t in_zp= l0h->in_zp; + int in_size = in->h*in->w*in->c; + float tmp = 0; + switch(pp_type){ + case TMPP_UINT2FP01: + for(int i=0; idata))[i])/255.0; + out->data[i] = tm_fp32to8(tmp); + } + break; + case TMPP_UINT2FPN11: + for(int i=0; idata))[i])-128)/128.0; + out->data[i] = tm_fp32to8(tmp); + } + break; + default: //don't do anything + out->data = in->data; + break; + } + return TM_OK; +} + +tm_err_t tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data; + for(int c=0; c c; c++){ + sumtype_t sum = 0; + data = in->data + c; + for(int y=0; y h; y++){ + for(int x=0; x w; x++){ + sum += (tm_fp8to32(data)); + data += out->c; + } + } + out->data[c] = tm_fp32to8(sum/((in->h)*(in->w))); + } + return TM_OK; +} + +tm_err_t tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); + mtype_t* data = in->data; + + for(int c=0; c c; c++){ + sumtype_t sum = 0; + tm_dot_prod(data, w+c*in->c, in->c, &sum); + //printf("sum=%.6f\r\n", sum); + sum += tm_fp8to32(b[c]); + //printf("sum+b=%.6f\r\n", sum); + out->data[c] = tm_fp32to8(sum); + //printf("sum=0x%02x, %.6f\r\n", out->data[c], tm_fp8to32(out->data[c])); + } + return TM_OK; +} + +tm_err_t tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp) +{ TM_DBGT_INIT(); //note we have float size output buf even in INT8/INT16 mode + mtype_t* din = in->data; + float* dout = (float*)(out->data); + float dmax = -FLT_MAX; + for(int c=0; c c; c++){ + dout[c] = tm_fp8to32(din[c]); + if(dout[c] > dmax) dmax = dout[c]; + } + float sum = 0; + for(int c=0; c c; c++){ + dout[c] -= dmax; + dout[c] = (float)tm_exp(dout[c]); + sum += dout[c]; + //dout[c] -= 0.000000001; //prevent 1.0 value (cause 256 overflow) + } + for(int c=0; c c; c++){ //int8/int16 <= fp32, so it is ok + out->data[c] = tm_fp32to8(dout[c]/sum); + } + return TM_OK; +} + + +#endif diff --git a/components/TinyMaix/src/tm_model.c b/components/TinyMaix/src/tm_model.c new file mode 100644 index 00000000..d153f9d6 --- /dev/null +++ b/components/TinyMaix/src/tm_model.c @@ -0,0 +1,158 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ +#include "tinymaix.h" + +//load model +//mdl: model handle; bin: model bin buf; buf: main buf for middle output; cb: layer callback; +//in: return input mat, include buf addr; //you can ignore it if use static buf +tm_err_t TM_WEAK tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in) +{ + tm_mdlbin_t* mdl_bin = (tm_mdlbin_t*)bin; + if(mdl_bin->magic != TM_MDL_MAGIC) return TM_ERR_MAGIC; //FIXME: big-endian not compatible + if(mdl_bin->mdl_type != TM_MDL_TYPE) return TM_ERR_MDLTYPE; + mdl->b = mdl_bin; + mdl->cb = (void*)cb; + if(buf == NULL) { + mdl->buf = (uint8_t*)tm_malloc(mdl->b->buf_size); + if(mdl->buf == NULL) return TM_ERR_OOM; + mdl->main_alloc = 1; + } else { + mdl->buf = buf; + mdl->main_alloc = 0; + } + if(mdl->b->sub_size > 0) { + mdl->subbuf = (uint8_t*)tm_malloc(mdl->b->sub_size); + if(mdl->subbuf == NULL) return TM_ERR_OOM; + } else mdl->subbuf = NULL; + mdl->layer_i = 0; + mdl->layer_body = mdl->b->layers_body; + memcpy((void*)in, (void*)mdl->b->in_dims, sizeof(tm_mat_t)); + in->data = (mtype_t*)mdl->buf; //input at 0 oft + return TM_OK; +} + +//remove model +void TM_WEAK tm_unload(tm_mdl_t* mdl) +{ + if(mdl->main_alloc) tm_free(mdl->buf); + return; +} + +//preprocess data input +tm_err_t TM_WEAK tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out) +{ + tml_head_t* l0h = (tml_head_t*)mdl->b->layers_body; + sctype_t in_s = l0h->in_s; + zptype_t in_zp= l0h->in_zp; + int in_size = in->h*in->w*in->c; + switch(pp_type){ +#if (TM_MDL_TYPE == TM_MDL_INT8)||(TM_MDL_TYPE == TM_MDL_INT16) + case TMPP_FP2INT: + for(int i=0; idata[i] = (mtype_t)(in->dataf[i]/in_s + in_zp); + break; + case TMPP_UINT2INT: + for(int i=0; idata[i] = ((mtype_t)(((uint8_t*)(in->data))[i]-128))<data[i] = (((uint8_t*)(in->data))[i])/255.0; + break; + case TMPP_UINT2FPN11: + for(int i=0; idata[i] = ((((uint8_t*)(in->data))[i])-128)/128.0; + break; +#endif + default: //don't do anything + out->data = in->data; + break; + } + return TM_OK; +} + + +//run model +//mdl: model handle; in: input mat; out: output mat +tm_err_t TM_WEAK tm_run(tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out) +{ + tm_mat_t _in, _in1, _out; + tm_err_t res = TM_OK; + int out_idx = 0; + memcpy((void*)&_in, (void*)in, sizeof(tm_mat_t)); + mdl->layer_body = mdl->b->layers_body; + for(mdl->layer_i = 0; mdl->layer_i < mdl->b->layer_cnt; mdl->layer_i++){ + tml_head_t* h = (tml_head_t*)(mdl->layer_body); + if(mdl->layer_i>0) { + _in.data = (mtype_t *)(mdl->buf + h->in_oft); + memcpy((void*)&_in, (void*)(h->in_dims), sizeof(uint16_t)*4); + } + _out.data = (mtype_t *)(mdl->buf + h->out_oft); + memcpy((void*)&_out, (void*)(h->out_dims), sizeof(uint16_t)*4); + switch(h->type){ + case TML_CONV2D: + case TML_DWCONV2D:{ + tml_conv2d_dw_t* l = (tml_conv2d_dw_t*)(mdl->layer_body); + res = tml_conv2d_dwconv2d(&_in, &_out, (wtype_t*)(mdl->layer_body + l->w_oft), (btype_t*)(mdl->layer_body + l->b_oft), \ + l->kernel_w, l->kernel_h, l->stride_w, l->stride_h, l->dilation_w, l->dilation_h, \ + l->act, l->pad[0], l->pad[1], l->pad[2], l->pad[3], l->depth_mul, \ + (sctype_t*)(mdl->layer_body + l->ws_oft), h->in_s, h->in_zp, h->out_s, h->out_zp); + break;} + case TML_GAP: { + tml_gap_t* l = (tml_gap_t*)(mdl->layer_body); + res = tml_gap(&_in, &_out, h->in_s, h->in_zp, h->out_s, h->out_zp); + break;} + case TML_FC: { + tml_fc_t* l = (tml_fc_t*)(mdl->layer_body); + res = tml_fc(&_in, &_out, (wtype_t*)(mdl->layer_body + l->w_oft), (btype_t*)(mdl->layer_body + l->b_oft), \ + (sctype_t*)(mdl->layer_body + l->ws_oft), h->in_s, h->in_zp, h->out_s, h->out_zp); + break;} + case TML_SOFTMAX: { + tml_softmax_t* l = (tml_softmax_t*)(mdl->layer_body); + res = tml_softmax(&_in, &_out, h->in_s, h->in_zp, h->out_s, h->out_zp); + break; } + case TML_RESHAPE: { + tml_reshape_t* l = (tml_reshape_t*)(mdl->layer_body); + res = tml_reshape(&_in, &_out, h->in_s, h->in_zp, h->out_s, h->out_zp); + break; } + case TML_ADD: { + tml_add_t* l = (tml_add_t*)(mdl->layer_body); + memcpy((void*)&_in1, (void*)(h->in_dims), sizeof(uint16_t)*4); + _in1.data = (mtype_t *)(mdl->buf + l->in_oft1); + res = tml_add(&_in, &_in1, &_out, h->in_s, h->in_zp, l->in_s1, l->in_zp1, h->out_s, h->out_zp); + break; } + default: + res = TM_ERR_LAYERTYPE; + break; + } + if(res != TM_OK) return res; + if(mdl->cb) ((tm_cb_t)mdl->cb)(mdl, h); //layer callback + if(h->is_out) { + memcpy((void*)(&out[out_idx]), (void*)(&(h->out_dims)), sizeof(uint16_t)*4); + if(mdl->b->out_deq == 0 || TM_MDL_TYPE == TM_MDL_FP32) //fp32 do not need deq + out[out_idx].data = (mtype_t*)(TML_GET_OUTPUT(mdl, h)); + else { + int out_size = h->out_dims[1]*h->out_dims[2]*h->out_dims[3]; + float* outf = (float*)(TM_ALIGN(TML_GET_OUTPUT(mdl, h) + out_size)); + for(int i=0; ilayer_body += (h->size); + } + return TM_OK; +} + + diff --git a/components/TinyMaix/src/tm_stat.c b/components/TinyMaix/src/tm_stat.c new file mode 100644 index 00000000..220a4b13 --- /dev/null +++ b/components/TinyMaix/src/tm_stat.c @@ -0,0 +1,131 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#include "tinymaix.h" + +#if TM_ENABLE_STAT +static const char* mdl_type_str[6] = { + "int8", + "int16", + "fp32", + "fp16", + "fp8 1.4.3", + "fp8 1.5.2", +}; + +static const char* tml_str_tbl[TML_MAXCNT] = { + "Conv2D", /*TML_CONV2D = 0,*/ + "GAP", /*TML_GAP = 1,*/ + "FC", /*TML_FC = 2,*/ + "Softmax", /*TML_SOFTMAX = 3,*/ + "Reshape", /*TML_RESHAPE = 4,*/ + "DWConv2D", /*TML_DWCONV2D= 5,*/ + "ADD", /*TML_ADD = 6,*/ +}; + +static const int tml_headsize_tbl[TML_MAXCNT] = { + sizeof(tml_conv2d_dw_t), + sizeof(tml_gap_t), + sizeof(tml_fc_t), + sizeof(tml_softmax_t), + sizeof(tml_reshape_t), + sizeof(tml_conv2d_dw_t), + sizeof(tml_add_t), +}; + +tm_err_t tm_stat(tm_mdlbin_t* b) +{ + printf("================================ model stat ================================\n"); + printf("mdl_type=%d (%s))\n", b->mdl_type, mdl_type_str[b->mdl_type]); + printf("out_deq=%d \n", b->out_deq); + printf("input_cnt=%d, output_cnt=%d, layer_cnt=%d\n", b->input_cnt, b->output_cnt, b->layer_cnt); + uint16_t* idim = b->in_dims; + printf("input %ddims: (%d, %d, %d)\n", idim[0],idim[1],idim[2],idim[3]); + uint16_t* odim = b->out_dims; + printf("output %ddims: (%d, %d, %d)\n", odim[0],odim[1],odim[2],odim[3]); + //printf("model param bin addr: 0x%x\n", (uint32_t)(b->layers_body)); + printf("main buf size %d; sub buf size %d\n", \ + b->buf_size,b->sub_size); + + printf("//Note: PARAM is layer param size, include align padding\r\n\r\n"); + printf("Idx\tLayer\t outshape\tinoft\toutoft\tPARAM\tMEMOUT OPS\n"); + printf("---\tInput \t%3d,%3d,%3d\t- \t0 \t0 \t%ld \t0\n",\ + idim[1],idim[2],idim[3], (long int)(idim[1]*idim[2]*idim[3]*sizeof(mtype_t))); + // 000 Input - 224,224,3 0x40001234 0x40004000 100000 500000 200000 + //printf("000 Input - %3d,%3d,%d 0x%08x 0x%08x %6d %6d %6d\n",) + int sum_param = 0; + int sum_ops = 0; + uint8_t*layer_body = (uint8_t*)b->layers_body; + int layer_i; + for(layer_i = 0; layer_i < b->layer_cnt; layer_i++){ + tml_head_t* h = (tml_head_t*)(layer_body); + TM_DBG("body oft = %d\n", (uint32_t)((size_t)h - (size_t)(b))); + TM_DBG("type=%d, is_out=%d, size=%d, in_oft=%d, out_oft=%d, in_dims=[%d,%d,%d,%d], out_dims=[%d,%d,%d,%d], in_s=%.3f, in_zp=%d, out_s=%.3f, out_zp=%d\n",\ + h->type,h->is_out,h->size,h->in_oft,h->out_oft,\ + h->in_dims[0],h->in_dims[1],h->in_dims[2],h->in_dims[3],\ + h->out_dims[0],h->out_dims[1],h->out_dims[2],h->out_dims[3],\ + h->in_s,(int32_t)(h->in_zp),h->out_s,(int32_t)(h->out_zp)); + if(h->type < TML_MAXCNT) { + int memout = h->out_dims[1]*h->out_dims[2]*h->out_dims[3]; + sum_param += (h->size - tml_headsize_tbl[h->type]); + int ops = 0; + switch(h->type){ + case TML_CONV2D: { + tml_conv2d_dw_t* l = (tml_conv2d_dw_t*)(layer_body); + ops = memout*(l->kernel_w)*(l->kernel_h)*(h->in_dims[3]); //MAC as ops + TM_DBG("Conv2d: kw=%d, kh=%d, sw=%d, sh=%d, dw=%d, dh=%d, act=%d, pad=[%d,%d,%d,%d], dmul=%d, ws_oft=%d, w_oft=%d, b_oft=%d\n",\ + l->kernel_w, l->kernel_h, l->stride_w, l->stride_h, l->dilation_w, l->dilation_h, \ + l->act, l->pad[0], l->pad[1], l->pad[2], l->pad[3], l->depth_mul, \ + l->ws_oft, l->w_oft, l->b_oft); + break;} + case TML_GAP: + ops = (h->in_dims[1])*(h->in_dims[2])*(h->in_dims[3]); //SUM as ops + break; + case TML_FC: { + tml_fc_t* l = (tml_fc_t*)(layer_body); + ops = (h->out_dims[3])*(h->in_dims[3]); //MAC as ops + TM_DBG("FC: ws_oft=%d, w_oft=%d, b_oft=%d\n",\ + l->ws_oft, l->w_oft, l->b_oft); + break;} + case TML_SOFTMAX: + ops = 6*(h->out_dims[3]); //mixed + break; + case TML_DWCONV2D: { + tml_conv2d_dw_t* l = (tml_conv2d_dw_t*)(layer_body); + ops = memout*(l->kernel_w)*(l->kernel_h)*1; //MAC as ops + TM_DBG("DWConv2d: kw=%d, kh=%d, sw=%d, sh=%d, dw=%d, dh=%d, act=%d, pad=[%d,%d,%d,%d], dmul=%d, ws_oft=%d, w_oft=%d, b_oft=%d\n",\ + l->kernel_w, l->kernel_h, l->stride_w, l->stride_h, l->dilation_w, l->dilation_h, \ + l->act, l->pad[0], l->pad[1], l->pad[2], l->pad[3], l->depth_mul,\ + l->ws_oft, l->w_oft, l->b_oft); + break;} + default: + ops = 0; + break; + } + sum_ops += ops; + printf("%03d\t%s \t%3d,%3d,%3d\t%d\t%d\t%d\t%ld\t", layer_i, tml_str_tbl[h->type], \ + h->out_dims[1], h->out_dims[2], h->out_dims[3], \ + h->in_oft, h->out_oft, h->size - tml_headsize_tbl[h->type], \ + (long int)(memout*sizeof(mtype_t))); + printf("%d\r\n", ops); + } else { + return TM_ERR_LAYERTYPE; + } + layer_body += (h->size); + } + printf("\r\nTotal param ~%.1f KB, OPS ~%.2f MOPS, buffer %.1f KB\r\n\r\n", \ + sum_param/1024.0, sum_ops/1000000.0, (b->buf_size + b->sub_size)/1024.0); + return TM_OK; +} + + +#endif diff --git a/components/TinyMaix/tinyml_intro.md b/components/TinyMaix/tinyml_intro.md new file mode 100644 index 00000000..ca57ce26 --- /dev/null +++ b/components/TinyMaix/tinyml_intro.md @@ -0,0 +1,51 @@ +# Introduction to tinyML +What is TinyML? TinyML is mostly meaning run deep learning model on MCUs. + +If you are AI algorithm engineer, you may run models with 1M~1G params on server/PC/SBCs, +they have at least hundreds MB system memory, +it is hard to image running deep learning model on MCUs which have less 1MB ram. + +If you are Embedded Engineer, you may want take advantages of deep learning in your offline or Bandwidth tension project, +but likely your project have Cost/Space/Power/Stable limit, +you can't switch to Expensive/Large/HighPowerConsumption/New platform. + +TinyML is useful in those situation, it makes your MCU smarter in the edge. +The most common TinyML application scenarios are: +1. **KWS**: Keyword Spotting, or Voice Wake Words, for voice control applications. +2. **VWW**: Visual Wake Words, for video intrusion detection +3. **Image Classification**: Identify different pictures and act accordingly +4. **Object Detection**: Detect target object position +5. **Object Counting**: Count target object +6. **Anomaly/Defect Detection**: Recognize Anomaly/Defect feature in sensor data +7. **Feature Recognition**: Recognize single-sensor or multi-sensor-fusing feature +8. ... + +# Compare TinyML with other AI deploy platform +|PlatformLevel|AI-Box |AI-Camera |AIoT |TinyML | +|--- |--- |--- |--- |--- | +|Storage Media|eMMC/SSD|eMMC/Nand/Nor|Nor/SIP Flash|Nor/SIP Flash| +|Storage Size |>=8GB |16MB~8GB |1~16MB |16KB~16MB | +|Memory Media |DDR4 |mostly DDR3 |SRAM/PSRAM |SRAM/PSRAM | +|Memory Size |>=2GB |64MB~2GB |0.5~64MB |2KB~8MB | +|CPU Freq |>=1.5G |0.5~1.5G |100~500M |16~500M | +|Computing Power|>=2TOPS|0.2~1TOPS |50~200GOPS |<1GOPS | +|Deploy Language|python/c++|python/c++|mpy/C |mostly C | +|Typical Device|JetsonNano|RV1109 IPC|BL808/K210 |ESP32/BL618 | +|Typical Board Price|>$100|$20~$100 |$5~$20 |<$5 | +|Typical Chip Price|>$10|$4~$10 |$2~$5 |$1~$3 | + + +# Comparison of TinyML Inference Framework +|Name |Model Type |Arch support |Porting |Code Size|Memory Size|Infer Time|Other Feature| +|--- |--- |--- |--- |--- |--- |--- |--- | +|TinyMaix |INT8/FP16/FP32/FP8*|ARM SIMD/NEON/MVEI
