在PlatformIO中,创建一个基于ESP32-S3的项目,并添加TensorFlow Lite Micro库依赖。 模型加载与推理代码 c #include "tensorflow/lite/micro/all_ops_resolver.h" #include "tensorflow/lite/micro/micro_error_reporter.h" #include "tensorflow/
#include <tensorflow/lite/micro/all_ops_resolver.h> //可以记录错误并输出以帮助调试的类 #include <tensorflow/lite/micro/micro_error_reporter.h> //TensorFlow Lite for Microcontrollers 解释器,模型将在解释器中运行 #include <tensorflow/lite/micro/micro_interpreter.h> //定义 TensorFlow Lite FlatBuffer ...
2.1 TensorFlow Lite Micro集成 // main.cpp #include "tensorflow/lite/micro/micro_mutable_op_resolver.h" #include "tensorflow/lite/micro/micro_interpreter.h" const tflite::Model* model = ::tflite::GetModel(g_model); tflite::MicroMutableOpResolver<5> resolver; resolver.AddConv2D(); resolver...
Infrastructure to enable deployment of ML models to low-power resource-constrained embedded targets (including microcontrollers and digital signal processors). - tflite-micro/tensorflow/lite/micro/micro_interpreter.h at main · tensorflow/tflite-micro
//static tflite::MicroMutableOpResolver<1> resolver; statictflite::AllOpsResolver resolver; // Build an interpreter to run the model with. statictflite::MicroInterpreterstatic_interpreter(model,resolver,tensor_arena,kTensorArenaSize,error_reporter); ...
* 1024]; // 分配 16KB 内存给推理tflite::MicroInterpreter interpreter(model, tensor_arena, sizeof(tensor_arena));// 设置输入输出TfLiteTensor* input = interpreter.input();TfLiteTensor* output = interpreter.output();voidsetup(){// 初始化串口 Serial.begin(9600);// 分配张量 interpreter....
// Build an interpreter to run the model with. static tflite::MicroInterpreter static_interpreter( model, micro_op_resolver, tensor_arena, kTensorArenaSize, error_reporter); interpreter = &static_interpreter; // Allocate memory from the tensor_arena for the model's tensors. ...
事实上,简单性是Capture体验的关键,而这一价值也延伸到Capture底层代码的开发中。
与TensorFlow Mobile 不同,TensorFlow Lite 在馈入 TensorFlow Lite 模型进行推理时使用interpreter->inputs()[0]而不是特定的输入节点名称。 在以与在HelloTensorFlow应用中相同的方式加载labels.txt文件后,也以相同的方式加载要分类的图像,但是使用 TensorFlow Lite 的Interpreter的typed_tensor方法而不是 TensorFlow Mobi...
#include"tensorflow/lite/experimental/micro/micro_error_reporter.h" 一个可以记录错误和输出以帮助调试的类 #include"tensorflow/experimental/lite/micro/micro_interpreter.h" TensorFlow Lite for Microcontrollers 解释器,它将运行我们的模型 #include"tensorflow/lite/schema/schema_generated.h" ...