RISC-V P/V extend|Easy|3~10KB|1.3~2X | 1.1~1.5X |support full static memory,
Maixhub online Model Training| +|NNoM |INT8/INT16 |ARM SIMD |Easy |~10KB |1.3~2X | 1.2~1.5X |support full static memory,RNN| +|tinyengine |INT8/FP32 |ARM SIMD |only for ARM|--- |1X | 1X |Strong optimization for ARM,
on device training| +|MicroTVM |INT8/FP32 |ARM SIMD |--- |--- |~3X | 1.2~2.5X |support autotune | +|CMSIS-NN |INT8/INT16 |ARM SIMD/MVE |only for ARM|--- |1.3~2X | 1.1~1.5X || +|TFlite-micro|INT8 |ARM SIMD/Xtensa|Medium |20~100KB |~2.5X | ~5X || +|NCNN |INT8/FP32 |ARM SIMD/NEON/RVV/...|Need code clipping|200~1000KB| --- | --- |support many ops| + + + + diff --git a/components/TinyMaix/tools/h5/cifar10.h5 b/components/TinyMaix/tools/h5/cifar10.h5 new file mode 100644 index 00000000..7f9d1c0a Binary files /dev/null and b/components/TinyMaix/tools/h5/cifar10.h5 differ diff --git a/components/TinyMaix/tools/h5/mbnet128_0.25.h5 b/components/TinyMaix/tools/h5/mbnet128_0.25.h5 new file mode 100644 index 00000000..7a16448f Binary files /dev/null and b/components/TinyMaix/tools/h5/mbnet128_0.25.h5 differ diff --git a/components/TinyMaix/tools/h5/mbnet96_0.25.h5 b/components/TinyMaix/tools/h5/mbnet96_0.25.h5 new file mode 100644 index 00000000..0992ff66 Binary files /dev/null and b/components/TinyMaix/tools/h5/mbnet96_0.25.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_arduino.h5 b/components/TinyMaix/tools/h5/mnist_arduino.h5 new file mode 100644 index 00000000..d4d592e3 Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_arduino.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_dw.h5 b/components/TinyMaix/tools/h5/mnist_dw.h5 new file mode 100644 index 00000000..59d62614 Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_dw.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_fc.h5 b/components/TinyMaix/tools/h5/mnist_fc.h5 new file mode 100644 index 00000000..19aed327 Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_fc.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_rect.h5 b/components/TinyMaix/tools/h5/mnist_rect.h5 new file mode 100644 index 00000000..3d822210 Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_rect.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_resnet.h5 b/components/TinyMaix/tools/h5/mnist_resnet.h5 new file mode 100644 index 00000000..1dcc3906 Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_resnet.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_same.h5 b/components/TinyMaix/tools/h5/mnist_same.h5 new file mode 100644 index 00000000..eeb1489b Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_same.h5 differ diff --git a/components/TinyMaix/tools/h5/mnist_valid.h5 b/components/TinyMaix/tools/h5/mnist_valid.h5 new file mode 100644 index 00000000..632c543b Binary files /dev/null and b/components/TinyMaix/tools/h5/mnist_valid.h5 differ diff --git a/components/TinyMaix/tools/h5/vww96.h5 b/components/TinyMaix/tools/h5/vww96.h5 new file mode 100644 index 00000000..d4f7a03c Binary files /dev/null and b/components/TinyMaix/tools/h5/vww96.h5 differ diff --git a/components/TinyMaix/tools/h5_to_tflite.py b/components/TinyMaix/tools/h5_to_tflite.py new file mode 100644 index 00000000..39a30a62 --- /dev/null +++ b/components/TinyMaix/tools/h5_to_tflite.py @@ -0,0 +1,109 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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,sys +import numpy as np +import tensorflow as tf +import time +from PIL import Image + +from os import environ +# environ['CUDA_VISIBLE_DEVICES'] = '0' + +# norm_type: "0to1", "n1to1" +def h5_to_tflite(h5_name, tflite_name, is_quant, quant_dir, norm_type = None, mean = 0.0, std = 0.0): + def representative_data_gen(): + files = os.listdir(quant_dir) + valid_files = [] + valid_format = [".jpg", ".jpeg", ".png", ".bmp", ".ppm", ".pgm"] + for name in files: + ext = os.path.splitext(name)[1].lower() + if ext not in valid_format: + continue + valid_files.append(os.path.join(quant_dir, name)) + if len(valid_files) == 0: + raise Exception("No valid files in quant_input dir {}, support format: ".format(quant_dir, valid_format)) + for path in valid_files: + img = Image.open(path) + img = np.array(img).astype(np.float32) + shape = img.shape + if len(shape) == 2: + shape = (1, shape[0], shape[1], 1) + else: + shape = (1, shape[0], shape[1], shape[2]) + img = img.reshape(shape) + if norm_type is not None: + if norm_type == "0to1": + img = img/255.0 + elif norm_type == "n1to1": + img = (img-128)/128 + else: + raise Exception("Unsupported norm_type: {}".format(norm_type)) + else: + img = (img - mean) / std + yield [img] + + if is_quant==0: + tf.compat.v1.disable_eager_execution() + converter = tf.compat.v1.lite.TFLiteConverter.from_keras_model_file(h5_name) + tflite_model = converter.convert() + open(tflite_name, "wb").write(tflite_model) + print("Done") + else: + quant_type = tf.int8 #tf2 only support int8 quant + converter = tf.compat.v1.lite.TFLiteConverter.from_keras_model_file(h5_name) + converter._experimental_disable_per_channel = False #True + converter.optimizations = [tf.lite.Optimize.DEFAULT] + converter.representative_dataset = representative_data_gen + # Ensure that if any ops can't be quantized, the converter throws an error + converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8] + # Set the input and output tensors to int8 (APIs added in r2.3) + converter.inference_input_type = quant_type + converter.inference_output_type = quant_type + + start_time = time.time() + tflite_model_quant = converter.convert() + used_time = time.time() - start_time + + open(tflite_name, "wb").write(tflite_model_quant) + print('Done, quant used time:{}'.format(used_time)) + + +def print_usage(): + print("Usage: python3 h5_to_tflite.py h5_name tflite_name is_quant quant_dir norm_type") + print(" norm_type: 0to1, n1to1") + + +# python3 h5_to_tflite.py h5/mnist_dw.h5 tflite/mnist_dw_f.tflite 0 +# python3 h5_to_tflite.py h5/mnist_dw.h5 tflite/mnist_dw_q.tflite 1 quant_img_mnist/ 0to1 +# python3 h5_to_tflite.py h5/mbnet96_0.125.h5 tflite/mbnet96_0.125_q.tflite 1 quant_img96/ 0to1 +if __name__ == '__main__': + if len(sys.argv) != 4 and len(sys.argv) != 6: + print_usage() + exit() + + h5_name = sys.argv[1] + tflite_name = sys.argv[2] + is_quant = int(sys.argv[3]) + quant_dir = None + norm_type = None + if is_quant == 1: + if len(sys.argv) != 6: + print_usage() + exit() + quant_dir = sys.argv[4] + norm_type = sys.argv[5] + h5_to_tflite(h5_name, tflite_name, is_quant, quant_dir, norm_type = norm_type) + diff --git a/components/TinyMaix/tools/img2c.py b/components/TinyMaix/tools/img2c.py new file mode 100644 index 00000000..c079e794 --- /dev/null +++ b/components/TinyMaix/tools/img2c.py @@ -0,0 +1,55 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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. +# ============================================================================== + +from PIL import Image +import os,sys +import numpy as np + +def print_usage(): + print("Usage:") + print(" python3 img2c.py img_name") + print(" python3 img2c.py img_name resize_width resize_height") + + +if __name__ == '__main__': + if len(sys.argv) != 2 and len(sys.argv) != 4: + print_usage() + exit() + img_name = sys.argv[1] + img = Image.open(img_name) + if len(sys.argv) >= 4: + img_width = int(sys.argv[2]) + img_height = int(sys.argv[3]) + img = img.resize((img_width, img_height), Image.ANTIALIAS) + + img = np.array(img) + out_path = os.path.splitext(img_name)[0] + ".c" + print("Write c file to ", out_path) + fw = open(out_path, "w") + fw.writelines("const unsigned char pic[%d*%d*%d]={\\\n"%(img.shape[0],img.shape[1],img.shape[2])) + for y in range(img.shape[0]): + for x in range(img.shape[1]): + for c in range(img.shape[2]): + fw.writelines("%3d,"%(img[y,x,c])) + fw.writelines(" ") + fw.writelines("\n") + fw.writelines("};\n") + fw.close() + print("Done!") + + + + + diff --git a/components/TinyMaix/tools/quant_img128/ILSVRC2012_val_00000999.jpg b/components/TinyMaix/tools/quant_img128/ILSVRC2012_val_00000999.jpg new file mode 100644 index 00000000..c5cb1a70 Binary files /dev/null and b/components/TinyMaix/tools/quant_img128/ILSVRC2012_val_00000999.jpg differ diff --git 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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. +# ============================================================================== + +from PIL import Image +import os,sys +import numpy as np + +def mkdir(path): + path = path.strip() + path = path.rstrip("\\") + isExists = os.path.exists(path) + if not isExists: + os.makedirs(path) + return True + else: + return False + +def print_usage(): + print("Usage: python3 resize_img.py in_dir out_dir size") + print(" size: 224,224,3") + +# python3 resize_img.py imagenet quant_imagenet 224,224,3 +if __name__ == '__main__': + if len(sys.argv) != 4: + print_usage() + exit() + + in_dir = sys.argv[1] + out_dir = sys.argv[2] + size = sys.argv[3] + size = size.split(",") + size = [int(i) for i in size] + dst_h = size[0] + dst_w = size[1] + dst_ch = size[2] + + files = os.listdir(in_dir) + mkdir(out_dir) + + for f in files: + if f[-4:] != ".jpg" and f[-4:] != ".png" and f[-4:] != ".bmp" and f[-4:] != ".ppm" and f[-4:] != ".pgm" and f[-5:] != ".JPEG": + continue + f1 = in_dir+"/"+f + img = Image.open(f1) + src_w = img.size[0] + src_h = img.size[1] + src_ch= img.layers + #if dst_w/dst_h > src_w/src_h: + img = img.resize((dst_w, dst_h), Image.ANTIALIAS) + if dst_ch != src_ch: + if dst_ch==3 and src_ch==1: + img0 = np.array(img) + img1 = np.zeros((dst_h,dst_w,dst_ch)) + img1[:,:,0]=img0;img1[:,:,1]=img0;img1[:,:,2]=img0 + img = Image.fromarray(img1.astype(np.uint8)) + elif dst_ch==1 and src_ch==3: + img = np.array(img) + img = img.mean(axis=2) + img = Image.fromarray(img.astype(np.uint8)) + else: + print("can't support ch %d -> %d"%(src_ch, dst_ch)) + exit() + img.save(out_dir+"/"+f.split(".")[-2]+".jpg") + print(out_dir+"/"+f.split(".")[-2]+".jpg") + print("Done!") + + + + + diff --git a/components/TinyMaix/tools/tflite/cifar10_f.tflite b/components/TinyMaix/tools/tflite/cifar10_f.tflite new file mode 100644 index 00000000..738d3f72 Binary files /dev/null and b/components/TinyMaix/tools/tflite/cifar10_f.tflite differ diff --git a/components/TinyMaix/tools/tflite/cifar10_q.tflite b/components/TinyMaix/tools/tflite/cifar10_q.tflite new file mode 100644 index 00000000..bcf9f6b9 Binary files /dev/null and b/components/TinyMaix/tools/tflite/cifar10_q.tflite differ diff --git a/components/TinyMaix/tools/tflite/mbnet128_0.25_f.tflite b/components/TinyMaix/tools/tflite/mbnet128_0.25_f.tflite new file mode 100644 index 00000000..063e9516 Binary files /dev/null and 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a/components/TinyMaix/tools/tflite/vww96_f.tflite b/components/TinyMaix/tools/tflite/vww96_f.tflite new file mode 100644 index 00000000..884e7eb5 Binary files /dev/null and b/components/TinyMaix/tools/tflite/vww96_f.tflite differ diff --git a/components/TinyMaix/tools/tflite/vww96_q.tflite b/components/TinyMaix/tools/tflite/vww96_q.tflite new file mode 100644 index 00000000..c5259502 Binary files /dev/null and b/components/TinyMaix/tools/tflite/vww96_q.tflite differ diff --git a/components/TinyMaix/tools/tflite2tmdl.py b/components/TinyMaix/tools/tflite2tmdl.py new file mode 100644 index 00000000..4e9c675e --- /dev/null +++ b/components/TinyMaix/tools/tflite2tmdl.py @@ -0,0 +1,622 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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,sys +import numpy as np +import tensorflow as tf +import time, struct +from PIL import Image +try: + from .tflite_reader import read_tflite +except: + from tflite_reader import read_tflite + + +# constant +TM_MDL_INT8 = 0 +TM_MDL_INT16 = 1 +TM_MDL_FP32 = 2 +TM_MDL_FP16 = 3 +TM_MDL_FP8_143 = 4 +TM_MDL_FP8_152 = 5 + +TM_FP8_143_BIAS = 9 +TM_FP8_152_BIAS = 15 + + +TML_CONV2D = 0 +TML_GAP = 1 +TML_FC = 2 +TML_SOFTMAX = 3 +TML_RESHAPE = 4 +TML_DWCONV2D = 5 +TML_ADD = 6 + +TM_PAD_VALID = 0 +TM_PAD_SAME = 1 + +TM_ACT_NONE = 0 +TM_ACT_RELU = 1 + +layername2type={\ + "CONV_2D" :TML_CONV2D, + "MEAN" :TML_GAP, + "FULLY_CONNECTED" :TML_FC, + "SOFTMAX" :TML_SOFTMAX, + "RESHAPE" :TML_RESHAPE, + "DEPTHWISE_CONV_2D":TML_DWCONV2D, + "ADD" :TML_ADD, +} + +MDLBINHEAD_SIZE=64 +LAYERHEAD_SIZE= 48 + +#e is fp16 https://docs.python.org/3/library/struct.html +#fp8 https://arxiv.org/abs/2206.02915 +#s.e.m and extra exponents bias + +mdl_type = TM_MDL_INT8 +unit_sizes= [1,2,4,2,1,1] +unit_size = unit_sizes[mdl_type] +w_types = ["b","h","f","e","fp8_143","fp8_152"] +w_type = w_types[mdl_type] +b_types = ["i","i","f","e","fp8_143","fp8_152"] +b_types_np= [np.int32,np.int32,np.float32,np.float16,np.uint8,np.uint8] +b_type = b_types[mdl_type] +b_type_np = b_types_np[mdl_type] +bunit_sizes= [4,4,4,2,1,1] +bunit_size = bunit_sizes[mdl_type] + + +############################### UTILS FUNCTIONS ##################################### +def is_mdl_float(mdl_type): + return ((mdl_type == TM_MDL_FP32) or (mdl_type == TM_MDL_FP16) or (mdl_type == TM_MDL_FP8_143) or (mdl_type == TM_MDL_FP8_152)) + +def is_mdl_int(mdl_type): + return ((mdl_type == TM_MDL_INT8) or (mdl_type == TM_MDL_INT16)) + +def align8(x): + return (x+7)//8*8 + +# Note: it is dirty implement for "ADD", only suit for simple resnet like network, no error warning for other network +# and it is simple implement for memory manage in "ADD", it can be optimize many here... +# Ping-pong buf + extra-ADD buf +def cal_buf_size(layers, mdl_type, out_deq): + buf_sizes = [] + keep_sizes = [0] + global unit_sizes + unit_size = unit_sizes[mdl_type] + + for l in layers: + if l["is_output"] and out_deq and (mdl_type != TM_MDL_FP32) : #fp16/fp8 also need deq + buf_size = align8(np.prod(l["in_shape"])*unit_size)+align8(np.prod(l["out_shape"])*unit_size)+align8(np.prod(l["out_shape"])*4) + if l["is_keep"]: + raise "not support keep flag in output" + elif (l["name"] == "SOFTMAX"): #reserve float place for deq or middle + buf_size = align8(np.prod(l["in_shape"])*unit_size)+align8(np.prod(l["out_shape"])*4) + if l["is_keep"]: + raise "not support keep flag in SOFTMAX" + else: + buf_size = align8(np.prod(l["in_shape"])*unit_size)+align8(np.prod(l["out_shape"])*unit_size) + if l["is_keep"]: + keep_sizes.append(align8(np.prod(l["out_shape"])*unit_size)) + + if (l["name"] == "RESHAPE"): + buf_size -= align8(np.prod(l["in_shape"])*unit_size) #as reshape is inplace + #print("%s: %d"%(l["name"], buf_size)) + buf_sizes.append(buf_size) + + buf_size = max(buf_sizes) + keep_size = max(keep_sizes) + #print(buf_size) + print("ping-pong buf %d Byte, ADD-buf %d Byte; Total %d Byte"%(buf_size, keep_size, buf_size+keep_size)) + return buf_size,keep_size + +#dims: 3,h,w,c; 2,1,w,c; 1,1,1,c +def shape2dims(shape): + dims = [len(shape)] + [1]*(3-len(shape)) + dims.extend(shape) + return dims + +############################### FP8 FUNCTIONS ##################################### +# fp32:1.8.23_127, fp16: 1.5.10_15, bf16: 1.8.7_127 +# fp8: 1.4.3, 1.5.2 +def fp32_to_fp8(fp32, ecnt,mcnt,bias): + buf = np.array(fp32).astype(np.float32).tobytes() + data = np.frombuffer(buf, dtype=np.uint32)[0] + fp32_s = data>>31 + fp32_e = (data>>23)&0x0ff + fp32_m = (data&0x07fffff) + #print("fp32 s.e.m=%d, %d, %d"%(fp32_s, fp32_e, fp32_m)) + fp8_s = fp32_s + fp8_e = fp32_e-127+bias + fp8_m = ((fp32_m>>(22-mcnt))+1)>>1 + if fp8_m>= (1< (1<>31 + fp32_e = (data>>23)&0x0ff + fp32_m = (data&0x07fffff) + #print("fp32 s.e.m=%d, %d, %d"%(fp32_s, fp32_e, fp32_m)) + fp8_s = fp32_s + fp8_e = fp32_e-127+bias + fp8_m = ((fp32_m>>(22-mcnt))+1)>>1 + if fp8_m>= (1< (1<>7 + fp8_e = (fp8&0x7f)>>mcnt + fp8_m = fp8&((1<=0 and hpad>=0) + print(" padding same(T,B,L,R): %d,%d,%d,%d"%(hpad//2, hpad - hpad//2, wpad//2, wpad - wpad//2)) + lbody += struct.pack('B', int(hpad//2)); #top + lbody += struct.pack('B', int(hpad - hpad//2));#bottom + lbody += struct.pack('B', int(wpad//2)); #left + lbody += struct.pack('B', int(wpad - wpad//2));#right + elif l["padding"] == 1: #valid + lbody += struct.pack(endian+'I', 0) + print(" padding valid") + elif l["padding"] == 2: #valid & fuse pad + last_pad = l["pad"] + print(" Fusing PAD and CONV/DWCONV valid") + lbody += struct.pack('BBBB', last_pad[0], last_pad[1], last_pad[2], last_pad[3]) + print(" padding (T,B,L,R): %d,%d,%d,%d"%(last_pad[0], last_pad[1], last_pad[2], last_pad[3])) + else: #same #top,bottom,left,right + print("unsupport padding!") + assert 0 + + lbody += struct.pack(endian+'I', 0 if l["name"] == "CONV_2D" else l["depth_multiplier"]); + lbody += struct.pack(endian+'I', 0);#pad + # cal ws&w&b oft + ws_oft = LAYERHEAD_SIZE + len(lbody) + 12 #add 4 uint32 oft + ws_size= (mo_c*4+7)//8*8 if is_mdl_int(mdl_type) else 0 + w_oft = ws_oft + ws_size + w_size = (w.size*unit_size+7)//8*8 + b_oft = w_oft+w_size + b_size = (b.size*bunit_size+7)//8*8 + + lbody += struct.pack(endian+'I', ws_oft); #ws_oft + lbody += struct.pack(endian+'I', w_oft); #w_oft + lbody += struct.pack(endian+'I', b_oft); #b_oft + assert len(lbody)%8 == 0 + # weight scale + if is_mdl_int(mdl_type): + ws = l["w_scale"] + lbody += struct.pack(endian+"%df"%(ws.size), *ws) + if ws_size!= ws.size*4: + lbody += bytes(ws_size-ws.size*4) #align to 8bytes + assert len(lbody)%8 == 0 + # weight + if mdl_type == TM_MDL_INT8: + lbody += w.astype(np.int8).tobytes() + elif mdl_type == TM_MDL_INT16: + print("INT16 TODO") + assert 0 + elif mdl_type == TM_MDL_FP32: + lbody += struct.pack(endian+"%df"%(w.size), *w) + elif mdl_type == TM_MDL_FP16: + lbody += struct.pack(endian+"%de"%(w.size), *w) + elif mdl_type == TM_MDL_FP8_143: + lbody = fill_fp8_data(mdl_type, lbody, w) + elif mdl_type == TM_MDL_FP8_152: + lbody = fill_fp8_data(mdl_type, lbody, w) + else: + print("unsupport mdl type %d"%mdl_type) + assert 0 + if w_size!= w.size*unit_size: + lbody += bytes(w_size-w.size*unit_size) #align to 8bytes + assert len(lbody)%8 == 0 + #bias + if (mdl_type == TM_MDL_FP8_143) or (mdl_type == TM_MDL_FP8_152): + lbody = fill_fp8_data(mdl_type, lbody, b) + else: + lbody += struct.pack(endian+"%d"%(b.size)+b_type, *b) + if b_size!= b.size*bunit_size: + lbody += bytes(b_size-b.size*bunit_size) #align to 8bytes + assert len(lbody)%8 == 0 + return lbody + +def pack_gap(l, mdl_type, endian): + if list(l["reduce_idx"]) != [0,1]: + print("only support gap now") + assert 0 + else: + return b'' + +def pack_fc(l, mdl_type, endian): + lbody = b'' + if is_mdl_int(mdl_type): + ms = l["i_scale"] + mzp= l["i_zeropoint"] + _os= l["o_scale"] + _ozp=l["o_zeropoint"] + mi_c = l["in_shape"][-1] + mo_c = l["out_shape"][-1] + w = l["weight"].flatten() #co,ci + b = l["bias"].copy() if 'bias' in l else np.zeros((mo_c,)) + if is_mdl_int(mdl_type): + tmp = np.array([np.sum(w[c*mi_c:(c+1)*mi_c]) for c in range(mo_c)]) + b += (-mzp*tmp) + # cal ws&w&b oft + ws_oft = LAYERHEAD_SIZE + len(lbody) + 16 #add 4 uint32 oft + ws_size= (mo_c*4+7)//8*8 if is_mdl_int(mdl_type) else 0 + w_oft = ws_oft + ws_size + w_size= (w.size*unit_size+7)//8*8 + b_oft = w_oft+w_size + b_size= (b.size*bunit_size+7)//8*8 + + lbody += struct.pack(endian+'I', ws_oft); #ws_oft + lbody += struct.pack(endian+'I', w_oft); #w_oft + lbody += struct.pack(endian+'I', b_oft); #b_oft + lbody += struct.pack(endian+'I', 0); #reserve, align 8 + assert len(lbody)%8 == 0 + + # weight scale + if is_mdl_int(mdl_type): + ws = l["w_scale"] + lbody += struct.pack(endian+"%df"%(ws.size), *ws) + if ws_size!= ws.size*4: + lbody += bytes(ws_size-ws.size*4) #align to 8bytes + assert len(lbody)%8 == 0 + # weight + if mdl_type == TM_MDL_INT8: + lbody += w.astype(np.int8).tobytes() + elif mdl_type == TM_MDL_INT16: + print("INT16 TODO") + assert mdl_type!=TM_MDL_INT16 + elif mdl_type == TM_MDL_FP32: + lbody += struct.pack(endian+"%df"%(w.size), *w) + elif mdl_type == TM_MDL_FP16: + lbody += struct.pack(endian+"%de"%(w.size), *w) + elif mdl_type == TM_MDL_FP8_143: + lbody = fill_fp8_data(mdl_type, lbody, w) + elif mdl_type == TM_MDL_FP8_152: + lbody = fill_fp8_data(mdl_type, lbody, w) + else: + print("unsupport mdl type %d"%mdl_type) + assert 0 + if w_size!= w.size*unit_size: + lbody += bytes(w_size-w.size*unit_size) #align to 8bytes + assert len(lbody)%8 == 0 + #bias + b=b.astype(b_type_np) + if (mdl_type == TM_MDL_FP8_143) or (mdl_type == TM_MDL_FP8_152): + lbody = fill_fp8_data(mdl_type, lbody, b) + else: + lbody += struct.pack(endian+"%d"%(b.size)+b_type, *b) + if b_size!= b.size*bunit_size: + lbody += bytes(b_size-b.size*bunit_size) #align to 8bytes + + assert len(lbody)%8 == 0 + return lbody + +def pack_softmax(l, mdl_type, endian): + return b'' + +def pack_reshape(l, mdl_type, endian): + return b'' + +def pack_add(l, mdl_type, endian, buf_size): + if l["fused_activation_function"]: + assert "Not support ADD with fused_activation_function now" + lbody = b'' + lbody += struct.pack(endian+'i', buf_size); #input1-buf oft + lbody += struct.pack(endian+'f', l["i_scale1"]); + lbody += struct.pack(endian+'f' if is_mdl_float(mdl_type) else endian+'i', l["i_zeropoint1"]) + lbody += struct.pack(endian+'i', 0); + return lbody + +############################### PACK FUNCTIONS ##################################### +def pack_tmdl(layers, mdl_name, mdl_type, out_deq, in_dims, out_dims, endian, write_c_header=True): + global unit_size,w_type,b_type,b_type_np,bunit_size + #mdl_name = "mnist.tmodel" + fw = open(mdl_name, "wb") + if is_mdl_float(mdl_type) and layers[0]["quant"]: + print("quant type unmatch with tflite type!") + exit() + elif is_mdl_int(mdl_type) and not layers[0]["quant"]: + print("quant type unmatch with tflite type!") + exit() + # cfg + #mdl_type = quant_type + #out_deq = 1 #output do dequant + input_cnt = 1 + output_cnt= 1 + layer_cnt = len(layers) + buf_size,keep_size = cal_buf_size(layers, mdl_type, out_deq) + sub_size = 0 + in_dims = shape2dims(in_dims) + out_dims = shape2dims(out_dims) + + unit_size = unit_sizes[mdl_type] + w_type = w_types[mdl_type] + b_type = b_types[mdl_type] + b_type_np = b_types_np[mdl_type] + bunit_size= bunit_sizes[mdl_type] + + # head + print("================ pack model head ================") + model_size = 0 + head = b'MAIX' + head += struct.pack(endian+'B', mdl_type); print("mdl_type =%d"%mdl_type) + head += struct.pack(endian+'B', out_deq); print("out_deq =%d"%out_deq) + head += struct.pack(endian+'H', input_cnt); print("input_cnt =%d"%input_cnt) + head += struct.pack(endian+'H', output_cnt);print("output_cnt =%d"%output_cnt) + head += struct.pack(endian+'H', layer_cnt); print("layer_cnt =%d"%layer_cnt) + head += struct.pack(endian+'I', buf_size+keep_size); print("buf_size =%d, keep_size=%d, Total=%d"%(buf_size, keep_size, buf_size+keep_size)) + head += struct.pack(endian+'I', sub_size); print("sub_size =%d"%sub_size) + head += struct.pack(endian+'4H', *in_dims); print("in_dims =",in_dims) + head += struct.pack(endian+'4H', *out_dims); print("out_dims =",out_dims) + head += bytes(28) + #print(head) + assert len(head)%8 == 0 #print("head not align on 8byte!") + fw.write(head) + model_size += len(head) + + # layers + print("================ pack layers ================") + out_oft = 0 + out_flag = 0 + out_size = np.prod(in_dims[1:])*unit_size + layer_sizes = [] + keep_flag = 0 + for index in range(len(layers)): + l = layers[index] + print("%s %s"%(l["name"], "KEEP" if l["is_keep"] else "")) + assert l["name"] in layername2type #print("layertype not support!") + tmp = l["in_shape"][1:]; in_dims = [len(tmp)] + [1]*(3-len(tmp)); in_dims.extend(tmp) + tmp = l["out_shape"][1:]; out_dims = [len(tmp)] + [1]*(3-len(tmp)); out_dims.extend(tmp) + print(" ",in_dims, out_dims) + + # layer head + layer_type = layername2type[l["name"]] + if l["is_output"]: + if out_flag == 0: + print(" OUTPUT!"); out_flag = 1 + else: + print("only support 1 output") + assert 0 + + if l["is_keep"]: + if keep_flag == 1: + assert "Not support multi tmp buf for ADD branch" + keep_flag = 1 + + layer_size = 0 #dummy + in_size = out_size + if (mdl_type != TM_MDL_FP32 and l["is_output"] and out_deq): #reserve float place for deq #fp16 also need "deq" + out_size = align8(np.prod(out_dims[1:])*unit_size) + align8(np.prod(out_dims[1:])*4) + elif (l["name"] == "SOFTMAX"): #reserve float place for middle + out_size = align8(np.prod(out_dims[1:])*4) + else: + out_size = align8(np.prod(out_dims[1:])*unit_size) + + in_oft = out_oft + if (l["name"] == "RESHAPE"): # inplace + out_oft= in_oft + else: + if out_oft != buf_size: + if l["is_keep"] == 0: # normal, last out_oft not in keep_buf, and this out is not keep too + out_oft = 0 if out_oft != 0 else buf_size-out_size + else: #need keep + out_oft_virt = 0 if out_oft != 0 else buf_size-out_size + out_oft = buf_size + else: + out_oft = 0 if out_oft_virt != 0 else buf_size-out_size + + print(" in_oft:%d, size:%d; out_oft:%d, size:%d"%(in_oft, in_size, out_oft, out_size)) + if mdl_type == TM_MDL_INT8 or mdl_type == TM_MDL_INT16: + in_s = l["i_scale"]; in_zp = int(l["i_zeropoint"]) + out_s = l["o_scale"]; out_zp= int(l["o_zeropoint"]) + else: + in_s = 1; in_zp = 0; + out_s = 1; out_zp= 0; + + lh = bytearray(0) + lh += struct.pack(endian+'H', layer_type); + lh += struct.pack(endian+'H', l["is_output"]); + lh += struct.pack(endian+'I', layer_size); + lh += struct.pack(endian+'I', in_oft); + lh += struct.pack(endian+'I', out_oft); + lh += struct.pack(endian+'4H', *in_dims); + lh += struct.pack(endian+'4H', *out_dims); + lh += struct.pack(endian+'f', in_s); #TODO: fast scale + lh += struct.pack(endian+'f' if is_mdl_float(mdl_type) else endian+'i', in_zp) + lh += struct.pack(endian+'f', out_s); + lh += struct.pack(endian+'f' if is_mdl_float(mdl_type) else endian+'i', out_zp); + #print(lh) + assert len(lh) == LAYERHEAD_SIZE #print("layer head not align on 8byte!") + + # layer body + if l["name"] == "CONV_2D" or l["name"] == "DEPTHWISE_CONV_2D": + lbody = pack_conv2d_dwconv2d(l, mdl_type, endian) + elif l["name"] == "MEAN": + lbody = pack_gap(l, mdl_type, endian) + elif l["name"] == "FULLY_CONNECTED": + lbody = pack_fc(l, mdl_type, endian) + elif l["name"] == "SOFTMAX": + lbody = pack_softmax(l, mdl_type, endian) + elif l["name"] == "RESHAPE": + lbody = pack_reshape(l, mdl_type, endian) + elif l["name"] == "ADD": + lbody = pack_add(l, mdl_type, endian, buf_size) + keep_flag = 0 + else: + print("unsupport layer type %s"%l["name"]) + assert 0 + + # fill layer size + layer_size = len(lh)+len(lbody) + lh[4:8] = struct.pack(endian+"I", layer_size) + print(" layer_size=%d"%layer_size) + layer_sizes.append(layer_size) + #write to file + fw.write(lh) + fw.write(lbody) + model_size += (len(lh)+len(lbody)) + + print("================ pack done! ================") + fw.close() + # write c header file + if write_c_header: + hmdl = ".".join(mdl_name.split(".")[:-1])+".h" + fr=open(mdl_name, "rb") + data = fr.read() + fr.close() + with open(hmdl, "w", encoding="utf-8") as fw: + fw.writelines("#ifndef __MODEL_FILE__H\r\n") + fw.writelines("#define __MODEL_FILE__H\r\n\r\n") + fw.writelines("#include \r\n") + fw.writelines("#define MDL_BUF_LEN (%d)\r\n"%buf_size) + fw.writelines("#define LBUF_LEN (%d)\r\n"%(MDLBINHEAD_SIZE+max(layer_sizes))) + fw.writelines("const uint8_t mdl_data[%d]={\\\r\n\t"%(len(data))) + for i in range(len(data)): + fw.writelines("0x%02x, "%(data[i])) + if i%16 == 15: + fw.writelines("\r\n\t") + fw.writelines("\r};\r\n") + fw.writelines("\r\n#endif\r\n") + + print(" model size %.1fKB (%d B) FLASH"%(model_size/1024, model_size)) + print(" buffer size %.1fKB (%d B) RAM"%(buf_size/1024, buf_size)) + print(" single layer mode subbuff size %.1fKB (%d+%d=%d B) RAM"%\ + ((MDLBINHEAD_SIZE+max(layer_sizes))/1024, MDLBINHEAD_SIZE, max(layer_sizes), MDLBINHEAD_SIZE+max(layer_sizes))) + print("Saved to %s, %s" % (mdl_name, hmdl)) + #!ls -lh $mdl_name + +def tflite2tmdl(tflite_name, tmdl_name, mdl_type, out_deq, in_dims, out_dims, endian, write_c_header=True, log_func=print): + layers = read_tflite(tflite_name, log_func=log_func) + pack_tmdl(layers, tmdl_name, mdl_type, out_deq, in_dims, out_dims, endian, write_c_header=write_c_header) + +def print_usage(): + print("Usage: python3 tflite2tmdl.py tflite_name tmdl_name mdl_type out_deq in_dims out_dims [is_be]") + print(" mdl_type: fp32, int8, int16, fp16, fp8_143, fp8_152") + print(" out_deq: if enable output dequant") + print(" in_dims,out_dims: dims except batch dim, max 3dims") + print(" currently only support single input/output convert") + print(" is_be: is big endian, default 0") + + +# python3 tflite2tmdl.py tflite/mnist_dw_f.tflite tmdl/mnist_dw_fp16.tmdl fp16 1 28,28,1 10 +# python3 tflite2tmdl.py tflite/mnist_dw_q.tflite tmdl/mnist_dw_q.tmdl int8 1 28,28,1 10 +# python3 tflite2tmdl.py tflite/mbnet_f.tflite tmdl/mbnet_f.tmdl fp32 1 128,128,3 1000 +# python3 tflite2tmdl.py tflite/mbnet_q.tflite tmdl/mbnet_q.tmdl int8 1 128,128,3 1000 +# python3 tflite2tmdl.py tflite/mbnet_f.tflite tmdl/mbnet_fp16.tmdl fp16 1 128,128,3 1000 +# python3 tflite2tmdl.py tflite/mnist_valid_f.tflite tmdl/mbnet_fp8.tmdl fp8_152 1 28,28,1 10 +# python3 tflite2tmdl.py tflite/mbnet_f.tflite tmdl/mbnet_fp8.tmdl fp8_152 1 128,128,3 1000 +mdl_type_dict={"fp32":TM_MDL_FP32, "int8":TM_MDL_INT8, "int16":TM_MDL_INT16, "fp16":TM_MDL_FP16, "fp8_143":TM_MDL_FP8_143, "fp8_152":TM_MDL_FP8_152} +if __name__ == '__main__': + if len(sys.argv) < 7: + print_usage() + exit() + + tflite_name = sys.argv[1] + tmdl_name = sys.argv[2] + mdl_type = mdl_type_dict[sys.argv[3]] + out_deq = int(sys.argv[4]) + in_dims = sys.argv[5] + out_dims = sys.argv[6] + endian = "<" + if len(sys.argv) > 7: + endian = ">" if int(sys.argv[7]) != 0 else "<" + + in_dims = in_dims.split(",") + in_dims = [int(i) for i in in_dims] + out_dims = out_dims.split(",") + out_dims = [int(i) for i in out_dims] + tflite2tmdl(tflite_name, tmdl_name, mdl_type, out_deq, in_dims, out_dims, endian) + + + diff --git a/components/TinyMaix/tools/tflite_reader.py b/components/TinyMaix/tools/tflite_reader.py new file mode 100644 index 00000000..8d94e937 --- /dev/null +++ b/components/TinyMaix/tools/tflite_reader.py @@ -0,0 +1,279 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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 numpy as np +from keras.datasets import mnist +from tensorflow.python.keras.backend import set_session +from tensorflow.python.keras.models import load_model +from tensorflow.keras.models import Model, load_model, Sequential +from tensorflow.keras.layers import Conv2D, Dense, MaxPooling2D, Softmax, Activation, BatchNormalization, Flatten, Dropout, DepthwiseConv2D +from tensorflow.keras.layers import MaxPool2D, AvgPool2D, AveragePooling2D, GlobalAveragePooling2D,ZeroPadding2D,Input,Embedding,PReLU +from keras.callbacks import ModelCheckpoint +from keras.callbacks import TensorBoard +from keras.utils import np_utils +from keras.preprocessing.image import ImageDataGenerator +import keras.backend as K +import tensorflow as tf +import time + +#/tensorflow/lite/tools/visualize.py +import re +from tensorflow.lite.python import schema_py_generated as schema_fb + +def BuiltinCodeToName(code): + """Converts a builtin op code enum to a readable name.""" + for name, value in schema_fb.BuiltinOperator.__dict__.items(): + if value == code: + return name + return None +def CamelCaseToSnakeCase(camel_case_input): + """Converts an identifier in CamelCase to snake_case.""" + s1 = re.sub("(.)([A-Z][a-z]+)", r"\1_\2", camel_case_input) + return re.sub("([a-z0-9])([A-Z])", r"\1_\2", s1).lower() +def FlatbufferToDict(fb, preserve_as_numpy): + if isinstance(fb, int) or isinstance(fb, float) or isinstance(fb, str): + return fb + elif hasattr(fb, "__dict__"): + result = {} + for attribute_name in dir(fb): + attribute = fb.__getattribute__(attribute_name) + if not callable(attribute) and attribute_name[0] != "_": + snake_name = CamelCaseToSnakeCase(attribute_name) + preserve = True if attribute_name == "buffers" else preserve_as_numpy + result[snake_name] = FlatbufferToDict(attribute, preserve) + return result + elif isinstance(fb, np.ndarray): + return fb if preserve_as_numpy else fb.tolist() + elif hasattr(fb, "__len__"): + return [FlatbufferToDict(entry, preserve_as_numpy) for entry in fb] + else: + return fb +def CreateDictFromFlatbuffer(buffer_data): + model_obj = schema_fb.Model.GetRootAsModel(buffer_data, 0) + model = schema_fb.ModelT.InitFromObj(model_obj) + return FlatbufferToDict(model, preserve_as_numpy=False) + + +def read_tflite(tflite_name, log_func=print): + layers = [] + # Read the model. + with open(tflite_name, 'rb') as f: + model_buffer = f.read() + + interpreter = tf.lite.Interpreter(model_content=model_buffer) + interpreter.allocate_tensors() + + data = CreateDictFromFlatbuffer(model_buffer) + op_codes = data['operator_codes'] + subg = data['subgraphs'][0] + tensors = subg['tensors'] #weight, bias here + input_idxs = subg['inputs'] + output_idxs = subg['outputs'] + + # convert name to utf readable + for i in range(len(tensors)): + tmp = tensors[i]["name"] + tmp = bytearray(tmp) + tensors[i]["name"] = tmp.decode('utf-8') + + # export layer param + last_pad = None + for idx in range(len(subg['operators'])): + layer = subg['operators'][idx] + l={} + #layer name + op_idx = layer['opcode_index'] + op_code = op_codes[op_idx]['builtin_code'] + layer_name = BuiltinCodeToName(op_code) + l["name"]=layer_name + l["is_keep"] = 0 + log_func(layer_name) + + #layer param + layer_param = layer['builtin_options'] + log_func(layer_param) + if layer_param is not None: + l.update(layer_param) + + #layer input/output idx + input_tensor_idx = layer['inputs'] + output_tensor_idx = layer['outputs'] + + if len(output_tensor_idx)>1: + raise Exception("Not support multi output yet") + + if output_tensor_idx[0] in output_idxs: + l.update({"is_output":1}) + log_func("OUTPUT!") + else: + l.update({"is_output":0}) + + #input + input_idx = input_tensor_idx[0] + if last_pad == None: + l.update({"in_shape":tensors[input_idx]["shape"]}) + else: + shape = tensors[input_idx]["shape"] + shape[1] = shape[1] - last_pad[0] - last_pad[1] + shape[2] = shape[2] - last_pad[2] - last_pad[3] + l.update({"in_shape":shape}) + l.update({"in_name":tensors[input_idx]["name"]}) + log_func(" input: %s"%(tensors[input_idx]["name"])) + + if tensors[input_idx]["quantization"]['scale'] is not None: + l.update({"i_scale":tensors[input_idx]['quantization' ]['scale'][0]}) + l.update({"i_zeropoint":tensors[input_idx]['quantization' ]['zero_point'][0]}) + l.update({"quant":1}) + else: + l.update({"i_scale":1}) + l.update({"i_zeropoint":0}) + l.update({"quant":0}) + #output + output_idx = output_tensor_idx[0] + l.update({"out_shape":tensors[output_idx]["shape"]}) + l.update({"out_name":tensors[output_idx]["name"]}) + log_func(" output: %s"%(tensors[output_idx]["name"])) + if tensors[output_idx]["quantization"]['scale'] is not None: + l.update({"o_scale":tensors[output_idx]['quantization' ]['scale'][0]}) + l.update({"o_zeropoint":tensors[output_idx]['quantization' ]['zero_point'][0]}) + else: + l.update({"o_scale":1}) + l.update({"o_zeropoint":0}) + + if layer_name == "CONV_2D" or layer_name == "DEPTHWISE_CONV_2D": + #filter weight + weight_idx = input_tensor_idx[1] + weight = interpreter.get_tensor(weight_idx) #用interpreter获取具体的权重数值 + filters = tensors[weight_idx]['shape'] #卷积核尺寸 + log_func(" filter %d: %s "%(weight_idx, tensors[weight_idx]["name"])) + #print(weight.shape, filters) + #print(tensors[weight_idx]) + l.update({"weight":weight}) + if tensors[weight_idx]["quantization"]['scale'] is not None: + l.update({"w_scale":np.array(tensors[weight_idx]['quantization' ]['scale'])}) + l.update({"w_zeropoint":np.array(tensors[weight_idx]['quantization' ]['zero_point'])}) + else: + l.update({"w_scale":1}) + l.update({"w_zeropoint":0}) + #filter bias + bias_idx = input_tensor_idx[2] + bias = interpreter.get_tensor(bias_idx) + log_func(" bias %d: %s"%(bias_idx,tensors[bias_idx]["name"])) + l.update({"bias":bias}) + if tensors[bias_idx]["quantization"]['scale'] is not None: + l.update({"b_scale":np.array(tensors[bias_idx]['quantization' ]['scale'])}) + l.update({"b_zeropoint":np.array(tensors[bias_idx]['quantization' ]['zero_point'])}) + else: + l.update({"b_scale":1}) + l.update({"b_zeropoint":0}) + #fuse pad + if last_pad != None: + l.update({"padding":2}) + l.update({"pad":last_pad}) + elif layer_name == "MEAN": + data_idx = input_tensor_idx[1] + log_func(" data: %s"%(tensors[data_idx]["name"])) + reduce_idx = interpreter.get_tensor(data_idx) + l.update({"reduce_idx":reduce_idx-1}) + elif layer_name == "FULLY_CONNECTED": + weight_idx = input_tensor_idx[1] + log_func(" weight: %s"%(tensors[weight_idx]["name"])) + weight = interpreter.get_tensor(weight_idx) + l.update({"weight":weight}) + if tensors[weight_idx]["quantization"]['scale'] is not None: + l.update({"w_scale":np.array(tensors[weight_idx]['quantization' ]['scale'])}) + l.update({"w_zeropoint":np.array(tensors[weight_idx]['quantization' ]['zero_point'])}) + else: + l.update({"w_scale":1}) + l.update({"w_zeropoint":0}) + bias_idx = input_tensor_idx[2] + if bias_idx >= 0: + log_func(" bias: %s"%(tensors[bias_idx]["name"])) + bias = interpreter.get_tensor(bias_idx) + l.update({"bias":bias}) + if tensors[bias_idx]["quantization"]['scale'] is not None: + l.update({"b_scale":np.array(tensors[bias_idx]['quantization' ]['scale'])}) + l.update({"b_zeropoint":np.array(tensors[bias_idx]['quantization' ]['zero_point'])}) + else: + l.update({"b_scale":1}) + l.update({"b_zeropoint":0}) + elif layer_name == "SOFTMAX": + log_func(" softmax no param") + elif layer_name == "RESHAPE": + log_func(" reshape no param") + elif layer_name == "PAD": + log_func(" Dirty deal with PAD") + layer_next = subg['operators'][idx+1] + op_idx = layer_next['opcode_index'] + op_code = op_codes[op_idx]['builtin_code'] + layer_next_name = BuiltinCodeToName(op_code) + if layer_next_name == "CONV_2D" or layer_next_name == "DEPTHWISE_CONV_2D": + if layer_next['builtin_options']["padding"] == 1: #valid + #print(layer_next) + #print(len(input_tensor_idx)) + pad_idx = input_tensor_idx[1] + log_func(" pad: %s"%(tensors[pad_idx]["name"])) + pad = interpreter.get_tensor(pad_idx) + #print(pad) + assert pad[0,0]==0 and pad[0,1]==0 and pad[3,0]==0 and pad[3,1]==0 + #l.update({"pad":[pad[1][0], pad[1][1], pad[2][0], pad[2][1]]}) + last_pad = [pad[1][0], pad[1][1], pad[2][0], pad[2][1]] + continue + else: + raise Exception("only deal with pad+conv_valid") + else: + raise Exception("only deal with pad+conv/dwconv") + elif layer_name == "ADD": + if len(input_tensor_idx)>1: + input_idx1 = input_tensor_idx[1] + l.update({"in_shape1":tensors[input_idx1]["shape"]}) + l.update({"in_name1":tensors[input_idx1]["name"]}) + log_func(" input1: %s"%(tensors[input_idx1]["name"])) + if tensors[input_idx]["quantization"]['scale'] is not None: + l.update({"i_scale1":tensors[input_idx1]['quantization' ]['scale'][0]}) + l.update({"i_zeropoint1":tensors[input_idx1]['quantization' ]['zero_point'][0]}) + else: + l.update({"i_scale1":1}) + l.update({"i_zeropoint1":0}) + is_in = 0 + idx0 = -1 + idx1 = -1 + for _i in range(len(layers)): + if layers[_i]["out_name"] == tensors[input_idx]["name"]: + idx0 = _i + break + for _i in range(len(layers)): + if layers[_i]["out_name"] == tensors[input_idx1]["name"]: + idx1 = _i + break + if idx0 < 0 or idx1 < 0: + raise Exception("not found input0 or input1 node before!") + if abs(idx-idx0) > abs(idx-idx1): #keep far one in tmpbuf + layers[idx0]["is_keep"] = 1 + else: + layers[idx1]["is_keep"] = 1 + log_func(" add no param") + elif layer_name in ["SHAPE", "STRIDED_SLICE", "PACK"]: + log_func(" ignore %s" % layer_name) + continue + elif layer_name == "QUANTIZE": + raise Exception("QUANTIZE not supported, maybe tflite is not quantized model, check your tflite model") + else: + raise Exception("Not support layer %s"%layer_name) + layers.append(l) + last_pad = None + return layers + + diff --git a/components/TinyMaix/tools/tmdl/cifar10_f.h b/components/TinyMaix/tools/tmdl/cifar10_f.h new file mode 100644 index 00000000..49852dea --- /dev/null +++ b/components/TinyMaix/tools/tmdl/cifar10_f.h @@ -0,0 +1,22433 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (45056) +#define LBUF_LEN (205200) +const uint8_t mdl_data[358776]={\ + 0x4d, 0x41, 0x49, 0x58, 0x02, 0x01, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0x00, 0xb0, 0x00, 0x00, + 0x00, 0x00, 0x00, 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a/components/TinyMaix/tools/tmdl/cifar10_q.h b/components/TinyMaix/tools/tmdl/cifar10_q.h new file mode 100644 index 00000000..c538534b --- /dev/null +++ b/components/TinyMaix/tools/tmdl/cifar10_q.h @@ -0,0 +1,5698 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (11264) +#define LBUF_LEN (51856) +const uint8_t mdl_data[91008]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0x00, 0x2c, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x20, 0x00, 0x20, 0x00, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xb0, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, + 0x03, 0x00, 0x20, 0x00, 0x20, 0x00, 0x03, 0x00, 0x03, 0x00, 0x10, 0x00, 0x10, 0x00, 0x20, 0x00, + 0x81, 0x80, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0x54, 0x09, 0x76, 0x3d, 0x80, 0xff, 0xff, 0xff, + 0x05, 0x05, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x01, 0x02, 0x01, 0x02, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0xd0, 0x00, 0x00, 0x00, 0x30, 0x0a, 0x00, 0x00, + 0x88, 0xe9, 0x05, 0x3c, 0xdf, 0x62, 0x0b, 0x3b, 0x8c, 0x9f, 0x7f, 0x3b, 0x2d, 0x1b, 0x18, 0x3c, + 0xa7, 0x47, 0x60, 0x3b, 0xfe, 0x79, 0x63, 0x3a, 0xf5, 0x48, 0x8c, 0x3b, 0xab, 0x0f, 0x09, 0x3b, + 0xf1, 0xa8, 0x25, 0x3c, 0x80, 0xb2, 0x8f, 0x3b, 0x8d, 0xef, 0xf0, 0x3a, 0xd3, 0x44, 0xa4, 0x3b, + 0x73, 0x4c, 0x5a, 0x3b, 0x63, 0x89, 0x91, 0x3b, 0x36, 0x0b, 0x88, 0x3c, 0x55, 0xd2, 0xa6, 0x3b, + 0x25, 0xd6, 0x4a, 0x3b, 0xa6, 0x8c, 0x35, 0x3b, 0xc1, 0x2b, 0x0c, 0x3b, 0x49, 0x42, 0x6c, 0x3b, + 0x37, 0x1f, 0x24, 0x3b, 0x4e, 0xe4, 0x8b, 0x3c, 0x5f, 0x80, 0x46, 0x3b, 0x53, 0xb2, 0x15, 0x3b, + 0x7b, 0x3a, 0x3e, 0x3c, 0xd7, 0x22, 0x66, 0x3a, 0x52, 0x61, 0xb3, 0x3b, 0x20, 0x31, 0x44, 0x3c, + 0xb0, 0x8b, 0x66, 0x3c, 0xbd, 0x0f, 0x90, 0x3c, 0xbc, 0xc3, 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0xd8, 0xc6, + 0x13, 0xfc, 0x06, 0x0a, 0xeb, 0xe5, 0x06, 0x09, 0xd7, 0x16, 0x1a, 0x0c, 0xe7, 0x21, 0xb5, 0xfb, + 0xf9, 0x06, 0x13, 0xde, 0x09, 0x0e, 0xe8, 0x14, 0x9a, 0xf1, 0xed, 0xff, 0x51, 0x5e, 0xeb, 0xff, + 0x6d, 0x67, 0xf6, 0xff, 0x33, 0x71, 0xf5, 0xff, 0x8d, 0x6b, 0xf1, 0xff, 0x7f, 0xb2, 0xef, 0xff, + 0x53, 0x63, 0xea, 0xff, 0xdf, 0x9c, 0xf0, 0xff, 0x6d, 0x25, 0xeb, 0xff, 0xaf, 0x15, 0xef, 0xff, + 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xc8, 0x2b, 0x00, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0xb7, 0x7b, 0x8d, 0x3d, 0x37, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, + }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mbnet128_0.25_f.h b/components/TinyMaix/tools/tmdl/mbnet128_0.25_f.h new file mode 100644 index 00000000..c9a81060 --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mbnet128_0.25_f.h @@ -0,0 +1,116997 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (393216) +#define LBUF_LEN (1028144) +const uint8_t mdl_data[1871792]={\ + 0x4d, 0x41, 0x49, 0x58, 0x02, 0x01, 0x01, 0x00, 0x01, 0x00, 0x1f, 0x00, 0x00, 0x00, 0x06, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x80, 0x00, 0x80, 0x00, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0xe8, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xd0, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, + 0x03, 0x00, 0x80, 0x00, 0x80, 0x00, 0x03, 0x00, 0x03, 0x00, 0x40, 0x00, 0x40, 0x00, 0x08, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x03, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0xb0, 0x03, 0x00, 0x00, + 0xdc, 0xcf, 0x2a, 0xbf, 0xab, 0x69, 0x83, 0xbe, 0x57, 0xb8, 0x36, 0xbe, 0x51, 0xa9, 0xc5, 0x3c, + 0xd3, 0x2e, 0xee, 0x3e, 0x66, 0x28, 0x8e, 0xbe, 0xdb, 0x0b, 0x02, 0x40, 0x66, 0x1a, 0x04, 0x40, + 0x8b, 0x2b, 0x73, 0x3e, 0x37, 0xb4, 0xd1, 0x3d, 0x7a, 0x14, 0x6c, 0xbe, 0x91, 0xb5, 0x58, 0xbe, + 0x38, 0xd9, 0x37, 0x3f, 0x0c, 0xba, 0xd9, 0x3e, 0xb5, 0xd0, 0xb1, 0x3e, 0xee, 0x2c, 0xd8, 0x3f, + 0x52, 0x34, 0xe5, 0x3f, 0x5e, 0xd5, 0x82, 0x3f, 0xa8, 0x3d, 0xf7, 0xbe, 0xb8, 0xf7, 0xc2, 0xbe, + 0xa5, 0xe9, 0xa0, 0x3e, 0x6f, 0x2b, 0x54, 0x3e, 0xf0, 0xa9, 0xad, 0x3e, 0x50, 0x59, 0x73, 0xbe, + 0x3d, 0xd8, 0x9e, 0x3f, 0x1b, 0x84, 0xad, 0x3f, 0xf1, 0xfa, 0x2d, 0xbf, 0x60, 0xe2, 0x19, 0xbc, + 0xc6, 0x1f, 0x8b, 0xbd, 0x50, 0xd6, 0x7a, 0xbd, 0x93, 0x13, 0xea, 0xbc, 0x08, 0xc1, 0xf0, 0xbd, + 0x1d, 0x9d, 0xd6, 0xbd, 0xcc, 0xf0, 0xdf, 0xbc, 0xfd, 0xd8, 0x9c, 0xbd, 0x6f, 0xfc, 0x82, 0xbd, + 0x9b, 0xff, 0xb4, 0x3d, 0x9d, 0x6d, 0xde, 0x3d, 0x02, 0x81, 0x87, 0x3d, 0xdc, 0xb5, 0x04, 0x3e, + 0x4f, 0xa0, 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0xf0, 0x05, 0x00, + 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, 0x60, 0xf0, 0x05, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mbnet128_0.25_q.h b/components/TinyMaix/tools/tmdl/mbnet128_0.25_q.h new file mode 100644 index 00000000..97d8a793 --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mbnet128_0.25_q.h @@ -0,0 +1,31006 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (98304) +#define LBUF_LEN (264144) +const uint8_t mdl_data[495936]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x1f, 0x00, 0x00, 0x80, 0x01, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x80, 0x00, 0x80, 0x00, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0xe8, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x68, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, + 0x03, 0x00, 0x80, 0x00, 0x80, 0x00, 0x03, 0x00, 0x03, 0x00, 0x40, 0x00, 0x40, 0x00, 0x08, 0x00, + 0x81, 0x80, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0xc1, 0xc0, 0xc0, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x03, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00, 0x48, 0x01, 0x00, 0x00, + 0xaf, 0x24, 0x85, 0x3c, 0x03, 0xda, 0x9c, 0x3a, 0x7e, 0xd3, 0x3e, 0x3b, 0x9d, 0xf1, 0x9f, 0x34, + 0x7c, 0xb0, 0x7a, 0x3b, 0x7f, 0x60, 0x1d, 0x3b, 0x2c, 0xe5, 0x1f, 0x3c, 0x5d, 0x50, 0xb9, 0x32, + 0xd7, 0xf0, 0xf5, 0x01, 0x1d, 0xef, 0x7d, 0x7f, 0x0f, 0x06, 0xf2, 0xf3, 0x2c, 0x1a, 0x15, 0x68, + 0x6e, 0x3f, 0xe2, 0xe9, 0x13, 0x0d, 0x15, 0xf1, 0x4c, 0x53, 0xd6, 0xf8, 0xc7, 0xcd, 0xe8, 0x9e, + 0xa8, 0xe9, 0xc0, 0xcb, 0x4a, 0x5b, 0x37, 0x6c, 0x7f, 0x46, 0x4a, 0x4a, 0x28, 0xc0, 0xdf, 0xfc, + 0xae, 0xe4, 0x0f, 0xcd, 0xf6, 0x0b, 0x2a, 0x56, 0x46, 0x50, 0x7c, 0x5b, 0x32, 0x44, 0x32, 0x16, + 0x0b, 0xf6, 0x0d, 0x04, 0xed, 0xf5, 0xf0, 0xe8, 0xbf, 0x9f, 0xc4, 0xa4, 0x81, 0xb6, 0xd8, 0xcb, + 0xe4, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xe4, 0x55, 0x2a, 0xe6, + 0x75, 0x54, 0xd7, 0x26, 0xd8, 0xeb, 0x53, 0x7f, 0xe7, 0x29, 0x43, 0xff, 0xff, 0x1f, 0xf3, 0x18, + 0x3e, 0xf6, 0xfa, 0x00, 0x09, 0x05, 0x15, 0x17, 0x1d, 0xf9, 0x5c, 0x43, 0x03, 0x4b, 0x22, 0xff, + 0x3b, 0x5a, 0x1d, 0x61, 0x7f, 0x24, 0x1a, 0x32, 0x07, 0x0b, 0x22, 0x0f, 0x0c, 0x2a, 0x1a, 0xf2, + 0x0f, 0x0c, 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0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, + 0xaf, 0x0d, 0xfd, 0x3d, 0xe5, 0xff, 0xff, 0xff, 0xaf, 0x0d, 0xfd, 0x3d, 0xe5, 0xff, 0xff, 0xff, + 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, 0x18, 0x7c, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, + 0xaf, 0x0d, 0xfd, 0x3d, 0xe5, 0xff, 0xff, 0xff, 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, + }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mbnet96_0.25_q.h b/components/TinyMaix/tools/tmdl/mbnet96_0.25_q.h new file mode 100644 index 00000000..32ca3bec --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mbnet96_0.25_q.h @@ -0,0 +1,31009 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (55296) +#define LBUF_LEN (264144) +const uint8_t mdl_data[495984]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x20, 0x00, 0x00, 0xd8, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x60, 0x00, 0x60, 0x00, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0xe8, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x68, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, + 0x03, 0x00, 0x60, 0x00, 0x60, 0x00, 0x03, 0x00, 0x03, 0x00, 0x30, 0x00, 0x30, 0x00, 0x08, 0x00, + 0x81, 0x80, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0xc1, 0xc0, 0xc0, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x03, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00, 0x48, 0x01, 0x00, 0x00, + 0x37, 0x9c, 0xb7, 0x3c, 0x0f, 0xe3, 0x82, 0x3c, 0x4f, 0xe3, 0x27, 0x3c, 0x57, 0xff, 0xb2, 0x3b, + 0xab, 0x02, 0x64, 0x3c, 0x36, 0x47, 0x8d, 0x3c, 0x70, 0x0b, 0x3c, 0x3b, 0xfc, 0xbd, 0x92, 0x3c, + 0xed, 0xef, 0xe6, 0x11, 0x0d, 0xc0, 0x11, 0x64, 0x23, 0x03, 0xe1, 0xf2, 0xfb, 0xed, 0xb7, 0x22, + 0x7f, 0x12, 0xff, 0xf4, 0xfc, 0x00, 0x04, 0xff, 0x16, 0x17, 0x01, 0x09, 0xef, 0x0a, 0xd8, 0x31, + 0xe2, 0x03, 0xfd, 0x05, 0x0d, 0xef, 0x0b, 0xb1, 0x7f, 0xc2, 0x13, 0xea, 0x0e, 0x01, 0x06, 0x03, + 0xf7, 0x14, 0xf6, 0x06, 0xf6, 0x07, 0x15, 0x4e, 0x19, 0x37, 0x7f, 0x34, 0x2c, 0x42, 0x12, 0xf6, + 0xe6, 0xeb, 0xf3, 0xe4, 0xf9, 0xf7, 0xf6, 0x04, 0xf8, 0xcc, 0xf6, 0xd4, 0x94, 0xd2, 0xd5, 0xc2, + 0xec, 0xea, 0xbe, 0xe0, 0xce, 0xc2, 0xfa, 0xef, 0xf0, 0xf9, 0xee, 0x06, 0x26, 0x0c, 0xfb, 0x27, + 0xfd, 0x08, 0x13, 0x4e, 0x30, 0x69, 0x40, 0x55, 0x67, 0x62, 0x60, 0x7f, 0x20, 0x0e, 0xc8, 0x4b, + 0xeb, 0xa6, 0x23, 0xf1, 0xda, 0x48, 0x0d, 0x9f, 0x63, 0xe5, 0x81, 0x27, 0xe6, 0xe3, 0x0c, 0xfd, + 0xfc, 0x15, 0xf5, 0xe2, 0x0c, 0xf5, 0xf1, 0x04, 0x20, 0x01, 0x40, 0x49, 0x06, 0x1f, 0x26, 0x17, + 0xed, 0xd1, 0x0a, 0xa6, 0x81, 0xe3, 0xbe, 0xad, 0xde, 0x0f, 0x0e, 0xf4, 0x1b, 0x37, 0x15, 0x23, + 0x2f, 0x0a, 0x6c, 0x3b, 0x37, 0x58, 0x58, 0x32, 0x42, 0x3b, 0x29, 0x65, 0x39, 0x3f, 0x7f, 0x64, + 0x3c, 0x58, 0x4d, 0x3c, 0x14, 0x01, 0xf6, 0x21, 0x0d, 0x01, 0x12, 0xf6, 0xf9, 0x08, 0xf3, 0xd2, + 0x07, 0x44, 0x21, 0xf2, 0xfa, 0xee, 0xeb, 0xd5, 0xb6, 0x31, 0x7f, 0x37, 0xd9, 0xe2, 0xe2, 0xfa, + 0x01, 0xfc, 0x16, 0x0e, 0x04, 0xfb, 0xfd, 0x01, 0xd6, 0x6e, 0x00, 0x00, 0x75, 0x8f, 0x00, 0x00, + 0x6f, 0x84, 0x00, 0x00, 0x0f, 0x34, 0x00, 0x00, 0x20, 0xd6, 0x00, 0x00, 0xd5, 0x7f, 0x00, 0x00, + 0x38, 0xe2, 0xff, 0xff, 0x97, 0x78, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0xd8, 0x00, 0x00, 0x00, + 0x00, 0x90, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x30, 0x00, 0x30, 0x00, 0x08, 0x00, + 0x03, 0x00, 0x30, 0x00, 0x30, 0x00, 0x08, 0x00, 0xc1, 0xc0, 0xc0, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0xc1, 0xc0, 0xc0, 0x3c, 0x80, 0xff, 0xff, 0xff, 0x03, 0x03, 0x01, 0x01, 0x01, 0x01, 0x03, 0x00, + 0x01, 0x01, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, + 0x70, 0x00, 0x00, 0x00, 0xb8, 0x00, 0x00, 0x00, 0x5d, 0x60, 0xc8, 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0x00, 0x00, 0x7d, 0x94, 0xff, 0xff, 0xf1, 0xc9, 0xff, 0xff, + 0xad, 0xed, 0xff, 0xff, 0x04, 0x71, 0x00, 0x00, 0x92, 0x71, 0x00, 0x00, 0x7d, 0xab, 0xff, 0xff, + 0x6d, 0x40, 0x00, 0x00, 0xa5, 0x24, 0x00, 0x00, 0x4a, 0x8f, 0x00, 0x00, 0x01, 0xd1, 0xff, 0xff, + 0x84, 0xa9, 0xff, 0xff, 0x33, 0x68, 0x00, 0x00, 0x80, 0x7b, 0x00, 0x00, 0xf3, 0xb6, 0xff, 0xff, + 0x57, 0xc5, 0x00, 0x00, 0x37, 0x10, 0x00, 0x00, 0x70, 0xfd, 0xff, 0xff, 0x23, 0x77, 0x00, 0x00, + 0x87, 0x05, 0x00, 0x00, 0x6b, 0xf0, 0x00, 0x00, 0x06, 0x0c, 0x00, 0x00, 0xad, 0x0a, 0x00, 0x00, + 0xe0, 0xae, 0x00, 0x00, 0x0b, 0x40, 0x00, 0x00, 0x4c, 0x99, 0xff, 0xff, 0x74, 0xf8, 0xff, 0xff, + 0x7f, 0x13, 0x00, 0x00, 0x77, 0xbe, 0xff, 0xff, 0xa2, 0x9f, 0x00, 0x00, 0x50, 0x0f, 0x00, 0x00, + 0xa6, 0x80, 0xff, 0xff, 0xc7, 0x91, 0xff, 0xff, 0xfd, 0x2d, 0x00, 0x00, 0xce, 0x9a, 0x00, 0x00, + 0x98, 0x99, 0x00, 0x00, 0xe1, 0xb1, 0xff, 0xff, 0x30, 0xf2, 0xff, 0xff, 0xbb, 0xca, 0x00, 0x00, + 0xad, 0x0e, 0x00, 0x00, 0xae, 0x0b, 0x00, 0x00, 0x49, 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0x47, 0xfb, 0xff, 0xff, + 0x51, 0xa7, 0xff, 0xff, 0x57, 0xad, 0xff, 0xff, 0x8c, 0xf7, 0xff, 0xff, 0x9f, 0x2f, 0x00, 0x00, + 0x3e, 0x54, 0x00, 0x00, 0xd0, 0x03, 0x00, 0x00, 0x19, 0x07, 0x00, 0x00, 0xa9, 0xf9, 0xff, 0xff, + 0x12, 0x6c, 0x00, 0x00, 0x06, 0x2a, 0x00, 0x00, 0x02, 0x1a, 0x00, 0x00, 0x4c, 0x18, 0x00, 0x00, + 0x48, 0x8f, 0x00, 0x00, 0xd3, 0xcd, 0x00, 0x00, 0xe6, 0xe3, 0xff, 0xff, 0xf1, 0x0d, 0x00, 0x00, + 0xaf, 0x4e, 0x00, 0x00, 0xd9, 0x64, 0x00, 0x00, 0x54, 0xf8, 0xff, 0xff, 0x42, 0xe2, 0xff, 0xff, + 0xdb, 0x48, 0x00, 0x00, 0x9d, 0xfd, 0xff, 0xff, 0x48, 0xa0, 0xff, 0xff, 0x39, 0xd8, 0xff, 0xff, + 0x03, 0x29, 0x00, 0x00, 0x50, 0xa4, 0xff, 0xff, 0xea, 0xd8, 0xff, 0xff, 0x2b, 0x25, 0x00, 0x00, + 0x7b, 0x4c, 0x00, 0x00, 0xbb, 0x48, 0x00, 0x00, 0xb2, 0x05, 0x00, 0x00, 0x4c, 0x94, 0xff, 0xff, + 0x22, 0xe4, 0xff, 0xff, 0xb8, 0x14, 0x00, 0x00, 0x6e, 0x03, 0x00, 0x00, 0xa4, 0xc0, 0xff, 0xff, + 0x74, 0x31, 0x00, 0x00, 0x40, 0x02, 0x00, 0x00, 0x69, 0x93, 0x00, 0x00, 0xc8, 0x0d, 0x00, 0x00, + 0x11, 0x61, 0x00, 0x00, 0x13, 0xbd, 0xff, 0xff, 0x63, 0x5e, 0xff, 0xff, 0x7c, 0x1b, 0x00, 0x00, + 0x19, 0x43, 0x00, 0x00, 0x7e, 0x04, 0x00, 0x00, 0x07, 0x05, 0x00, 0x00, 0x28, 0xf8, 0x00, 0x00, + 0x4e, 0x24, 0x00, 0x00, 0x5b, 0xf4, 0xff, 0xff, 0x4f, 0xb1, 0x00, 0x00, 0x83, 0xa7, 0x00, 0x00, + 0x95, 0xc8, 0xff, 0xff, 0x35, 0xed, 0xff, 0xff, 0xc6, 0x21, 0x00, 0x00, 0x95, 0x2c, 0x00, 0x00, + 0xc3, 0xa1, 0xff, 0xff, 0x7f, 0x3a, 0x00, 0x00, 0xd5, 0xa5, 0xff, 0xff, 0x43, 0xcf, 0xff, 0xff, + 0xaa, 0x24, 0x00, 0x00, 0x31, 0xe8, 0xff, 0xff, 0x39, 0xe6, 0xff, 0xff, 0x21, 0xb1, 0xff, 0xff, + 0x0b, 0x4f, 0x00, 0x00, 0x61, 0xf3, 0xff, 0xff, 0x51, 0x6e, 0x00, 0x00, 0x90, 0xa0, 0x00, 0x00, + 0x9c, 0x83, 0xff, 0xff, 0x3e, 0xfe, 0xff, 0xff, 0x96, 0x26, 0x01, 0x00, 0x5a, 0x2f, 0x00, 0x00, + 0x22, 0x40, 0x00, 0x00, 0xf4, 0x3a, 0x00, 0x00, 0x69, 0xfc, 0xff, 0xff, 0xc5, 0xad, 0x00, 0x00, + 0x86, 0x08, 0x00, 0x00, 0x6b, 0x59, 0x00, 0x00, 0x3f, 0x5c, 0x00, 0x00, 0xdd, 0x63, 0x00, 0x00, + 0x70, 0x17, 0x00, 0x00, 0x59, 0xbe, 0xff, 0xff, 0xdb, 0xed, 0xff, 0xff, 0xb9, 0xa1, 0xff, 0xff, + 0x58, 0x85, 0xff, 0xff, 0xe7, 0xaf, 0xff, 0xff, 0xe2, 0x51, 0xff, 0xff, 0x71, 0xa5, 0xff, 0xff, + 0x84, 0xe7, 0xff, 0xff, 0xae, 0x39, 0x00, 0x00, 0x0b, 0xda, 0xff, 0xff, 0xd4, 0x0d, 0x00, 0x00, + 0x6f, 0xda, 0xff, 0xff, 0xff, 0xed, 0xff, 0xff, 0x81, 0x04, 0x00, 0x00, 0x95, 0xe4, 0xff, 0xff, + 0x9d, 0x22, 0x00, 0x00, 0x2b, 0x6d, 0x00, 0x00, 0xbd, 0x12, 0x00, 0x00, 0x05, 0x0c, 0x00, 0x00, + 0x0c, 0x48, 0x00, 0x00, 0xa9, 0x39, 0xff, 0xff, 0xdd, 0xa0, 0xff, 0xff, 0xeb, 0xda, 0xff, 0xff, + 0x8a, 0x04, 0x00, 0x00, 0xc9, 0xf6, 0xff, 0xff, 0x3a, 0xf3, 0xff, 0xff, 0x3f, 0xe4, 0xff, 0xff, + 0x2f, 0x97, 0xff, 0xff, 0x4d, 0x94, 0xff, 0xff, 0x17, 0xe2, 0xff, 0xff, 0x2a, 0xd6, 0xff, 0xff, + 0x7d, 0x9e, 0xff, 0xff, 0x59, 0x96, 0xff, 0xff, 0x79, 0xa5, 0xff, 0xff, 0xb3, 0x6e, 0x00, 0x00, + 0xb0, 0x05, 0x00, 0x00, 0xbc, 0x61, 0xff, 0xff, 0x63, 0xa8, 0xff, 0xff, 0x3a, 0xb7, 0xff, 0xff, + 0x56, 0x6c, 0xff, 0xff, 0x1a, 0x04, 0x00, 0x00, 0x54, 0x6a, 0x00, 0x00, 0x64, 0x6a, 0xff, 0xff, + 0xc4, 0x85, 0xff, 0xff, 0xc6, 0x83, 0xff, 0xff, 0x0b, 0xf5, 0xff, 0xff, 0x3a, 0xde, 0xff, 0xff, + 0xe1, 0xcf, 0xff, 0xff, 0x20, 0x45, 0x00, 0x00, 0xc6, 0xe0, 0xff, 0xff, 0x9c, 0xd4, 0xff, 0xff, + 0xe4, 0x02, 0x00, 0x00, 0xd1, 0xb8, 0xff, 0xff, 0xf5, 0x49, 0x00, 0x00, 0x03, 0xae, 0xff, 0xff, + 0x9c, 0x2f, 0x00, 0x00, 0xf2, 0x12, 0x00, 0x00, 0xb0, 0x08, 0x00, 0x00, 0x62, 0x55, 0x00, 0x00, + 0x3b, 0xd4, 0xff, 0xff, 0x8f, 0xe3, 0xff, 0xff, 0xaa, 0xe3, 0xff, 0xff, 0xb7, 0xed, 0xff, 0xff, + 0x3d, 0xf9, 0xff, 0xff, 0x5b, 0xad, 0xff, 0xff, 0xa7, 0x23, 0x00, 0x00, 0xb7, 0x2d, 0x00, 0x00, + 0xab, 0xe4, 0xff, 0xff, 0x29, 0xc7, 0xff, 0xff, 0xf8, 0xc3, 0xff, 0xff, 0x12, 0xc2, 0xff, 0xff, + 0xaa, 0x37, 0x00, 0x00, 0x19, 0x97, 0xff, 0xff, 0xf9, 0xa1, 0xff, 0xff, 0xd9, 0x8b, 0x00, 0x00, + 0x19, 0xea, 0xff, 0xff, 0x0d, 0xf7, 0xff, 0xff, 0xfb, 0xd8, 0xff, 0xff, 0x64, 0x11, 0x00, 0x00, + 0x8f, 0x08, 0x00, 0x00, 0x5c, 0xce, 0xff, 0xff, 0x5c, 0x31, 0x00, 0x00, 0x20, 0xfe, 0xff, 0xff, + 0x8b, 0xf5, 0xff, 0xff, 0xe7, 0x26, 0x00, 0x00, 0xed, 0x47, 0x00, 0x00, 0x43, 0x58, 0x00, 0x00, + 0x03, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, 0x18, 0xd4, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, + 0x33, 0x2d, 0x99, 0x3d, 0xe9, 0xff, 0xff, 0xff, 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, + 0x04, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0xe8, 0x03, + 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, + }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mnist_arduino_q.h b/components/TinyMaix/tools/tmdl/mnist_arduino_q.h new file mode 100644 index 00000000..b5b1cb4c --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_arduino_q.h @@ -0,0 +1,62 @@ +#include +#define MDL_BUF_LEN (960) +#define LBUF_LEN (360) +const uint8_t mdl_data[920]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0xc0, 0x03, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x10, 0x03, 0x00, 0x00, + 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x03, 0x00, 0x0d, 0x00, 0x0d, 0x00, 0x01, 0x00, + 0x81, 0x80, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0x68, 0x9d, 0x6b, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x58, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, + 0xb8, 0xfc, 0x51, 0x3c, 0x00, 0x00, 0x00, 0x00, 0x50, 0x7f, 0x30, 0xed, 0x10, 0x17, 0x9b, 0xc8, + 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xc4, 0x3d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, 0x00, 0x10, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x0d, 0x00, 0x0d, 0x00, 0x01, 0x00, 0x03, 0x00, 0x06, 0x00, 0x06, 0x00, 0x03, 0x00, + 0x68, 0x9d, 0x6b, 0x3c, 0x80, 0xff, 0xff, 0xff, 0x40, 0x47, 0x57, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, + 0xa6, 0x15, 0xf4, 0x3b, 0x51, 0x1d, 0x45, 0x3b, 0x98, 0x06, 0xcf, 0x3b, 0x00, 0x00, 0x00, 0x00, + 0xea, 0x00, 0x03, 0x9a, 0x81, 0xd0, 0xfb, 0x09, 0x09, 0x13, 0x47, 0x5a, 0xda, 0x4c, 0x7f, 0xf9, + 0x44, 0x56, 0x23, 0x16, 0x11, 0x24, 0x10, 0x09, 0x81, 0xc5, 0xd7, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x08, 0x90, 0xff, 0xff, 0xc5, 0xfe, 0x00, 0x00, 0x92, 0xe3, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x28, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xa8, 0x03, 0x00, 0x00, + 0x03, 0x00, 0x06, 0x00, 0x06, 0x00, 0x03, 0x00, 0x03, 0x00, 0x02, 0x00, 0x02, 0x00, 0x06, 0x00, + 0x40, 0x47, 0x57, 0x3c, 0x80, 0xff, 0xff, 0xff, 0xfe, 0xcd, 0x65, 0x3d, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x68, 0x00, 0x00, 0x00, 0x10, 0x01, 0x00, 0x00, + 0x18, 0xa6, 0x35, 0x3d, 0x64, 0xd6, 0xfd, 0x3c, 0x16, 0x84, 0x37, 0x3d, 0x92, 0x5a, 0x07, 0x3d, + 0xb7, 0xfa, 0xb2, 0x3c, 0x7e, 0xd4, 0x13, 0x3d, 0xb0, 0x2a, 0xc4, 0x26, 0x2d, 0x00, 0xad, 0x81, + 0xe9, 0xfc, 0x0d, 0xf3, 0x10, 0x08, 0xec, 0xfa, 0x04, 0x06, 0x0d, 0x2f, 0xde, 0x21, 0x0c, 0xef, + 0x1e, 0xe7, 0x06, 0x81, 0xcd, 0xc2, 0xef, 0xf8, 0x07, 0x04, 0xd2, 0xe2, 0x0f, 0x39, 0x40, 0xed, + 0x05, 0x04, 0xfa, 0xd2, 0xd1, 0xad, 0xdb, 0x15, 0x11, 0xdf, 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0x1b, 0x19, 0x0c, 0xda, 0xd2, 0xc7, 0xb3, 0x2f, 0xc9, 0x23, 0x21, 0xfd, 0x25, 0xae, 0x19, 0xef, + 0xf3, 0x3a, 0xcf, 0x08, 0xe0, 0xc5, 0x29, 0x26, 0x0c, 0xd9, 0xb8, 0xdb, 0x00, 0x00, 0x00, 0x00, + 0x8c, 0xdf, 0xff, 0xff, 0x0d, 0xc7, 0xff, 0xff, 0xb3, 0xf2, 0xff, 0xff, 0x40, 0xe2, 0xff, 0xff, + 0x84, 0xd4, 0xff, 0xff, 0xac, 0xf3, 0xff, 0xff, 0x86, 0xb5, 0xff, 0xff, 0x19, 0xf6, 0xff, 0xff, + 0x75, 0xdc, 0xff, 0xff, 0xfa, 0xe3, 0xff, 0xff, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0xb0, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x4f, 0x75, 0x1d, 0x3e, 0x3f, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, }; diff --git a/components/TinyMaix/tools/tmdl/mnist_dw_f.h b/components/TinyMaix/tools/tmdl/mnist_dw_f.h new file mode 100644 index 00000000..0681a4b8 --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_dw_f.h @@ -0,0 +1,374 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (9408) +#define LBUF_LEN (2512) +const uint8_t mdl_data[5832]={\ + 0x4d, 0x41, 0x49, 0x58, 0x02, 0x01, 0x01, 0x00, 0x01, 0x00, 0x07, 0x00, 0xc0, 0x24, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xf0, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x18, 0x00, 0x00, + 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x03, 0x00, 0x0e, 0x00, 0x0e, 0x00, 0x04, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x01, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0xe0, 0x00, 0x00, 0x00, + 0xc6, 0x79, 0x41, 0x3f, 0x99, 0x84, 0xa9, 0x3f, 0xdc, 0xc8, 0xac, 0x3f, 0x44, 0xf5, 0x0a, 0xbe, + 0x22, 0x65, 0xce, 0x3d, 0xfa, 0x3e, 0x70, 0x3e, 0xf3, 0xfc, 0x97, 0xbf, 0x76, 0x66, 0xca, 0xbf, + 0x1a, 0x2a, 0xb3, 0xbf, 0xeb, 0x6b, 0xa7, 0xbd, 0x3b, 0x6a, 0xc4, 0xbd, 0x0b, 0x38, 0xaa, 0xbe, + 0x5b, 0x10, 0xb7, 0xbe, 0x79, 0x8a, 0xd2, 0xbe, 0xe4, 0xd1, 0xc8, 0xbe, 0x03, 0xe4, 0x5d, 0xbe, + 0x32, 0xeb, 0xa7, 0xbc, 0x4e, 0x69, 0x41, 0xbd, 0x51, 0x8c, 0xea, 0x3d, 0x19, 0x09, 0xe3, 0xbd, + 0x12, 0x82, 0x92, 0xbe, 0xba, 0x77, 0x96, 0xbd, 0x4d, 0xa1, 0xab, 0xbe, 0x6f, 0xd6, 0xb0, 0xbd, + 0xa8, 0xc7, 0xbe, 0xbe, 0xe8, 0x37, 0x89, 0xbd, 0x45, 0x9a, 0xa8, 0x3d, 0x96, 0x1e, 0x95, 0x3e, + 0xb9, 0xea, 0x0f, 0x3e, 0x6b, 0xde, 0x38, 0x3e, 0x49, 0xb6, 0x84, 0x3d, 0x97, 0x22, 0x12, 0x3e, + 0x19, 0x2d, 0x5a, 0x3d, 0x43, 0x5b, 0x82, 0x3e, 0xb2, 0x69, 0x5f, 0x3e, 0x11, 0x19, 0x8c, 0x3e, + 0x80, 0x23, 0x54, 0x3c, 0x53, 0xfe, 0x42, 0x3f, 0x1d, 0xec, 0x33, 0x3f, 0x86, 0x63, 0x8a, 0x3e, + 0x05, 0x00, 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b/components/TinyMaix/tools/tmdl/mnist_fp8_143.h new file mode 100644 index 00000000..1232dcff --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_fp8_143.h @@ -0,0 +1,5536 @@ +#include +#define MDL_BUF_LEN (3528) +#define LBUF_LEN (73968) +const uint8_t mdl_data[88504]={\ + 0x4d, 0x41, 0x49, 0x58, 0x04, 0x01, 0x01, 0x00, 0x01, 0x00, 0x07, 0x00, 0xc8, 0x0d, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xd0, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x98, 0x04, 0x00, 0x00, + 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x03, 0x00, 0x0e, 0x00, 0x0e, 0x00, 0x0c, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x03, 0x02, 0x02, 0x01, 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0x00, + 0xb8, 0x0d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, }; diff --git a/components/TinyMaix/tools/tmdl/mnist_fp8_152.h b/components/TinyMaix/tools/tmdl/mnist_fp8_152.h new file mode 100644 index 00000000..42d9d48a --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_fp8_152.h @@ -0,0 +1,5536 @@ +#include +#define MDL_BUF_LEN (3528) +#define LBUF_LEN (73968) +const uint8_t mdl_data[88504]={\ + 0x4d, 0x41, 0x49, 0x58, 0x05, 0x01, 0x01, 0x00, 0x01, 0x00, 0x07, 0x00, 0xc8, 0x0d, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 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0xb1, 0xb3, 0xb0, 0x31, + 0xb2, 0xb0, 0xb0, 0xac, 0x28, 0x2d, 0x32, 0xb2, 0xae, 0x2f, 0xb1, 0x2f, 0x34, 0xae, 0x2c, 0xa9, + 0xa8, 0xb3, 0x2c, 0xb2, 0x25, 0x30, 0x2b, 0xb2, 0xa8, 0x24, 0xa7, 0x22, 0xa3, 0x91, 0xac, 0x11, + 0x2d, 0x1e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0xb8, 0x0d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, }; diff --git a/components/TinyMaix/tools/tmdl/mnist_resnet_f.h b/components/TinyMaix/tools/tmdl/mnist_resnet_f.h new file mode 100644 index 00000000..bc1eaa9e --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_resnet_f.h @@ -0,0 +1,5720 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (14112) +#define LBUF_LEN (41808) +const uint8_t mdl_data[91368]={\ + 0x4d, 0x41, 0x49, 0x58, 0x02, 0x01, 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0x07, 0x3d, 0x1d, 0x5e, 0xe3, 0x3d, 0xf7, 0x28, 0xb5, 0xbd, + 0xb1, 0xc9, 0x06, 0x3c, 0x3e, 0xc2, 0x4b, 0x3d, 0x43, 0x7e, 0x1e, 0xbe, 0xc9, 0x96, 0x01, 0x3d, + 0xed, 0x76, 0xae, 0x3d, 0x06, 0xd7, 0x1c, 0xbd, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xf8, 0x36, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mnist_resnet_q.h b/components/TinyMaix/tools/tmdl/mnist_resnet_q.h new file mode 100644 index 00000000..6220780f --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_resnet_q.h @@ -0,0 +1,1518 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (3528) +#define LBUF_LEN (10896) +const uint8_t mdl_data[24128]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x08, 0x00, 0x60, 0x12, 0x00, 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a/components/TinyMaix/tools/tmdl/mnist_valid_f.h b/components/TinyMaix/tools/tmdl/mnist_valid_f.h new file mode 100644 index 00000000..b63d06d0 --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_valid_f.h @@ -0,0 +1,457 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (5840) +#define LBUF_LEN (4816) +const uint8_t mdl_data[7160]={\ + 0x4d, 0x41, 0x49, 0x58, 0x02, 0x01, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0xd0, 0x16, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xf0, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x40, 0x0c, 0x00, 0x00, + 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x03, 0x00, 0x0d, 0x00, 0x0d, 0x00, 0x04, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 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0xe1, 0x3d, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0xa8, 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mnist_valid_q.h b/components/TinyMaix/tools/tmdl/mnist_valid_q.h new file mode 100644 index 00000000..2009a6c4 --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_valid_q.h @@ -0,0 +1,160 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (1464) +#define LBUF_LEN (1424) +const uint8_t mdl_data[2408]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0xb8, 0x05, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 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0xff, 0xff, 0x1c, 0xaa, 0xff, 0xff, + 0x44, 0xc4, 0xff, 0xff, 0x64, 0xcc, 0xff, 0xff, 0xfb, 0x9c, 0xff, 0xff, 0x62, 0xc3, 0xff, 0xff, + 0x97, 0xbd, 0xff, 0xff, 0xe6, 0xc9, 0xff, 0xff, 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, + 0xa8, 0x05, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x00, 0xfd, 0x06, 0x1b, 0x3e, 0x2a, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/mnist_valid_q_be.h b/components/TinyMaix/tools/tmdl/mnist_valid_q_be.h new file mode 100644 index 00000000..0c7062ea --- /dev/null +++ b/components/TinyMaix/tools/tmdl/mnist_valid_q_be.h @@ -0,0 +1,160 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (1464) +#define LBUF_LEN (1424) +const uint8_t mdl_data[2408]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x06, 0x00, 0x00, 0x05, 0xb8, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, + 0x00, 0x01, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x10, + 0x00, 0x03, 0x00, 0x1c, 0x00, 0x1c, 0x00, 0x01, 0x00, 0x03, 0x00, 0x0d, 0x00, 0x0d, 0x00, 0x04, + 0x3b, 0x80, 0x80, 0x81, 0xff, 0xff, 0xff, 0x80, 0x3c, 0x84, 0xe9, 0x31, 0xff, 0xff, 0xff, 0x80, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x88, + 0x3c, 0x4a, 0x77, 0x7d, 0x3c, 0x87, 0xad, 0x85, 0x3b, 0xc5, 0x92, 0x26, 0x3c, 0x48, 0xc9, 0xb9, + 0x2f, 0x5e, 0x5b, 0x46, 0x14, 0xc0, 0xb0, 0x81, 0xc8, 0x32, 0x0a, 0xd8, 0x6f, 0x09, 0x81, 0x27, + 0xf6, 0xd6, 0x7f, 0x79, 0x50, 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0xe6, 0xa2, 0x26, 0x00, + 0xf0, 0x36, 0xfc, 0xe9, 0xf3, 0xeb, 0x0e, 0xb0, 0xbd, 0x3f, 0xc6, 0x1c, 0xca, 0x4d, 0x02, 0xf4, + 0xff, 0xff, 0xb2, 0xbc, 0xff, 0xff, 0xa5, 0x1a, 0xff, 0xff, 0xc3, 0xc5, 0xff, 0xff, 0xaa, 0x1c, + 0xff, 0xff, 0xc4, 0x44, 0xff, 0xff, 0xcc, 0x64, 0xff, 0xff, 0x9c, 0xfb, 0xff, 0xff, 0xc3, 0x62, + 0xff, 0xff, 0xbd, 0x97, 0xff, 0xff, 0xc9, 0xe6, 0x00, 0x03, 0x00, 0x01, 0x00, 0x00, 0x00, 0x30, + 0x00, 0x00, 0x05, 0xa8, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, + 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x0a, 0x3e, 0x1b, 0x06, 0xfd, 0x00, 0x00, 0x00, 0x2a, + 0x3b, 0x80, 0x00, 0x00, 0xff, 0xff, 0xff, 0x80, }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/vww96_f.h b/components/TinyMaix/tools/tmdl/vww96_f.h new file mode 100644 index 00000000..0328d07a --- /dev/null +++ b/components/TinyMaix/tools/tmdl/vww96_f.h @@ -0,0 +1,52872 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (221184) +#define LBUF_LEN (263312) +const uint8_t mdl_data[845800]={\ + 0x4d, 0x41, 0x49, 0x58, 0x02, 0x01, 0x01, 0x00, 0x01, 0x00, 0x1e, 0x00, 0x00, 0x60, 0x03, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x60, 0x00, 0x60, 0x00, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0xd0, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x40, 0x02, 0x00, + 0x03, 0x00, 0x60, 0x00, 0x60, 0x00, 0x03, 0x00, 0x03, 0x00, 0x30, 0x00, 0x30, 0x00, 0x08, 0x00, + 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f, 0x00, 0x00, 0x00, 0x00, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x03, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0xb0, 0x03, 0x00, 0x00, + 0xae, 0x95, 0xd6, 0xbe, 0x2b, 0x77, 0xeb, 0xbe, 0xc2, 0x3b, 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0x00, 0x00, }; + +#endif diff --git a/components/TinyMaix/tools/tmdl/vww96_q.h b/components/TinyMaix/tools/tmdl/vww96_q.h new file mode 100644 index 00000000..8e807aee --- /dev/null +++ b/components/TinyMaix/tools/tmdl/vww96_q.h @@ -0,0 +1,14536 @@ +#ifndef __MODEL_FILE__H +#define __MODEL_FILE__H + +#include +#define MDL_BUF_LEN (55296) +#define LBUF_LEN (67728) +const uint8_t mdl_data[232416]={\ + 0x4d, 0x41, 0x49, 0x58, 0x00, 0x01, 0x01, 0x00, 0x01, 0x00, 0x1e, 0x00, 0x00, 0xd8, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x60, 0x00, 0x60, 0x00, 0x03, 0x00, 0x01, 0x00, 0x01, 0x00, + 0x01, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x68, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x90, 0x00, 0x00, + 0x03, 0x00, 0x60, 0x00, 0x60, 0x00, 0x03, 0x00, 0x03, 0x00, 0x30, 0x00, 0x30, 0x00, 0x08, 0x00, + 0x81, 0x80, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, 0xc1, 0xc0, 0xc0, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x03, 0x02, 0x02, 0x01, 0x01, 0x03, 0x00, 0x00, 0x01, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x00, 0x50, 0x00, 0x00, 0x00, 0x70, 0x00, 0x00, 0x00, 0x48, 0x01, 0x00, 0x00, + 0x61, 0xf3, 0xc9, 0x3c, 0xc8, 0x8e, 0xcf, 0x3c, 0xe6, 0x28, 0x2a, 0x3c, 0xf2, 0x5b, 0xaa, 0x3b, + 0x51, 0x68, 0x91, 0x3c, 0xe4, 0xf9, 0xaf, 0x3c, 0x51, 0x6d, 0xa2, 0x3b, 0x0c, 0xf2, 0xdb, 0x3c, + 0xef, 0xed, 0xe5, 0x12, 0x0d, 0xc0, 0x12, 0x66, 0x25, 0x03, 0xdf, 0xf1, 0xfa, 0xeb, 0xb7, 0x21, + 0x7f, 0x13, 0xff, 0xf2, 0xfb, 0x00, 0x03, 0xff, 0x14, 0x17, 0x02, 0x0a, 0xf2, 0x09, 0xdd, 0x35, + 0xe5, 0x05, 0x00, 0x03, 0x0e, 0xf1, 0x09, 0xb7, 0x7f, 0xc5, 0x13, 0xed, 0x0b, 0x02, 0x07, 0x01, + 0xfb, 0x19, 0xf8, 0x08, 0xf9, 0x05, 0x16, 0x4e, 0x18, 0x37, 0x7f, 0x33, 0x2c, 0x42, 0x13, 0xf7, + 0xe7, 0xea, 0xf4, 0xe6, 0xf8, 0xf7, 0xf6, 0x05, 0xf9, 0xcd, 0xf5, 0xd6, 0x97, 0xd2, 0xd6, 0xc3, + 0xed, 0xe7, 0x81, 0xcf, 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0x40, 0xd1, 0x55, 0x41, 0xd5, + 0xec, 0xd8, 0xe0, 0xfd, 0xe1, 0xcc, 0x20, 0x10, 0xfb, 0xfa, 0x33, 0xbc, 0xea, 0x3a, 0x29, 0xcf, + 0xb8, 0x31, 0x23, 0xce, 0xa9, 0xe8, 0xc4, 0xca, 0xdf, 0xc8, 0xd5, 0xd0, 0xc0, 0xdb, 0xfc, 0xc7, + 0xad, 0x1e, 0xb1, 0x0e, 0x18, 0x44, 0xe9, 0xde, 0xf4, 0x07, 0x06, 0x3d, 0xb5, 0xa8, 0xfb, 0x68, + 0x99, 0x53, 0x75, 0xd4, 0x0f, 0xe2, 0x3f, 0x0f, 0xf7, 0x00, 0x04, 0xfb, 0xea, 0xd2, 0x5f, 0xdc, + 0xeb, 0xef, 0xd1, 0x3c, 0xd7, 0x29, 0xaf, 0xc0, 0xd5, 0xc6, 0xbf, 0xc8, 0xf5, 0x36, 0x2f, 0x3b, + 0xd2, 0x14, 0x12, 0xd5, 0x36, 0xd8, 0xd8, 0x56, 0xd9, 0xee, 0x2b, 0xee, 0xb9, 0x5f, 0x4e, 0x1f, + 0xa4, 0x22, 0x07, 0xb2, 0x26, 0xa6, 0xd0, 0xef, 0x9b, 0x38, 0xe6, 0xc4, 0xc7, 0xd7, 0xe0, 0xf3, + 0x97, 0xe7, 0x69, 0xf6, 0xde, 0x10, 0xcd, 0xd5, 0xdd, 0xbe, 0xef, 0x08, 0xdb, 0xda, 0x3a, 0x2a, + 0x23, 0x36, 0xbb, 0xbb, 0xdf, 0xe1, 0x7f, 0xe7, 0x1f, 0xed, 0x31, 0x19, 0xc7, 0x2f, 0xf5, 0x6a, + 0x23, 0x31, 0x3c, 0xd9, 0xc7, 0xad, 0xc7, 0xd1, 0xde, 0x2c, 0xcc, 0xda, 0xce, 0xd9, 0x19, 0x2b, + 0xdb, 0xe8, 0xf4, 0xd4, 0x4b, 0x84, 0xf1, 0xbf, 0xd3, 0xe2, 0xd7, 0xe7, 0x3d, 0x35, 0xaf, 0x24, + 0x7f, 0x49, 0x01, 0x0d, 0x32, 0xe1, 0x37, 0x44, 0x27, 0x27, 0xdd, 0xd1, 0xbb, 0xd6, 0x4a, 0x0e, + 0xfa, 0x53, 0x17, 0xec, 0xec, 0x3c, 0xb4, 0x5d, 0xe4, 0x23, 0x44, 0xc3, 0x3f, 0x3b, 0x55, 0xd1, + 0x60, 0xd4, 0x37, 0x1c, 0xf0, 0xe8, 0x02, 0x40, 0x05, 0xf9, 0xc3, 0xc8, 0x18, 0x40, 0xc0, 0x25, + 0xf8, 0xc9, 0x04, 0x41, 0xe9, 0x11, 0x25, 0xcc, 0x17, 0x13, 0x52, 0x05, 0x1c, 0xe7, 0x2b, 0xfc, + 0x02, 0xf8, 0xd2, 0x0f, 0xdc, 0xf9, 0xea, 0x08, 0xf9, 0x20, 0x00, 0x1c, 0x31, 0xd9, 0xe6, 0x07, + 0x2a, 0xee, 0xbf, 0xe4, 0x12, 0xcf, 0xe1, 0x24, 0x1e, 0x4c, 0xef, 0x46, 0x03, 0xc6, 0xfd, 0x49, + 0x28, 0xd8, 0xcd, 0xff, 0x2b, 0xf2, 0x68, 0x27, 0x09, 0x09, 0x20, 0x49, 0x1d, 0x2b, 0x0b, 0x13, + 0x3a, 0xcc, 0xd3, 0xf9, 0xdd, 0xbf, 0xf5, 0xf4, 0x37, 0x22, 0xe5, 0xe9, 0xef, 0x45, 0x2d, 0xca, + 0x0a, 0xd8, 0xe4, 0x23, 0xd8, 0x09, 0xe5, 0xdf, 0x4f, 0xe7, 0xe0, 0x1a, 0xc4, 0xf3, 0xe3, 0x2d, + 0xf3, 0x2f, 0x41, 0xc1, 0x4b, 0xb7, 0x2a, 0x0f, 0xe3, 0xf9, 0x19, 0x39, 0x3f, 0xc2, 0xed, 0xe1, + 0x26, 0xd2, 0xd3, 0xf0, 0xbf, 0x24, 0x6b, 0xe1, 0xf7, 0x10, 0xcf, 0xd1, 0x15, 0xe9, 0xeb, 0x0b, + 0x0d, 0xc9, 0x45, 0xe1, 0xc9, 0x3c, 0x1c, 0xec, 0x44, 0xd8, 0x12, 0x38, 0x50, 0x52, 0x35, 0x46, + 0x46, 0x25, 0x0e, 0x2e, 0x45, 0xeb, 0x56, 0x11, 0xce, 0x43, 0x3a, 0x00, 0x0d, 0x0c, 0xe8, 0xd2, + 0xd8, 0xf3, 0x35, 0xf6, 0xc4, 0xc4, 0xf1, 0xfb, 0x0a, 0x34, 0xea, 0xd6, 0x20, 0xe9, 0x05, 0xe2, + 0x26, 0xcc, 0xd8, 0xef, 0x1d, 0x3a, 0x33, 0x21, 0x14, 0xda, 0x34, 0xd8, 0x20, 0x23, 0x47, 0xd5, + 0x36, 0x36, 0x01, 0x3f, 0xe2, 0x3e, 0x60, 0x3b, 0x93, 0x6a, 0xfd, 0xff, 0xaf, 0x1a, 0x04, 0x00, + 0x01, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0xf8, 0xd7, 0x00, 0x00, + 0x03, 0x00, 0x03, 0x00, 0x03, 0x00, 0x02, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x02, 0x00, + 0xc1, 0xc0, 0xc0, 0x3c, 0x80, 0xff, 0xff, 0xff, 0xd2, 0x98, 0xa2, 0x3c, 0x80, 0xff, 0xff, 0xff, + 0x03, 0x00, 0x01, 0x00, 0x30, 0x00, 0x00, 0x00, 0xf8, 0xd7, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x02, 0x00, 0x01, 0x00, 0x01, 0x00, 0x01, 0x00, 0x02, 0x00, + 0xd2, 0x98, 0xa2, 0x3c, 0x80, 0xff, 0xff, 0xff, 0x00, 0x00, 0x80, 0x3b, 0x80, 0xff, 0xff, 0xff, + }; + +#endif diff --git a/components/TinyMaix/tools/tmdl2header.py b/components/TinyMaix/tools/tmdl2header.py new file mode 100644 index 00000000..c56b6c0f --- /dev/null +++ b/components/TinyMaix/tools/tmdl2header.py @@ -0,0 +1,48 @@ +# Copyright 2022 Sipeed Technology Co., Ltd. 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,sys +import numpy as np + +def print_usage(): + print("Usage: python3 tmdl2header.py tmdl_name") + +if __name__ == '__main__': + if len(sys.argv) != 2: + print_usage() + exit() + + mdl_name = sys.argv[1] + hmdl = ".".join(mdl_name.split(".")[:-1])+".h" + fr=open(mdl_name, "rb") + fw=open(hmdl, "w") + data = fr.read() + fw.writelines("#include \r\n") + fw.writelines("#define MDL_BUF_LEN (%d)\r\n"%buf_size) + fw.writelines("#define LBUF_LEN (%d)\r\n"%(MDLBINHEAD_SIZE+max(layer_sizes))) + fw.writelines("const uint8_t mdl_data[%d]={\\\r\n\t"%(len(data))) + for i in range(len(data)): + fw.writelines("0x%02x, "%(data[i])) + if i%16 == 15: + fw.writelines("\r\n\t") + fw.writelines("\r};\r\n") + fr.close() + fw.close() + print("Done!") + + + + + diff --git a/components/TinyMaix/updates.md b/components/TinyMaix/updates.md new file mode 100644 index 00000000..c84ce4b9 --- /dev/null +++ b/components/TinyMaix/updates.md @@ -0,0 +1,51 @@ +# UPDATES LOG + +## 2022.11.02 +Add "ADD" OPS, now support resnet/mbnet v2 experimental~ + +## 2022.08.30 +take time to optimize O0&O1. now new O0 almost as fast as old O1~ +fast RVV fp16 model in 97ms now!!! + +## 2022.08.29 +too busy recently... Slightly optimize for O1. +prepare add kws example. + +## 2022.08.22 +Add auto test script. +Add experimental FP8 1.4.3/1.5.2 model, run simple mnist model successed. +Rename arch_O0 to arch_cpu, Move O1,O2 to TM_OPT_LEVEL setting, start write tm_layer_O1.c + +## 2022.08.17 +Add Support for RV64V's FP16 model, use RVV1.0 inntrinsic +Optimize reduce sum with RVV's vfredosum_vs_f32m1_f32m1 +speed up TM_ARCH_RV64V infer mbnet v1 0.25: +|model type|before|after|speedup| +|--|--|--|--| +|INT8| 212ms| 178ms|19%| +|FP32| 190ms| 182ms|4%| +|FP16| 178ms| 161ms|11%| + +tested infer time duty: sbuf:dot:sum ~ 9:5:2 +need opt sbuf time + +## 2022.08.08 +First commit to github, support INT8/FP32 model, +support arch: +``` +arch_O0, +arch_ARM_SIMD, arch_ARM_NEON,arch_ARM_MVEI, +arch_RV32P, arch_RV64V +``` +support OPS: +``` +Conv2D,DWConv2D,(with relu/relu6,stride) +FC,GAP,SOFTMAX +``` +support demos: +``` +layer_test +mnist +mnist port for Arduino ATmega328 +mbnet(mobilenet v1) +``` \ No newline at end of file diff --git a/examples/tinymaix/CMakeLists.txt b/examples/tinymaix/CMakeLists.txt new file mode 100644 index 00000000..4414b891 --- /dev/null +++ b/examples/tinymaix/CMakeLists.txt @@ -0,0 +1,11 @@ +cmake_minimum_required(VERSION 3.15) + +include(proj.conf) + +find_package(bouffalo_sdk REQUIRED HINTS $ENV{BL_SDK_BASE}) + +sdk_add_include_directories(.) + +sdk_set_main_file(main.c) + +project(tinymaix) diff --git a/examples/tinymaix/Makefile b/examples/tinymaix/Makefile new file mode 100644 index 00000000..34b2f3fa --- /dev/null +++ b/examples/tinymaix/Makefile @@ -0,0 +1,13 @@ +SDK_DEMO_PATH ?= . +BL_SDK_BASE ?= $(SDK_DEMO_PATH)/../.. + +export BL_SDK_BASE + +CHIP ?= bl616 +BOARD ?= bl616dk +CROSS_COMPILE ?= riscv64-unknown-elf- + +# add custom cmake definition +#cmake_definition+=-Dxxx=sss + +include $(BL_SDK_BASE)/project.build diff --git a/examples/tinymaix/main.c b/examples/tinymaix/main.c new file mode 100644 index 00000000..0cdf8b38 --- /dev/null +++ b/examples/tinymaix/main.c @@ -0,0 +1,34 @@ +#include "bflb_mtimer.h" +#include "board.h" + +#define MODEL_MNIST 1 +#define MODEL_CIFAR10 2 +#define MODEL_VWW 3 +#define MODEL_MBNET 4 + +#define CONFIG_MODEL MODEL_MNIST + +#define main benchmark_main +#if (CONFIG_MODEL == MODEL_MNIST) +#include "mnist/main.c" +#elif (CONFIG_MODEL == MODEL_CIFAR10) +#include "cifar10/main.c" +#elif (CONFIG_MODEL == MODEL_VWW) +#include "vww/main.c" +#elif (CONFIG_MODEL == MODEL_MBNET) +#include "mbnet/label.c" +#include "mbnet/main.c" +#endif +#undef main + +int main(void) +{ + board_init(); + + printf("tinymaix test ...\n"); + benchmark_main(0, NULL); + + while (1) { + bflb_mtimer_delay_ms(1000); + } +} diff --git a/examples/tinymaix/proj.conf b/examples/tinymaix/proj.conf new file mode 100644 index 00000000..b5c033b8 --- /dev/null +++ b/examples/tinymaix/proj.conf @@ -0,0 +1,3 @@ +set(CONFIG_VLIBC 0) +set(CONFIG_BFLOG 0) +set(CONFIG_TINYMAIX 1) \ No newline at end of file diff --git a/examples/tinymaix/tinymaix.h b/examples/tinymaix/tinymaix.h new file mode 100644 index 00000000..6501f4cf --- /dev/null +++ b/examples/tinymaix/tinymaix.h @@ -0,0 +1,356 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TINYMAIX_H +#define __TINYMAIX_H + +#include +#include +#include +#include + +#define TM_MDL_INT8 0 +#define TM_MDL_INT16 1 +#define TM_MDL_FP32 2 +#define TM_MDL_FP16 3 +#define TM_MDL_FP8_143 4 //experimental +#define TM_MDL_FP8_152 5 //experimental +#include "tm_port.h" + +/******************************* MARCO ************************************/ +#define TM_MDL_MAGIC 'XIAM' //mdl magic sign +#define TM_ALIGN_SIZE (8) //8 byte align +#define TM_ALIGN(addr) ((((size_t)(addr))+(TM_ALIGN_SIZE-1))/TM_ALIGN_SIZE*TM_ALIGN_SIZE) +#define TM_MATP(mat,y,x,ch) ((mat)->data + ((y)*(mat)->w + (x))*(mat)->c + (ch)) + //HWC +#if TM_MDL_TYPE == TM_MDL_INT8 + typedef int8_t mtype_t; //mat data type + typedef int8_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (0) +#elif TM_MDL_TYPE == TM_MDL_INT16 + typedef int16_t mtype_t; //mat data type + typedef int16_t wtype_t; //weight data type + typedef int32_t btype_t; //bias data type + typedef int32_t sumtype_t; //sum data type + typedef int32_t zptype_t; //zeropoint data type + #define UINT2INT_SHIFT (8) +#elif TM_MDL_TYPE == TM_MDL_FP32 + typedef float mtype_t; //mat data type + typedef float wtype_t; //weight data type + typedef float btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#elif TM_MDL_TYPE == TM_MDL_FP16 + #if TM_ARCH != TM_ARCH_RV64V + #error "only support RV64V's float16!" + #endif + #include + typedef float16_t mtype_t; //mat data type + typedef float16_t wtype_t; //weight data type + typedef float16_t btype_t; //bias data type + typedef float16_t sumtype_t; //sum data type + typedef float16_t zptype_t; //zeropoint data type +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #if TM_ARCH != TM_ARCH_CPU + #error "only support CPU simulation now!" + #endif + typedef uint8_t mtype_t; //mat data type + typedef uint8_t wtype_t; //weight data type + typedef uint8_t btype_t; //bias data type + typedef float sumtype_t; //sum data type + typedef float zptype_t; //zeropoint data type +#else + #error "Not support this MDL_TYPE!" +#endif + +#if TM_MDL_TYPE == TM_MDL_FP8_143 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (4) + #define TM_FP8_MCNT (3) + #define TM_FP8_BIAS (9) +#elif TM_MDL_TYPE == TM_MDL_FP8_152 + #define TM_FP8_SCNT (1) + #define TM_FP8_ECNT (5) + #define TM_FP8_MCNT (2) + #define TM_FP8_BIAS (15) +#endif + +typedef float sctype_t; +#define TM_FASTSCALE_SHIFT (8) + +/******************************* ENUM ************************************/ +typedef enum{ + TM_OK = 0, + TM_ERR= 1, + TM_ERR_MAGIC = 2, + TM_ERR_UNSUPPORT = 3, + TM_ERR_OOM = 4, + TM_ERR_LAYERTYPE = 5, + TM_ERR_DIMS = 6, + TM_ERR_TODO = 7, + TM_ERR_MDLTYPE = 8, + TM_ERR_KSIZE = 9, +}tm_err_t; + +typedef enum{ + TML_CONV2D = 0, + TML_GAP = 1, + TML_FC = 2, + TML_SOFTMAX = 3, + TML_RESHAPE = 4, + TML_DWCONV2D = 5, + TML_ADD = 6, + TML_MAXCNT , +}tm_layer_type_t; + +typedef enum{ + TM_PAD_VALID = 0, + TM_PAD_SAME = 1, +}tm_pad_type_t; + +typedef enum{ + TM_ACT_NONE = 0, + TM_ACT_RELU = 1, + TM_ACT_RELU1 = 2, + TM_ACT_RELU6 = 3, + TM_ACT_TANH = 4, + TM_ACT_SIGNBIT= 5, + TM_ACT_MAXCNT , +}tm_act_type_t; + + +typedef enum { + TMPP_NONE = 0, + TMPP_FP2INT = 1, //user own fp buf -> int input buf + TMPP_UINT2INT = 2, //int8: cvt in place; int16: can't cvt in place + TMPP_UINT2FP01 = 3, // u8/255.0 + TMPP_UINT2FPN11= 4, // (u8-128)/128 + TMPP_UINT2DTYPE= 5, //uint8 to fp16,fp8 + TMPP_MAXCNT, +}tm_pp_t; + +/******************************* STRUCT ************************************/ +//mdlbin in flash +typedef struct{ + uint32_t magic; //"MAIX" + uint8_t mdl_type; //0 int8, 1 int16, 2 fp32, + uint8_t out_deq; //0 don't dequant out; 1 dequant out + uint16_t input_cnt; //only support 1 yet + uint16_t output_cnt; //only support 1 yet + uint16_t layer_cnt; + uint32_t buf_size; //main buf size for middle result = pingpong+keep + uint32_t sub_size; //pingpong buf size; + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + uint8_t reserve[28]; //reserve for future + uint8_t layers_body[0];//oft 64 here +}tm_mdlbin_t; + +//mdl meta data in ram +typedef struct{ + tm_mdlbin_t* b; //bin + void* cb; //Layer callback + uint8_t* buf; //main buf addr + uint8_t* subbuf; //sub buf addr + uint16_t main_alloc; //is main buf alloc or static + uint16_t layer_i; //current layer index + uint8_t* layer_body; //current layer body addr +}tm_mdl_t; + +//dims==3, hwc +//dims==2, 1wc +//dims==1, 11c +typedef struct{ + uint16_t dims; + uint16_t h; + uint16_t w; + uint16_t c; + union { + mtype_t* data; + float* dataf; + }; +}tm_mat_t; + +/******************************* LAYER STRUCT ************************************/ +typedef struct{ //48byte + uint16_t type; //layer type + uint16_t is_out; //is output + uint32_t size; //8 byte align size for this layer + uint32_t in_oft; //input oft in main buf + uint32_t out_oft; //output oft in main buf + uint16_t in_dims[4]; //0:dims; 1:dim0; 2:dim1; 3:dim2 + uint16_t out_dims[4]; + //following unit not used in fp32 mode + sctype_t in_s; //input scale, + zptype_t in_zp; //input zeropoint + sctype_t out_s; //output scale + zptype_t out_zp; //output zeropoint + //note: real = scale*(q-zeropoint) +}tml_head_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + uint32_t depth_mul; //depth_multiplier: if conv2d,=0; else: >=1 + uint32_t reserve; //for 8byte align + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_conv2d_dw_t; //compatible with conv2d and dwconv2d + +typedef struct{ + tml_head_t h; +}tml_gap_t; + +typedef struct{ + tml_head_t h; + + uint32_t ws_oft; //weight scale oft from this layer start + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + uint32_t reserve; //for 8byte align +}tml_fc_t; + +typedef struct{ + tml_head_t h; +}tml_softmax_t; + +typedef struct{ + tml_head_t h; +}tml_reshape_t; + +typedef struct{ + tml_head_t h; + + uint8_t kernel_w; + uint8_t kernel_h; + uint8_t stride_w; + uint8_t stride_h; + + uint8_t dilation_w; + uint8_t dilation_h; + uint16_t act; //0 none, 1 relu, 2 relu1, 3 relu6, 4 tanh, 5 sign_bit + + uint8_t pad[4]; //top,bottom,left,right + + + + uint32_t ws_oft; //weight scale oft from this layer start + //skip bias scale: bias_scale = weight_scale*in_scale + uint32_t w_oft; //weight oft from this layer start + uint32_t b_oft; //bias oft from this layer start + //note: bias[c] = bias[c] + (-out_zp)*sum(w[c*chi*maxk:(c+1)*chi*maxk]) + // fused in advance (when convert model) +}tml_dwconv2d_t; + +typedef struct{ + tml_head_t h; + uint32_t in_oft1; + sctype_t in_s1; //input scale, + zptype_t in_zp1; //input zeropoint + uint32_t reserve; //align8 +}tml_add_t; + + +/******************************* TYPE ************************************/ +typedef tm_err_t (*tml_stat_t)(tml_head_t* layer, tm_mat_t* in, tm_mat_t* out); +typedef tm_err_t (*tm_cb_t)(tm_mdl_t* mdl, tml_head_t* lh); + + +/******************************* GLOBAL VARIABLE ************************************/ + + +/******************************* MODEL FUNCTION ************************************/ +tm_err_t tm_load (tm_mdl_t* mdl, const uint8_t* bin, uint8_t*buf, tm_cb_t cb, tm_mat_t* in); //load model +void tm_unload(tm_mdl_t* mdl); //remove model +tm_err_t tm_preprocess(tm_mdl_t* mdl, tm_pp_t pp_type, tm_mat_t* in, tm_mat_t* out); //preprocess input data +tm_err_t tm_run (tm_mdl_t* mdl, tm_mat_t* in, tm_mat_t* out); //run model + + +/******************************* LAYER FUNCTION ************************************/ +tm_err_t tml_conv2d_dwconv2d(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + int kw, int kh, int sx, int sy, int dx, int dy, int act, \ + int pad_top, int pad_bottom, int pad_left, int pad_right, int dmul, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_gap(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_fc(tm_mat_t* in, tm_mat_t* out, wtype_t* w, btype_t* b, \ + sctype_t* ws, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_softmax(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_reshape(tm_mat_t* in, tm_mat_t* out, sctype_t in_s, zptype_t in_zp, sctype_t out_s, zptype_t out_zp); +tm_err_t tml_add(tm_mat_t* in0, tm_mat_t* in1, tm_mat_t* out, \ + sctype_t in_s0, zptype_t in_zp0, sctype_t in_s1, zptype_t in_zp1, sctype_t out_s, zptype_t out_zp); + +/******************************* STAT FUNCTION ************************************/ +#if TM_ENABLE_STAT +tm_err_t tm_stat(tm_mdlbin_t* mdl); //stat model +#endif + +/******************************* UTILS FUNCTION ************************************/ +uint8_t TM_WEAK tm_fp32to8(float fp32); +float TM_WEAK tm_fp8to32(uint8_t fp8); + + +/******************************* UTILS ************************************/ + +#define TML_GET_INPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->in_oft)) +#define TML_GET_OUTPUT(mdl,lh) ((mtype_t*)((mdl)->buf + (lh)->out_oft)) +#if (TM_MDL_TYPE == TM_MDL_INT8)||(TM_MDL_TYPE == TM_MDL_INT16) + #define TML_DEQUANT(lh, x) (((sumtype_t)(x)-((lh)->out_zp))*((lh)->out_s)) + #define TM_DEQUANT(i8,s,zp) (((sumtype_t)(i8)-(zp))*(s)) + #define TM_QUANT(fp32,s,zp) ((mtype_t)((fp32)/(s)+zp)) +#elif (TM_MDL_TYPE == TM_MDL_FP8_143) || (TM_MDL_TYPE == TM_MDL_FP8_152) + #define TML_DEQUANT(lh, x) (tm_fp8to32(x)) +#else //FP32,FP16 + #define TML_DEQUANT(lh, x) ((float)(x)) + #define TM_DEQUANT(x,s,zp) (x) + #define TM_QUANT(x,s,zp) (x) +#endif + +/******************************* LOCAL MATH FUNCTION ************************************/ +#if TM_LOCAL_MATH +//http://www.machinedlearnings.com/2011/06/fast-approximate-logarithm-exponential.html +static inline float _exp(float x) { + float p = 1.442695040f * x; + uint32_t i = 0; + uint32_t sign = (i >> 31); + int w = (int) p; + float z = p - (float) w + (float) sign; + union { + uint32_t i; + float f; + } v = {.i = (uint32_t) ((1 << 23) * (p + 121.2740838f + 27.7280233f / (4.84252568f - z) - 1.49012907f * z))}; + return v.f; + } + #define tm_exp _exp //maybe some arch have exp acceleration, use macro in arch_xxx.h to reload it +#else + #define tm_exp exp +#endif + +#endif diff --git a/examples/tinymaix/tm_port.h b/examples/tinymaix/tm_port.h new file mode 100644 index 00000000..5340e941 --- /dev/null +++ b/examples/tinymaix/tm_port.h @@ -0,0 +1,93 @@ +/* Copyright 2022 Sipeed Technology Co., Ltd. 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. +==============================================================================*/ + +#ifndef __TM_PORT_H +#define __TM_PORT_H + +#define TM_ARCH_CPU (0) //default, pure cpu compute +#define TM_ARCH_ARM_SIMD (1) //ARM Cortex M4/M7, etc. +#define TM_ARCH_ARM_NEON (2) //ARM Cortex A7, etc. +#define TM_ARCH_ARM_MVEI (3) //ARMv8.1: M55, etc. +#define TM_ARCH_RV32P (4) //T-head E907, etc. +#define TM_ARCH_RV64V (5) //T-head C906,C910, etc. +#define TM_ARCH_CSKYV2 (6) //cskyv2 with dsp core +#define TM_ARCH_X86_SSE2 (7) //x86 sse2 + +#define TM_OPT0 (0) //default, least code and buf +#define TM_OPT1 (1) //opt for speed, need more code and buf +#define TM_OPT2 (2) //TODO + +/******************************* PORT CONFIG ************************************/ +#define TM_ARCH TM_ARCH_RV32P +#define TM_OPT_LEVEL TM_OPT1 +#define TM_MDL_TYPE TM_MDL_INT8 +#define TM_FASTSCALE (0) //enable if your chip don't have FPU, may speed up 1/3, but decrease accuracy +#define TM_LOCAL_MATH (0) //use local math func (like exp()) to avoid libm +#define TM_ENABLE_STAT (1) //enable mdl stat functions +#define TM_MAX_CSIZE (1000) //max channel num //used if INT8 mdl //cost TM_MAX_CSIZE*4 Byte +#define TM_MAX_KSIZE (5*5) //max kernel_size //cost TM_MAX_KSIZE*4 Byte +#define TM_MAX_KCSIZE (3*3*256) //max kernel_size*channels //cost TM_MAX_KSIZE*sizeof(mtype_t) Byte + +#define TM_INLINE __attribute__((always_inline)) static inline +#define TM_WEAK __attribute__((weak)) + +#define tm_malloc(x) malloc(x) +#define tm_free(x) free(x) + + +#define TM_PRINTF(...) printf(__VA_ARGS__) +#define TM_DBG(...) TM_PRINTF("###L%d: ",__LINE__);TM_PRINTF(__VA_ARGS__); +#define TM_DBGL() TM_PRINTF("###L%d\n",__LINE__); + +/******************************* DBG TIME CONFIG ************************************/ +#include "bflb_mtimer.h" +#define TM_GET_US() bflb_mtimer_get_time_us() + +#define TM_DBGT_INIT() uint32_t _start,_finish;float _time;_start=TM_GET_US(); +#define TM_DBGT_START() _start=TM_GET_US(); +#define TM_DBGT(x) {_finish=TM_GET_US();\ + _time = (float)(_finish-_start)/1000.0;\ + TM_PRINTF("===%s use %.3f ms\n", (x), _time);\ + _start=TM_GET_US();} + +/******************************* DBG PERFORMANCE CONFIG ************************************/ +//need clock tick to make accurate statistics +#define TM_EN_PERF 0 + +#if TM_EN_PERF + #define TM_GET_TICK(x) __ASM volatile("csrr %0, mcycle" : "=r"(x)); //edit your self + + #define TM_TICK_PERUS (380) //sysconf(_SC_CLK_TCK)/1000000) + #define TM_PERF_REG(x) uint64_t x=0; + #define TM_PERF_EXTREG(x) extern uint64_t x; + #define TM_PERF_INIT(x) uint64_t _##x##_t0, _##x##_t1; + #define TM_PERF_START(x) TM_GET_TICK(_##x##_t0); + #define TM_PERF_ADD(x) {TM_GET_TICK(_##x##_t1);(x)+=(_##x##_t1-_##x##_t0);TM_GET_TICK(_##x##_t0);}; + #define TM_PERF_PRINT(x) TM_PRINTF("PERF "#x": %ld us\r\n", (x)/TM_TICK_PERUS) +#else + #define TM_GET_TICK(x) + #define TM_TICK_PERUS + #define TM_PERF_REG(x) + #define TM_PERF_EXTREG(x) + #define TM_PERF_INIT(x) + #define TM_PERF_START(x) + #define TM_PERF_ADD(x) + #define TM_PERF_PRINT(x) +#endif + + +/******************************* OPS CONFIG ************************************/ + + + + +#endif