Update submodules, include only needed layers of tflite (#2586)

* Initial version

* Working Version

* Update

* Update main.cpp

* Updated Docu
This commit is contained in:
jomjol
2023-08-20 21:49:28 +02:00
committed by GitHub
parent d7a733512f
commit 40a1aa0430
12 changed files with 89 additions and 16 deletions

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@@ -8,6 +8,15 @@ git checkout rolling
git submodule update --init
```
## Update Submodules
```
cd /components/submodule-name (e.g. tflite-micro-example)
git checkout VERSION (e.g. HASH of latest tflite-micro-example build)
cd ../../ (auf Ebene von code)
git submodule update --init
```
Evt. muss man vorher noch einige Verzeichnisse in compenents von Hand löschen, da sie beim checkout nicht gelöscht wurden (vor update -- init)
## Build and Flash within terminal
See further down to build it within an IDE.
### Compile

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@@ -2,6 +2,6 @@ FILE(GLOB_RECURSE app_sources ${CMAKE_CURRENT_SOURCE_DIR}/*.*)
idf_component_register(SRCS ${app_sources}
INCLUDE_DIRS "." "../../include" "miniz"
REQUIRES vfs tflite-lib esp_http_server app_update esp_http_client nvs_flash jomjol_tfliteclass jomjol_flowcontroll spiffs jomjol_helper jomjol_controlGPIO)
REQUIRES vfs esp_http_server app_update esp_http_client nvs_flash jomjol_tfliteclass jomjol_flowcontroll spiffs jomjol_helper jomjol_controlGPIO)

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@@ -2,6 +2,6 @@ FILE(GLOB_RECURSE app_sources ${CMAKE_CURRENT_SOURCE_DIR}/*.*)
idf_component_register(SRCS ${app_sources}
INCLUDE_DIRS "."
REQUIRES tflite-lib esp_http_client jomjol_logfile)
REQUIRES esp_http_client jomjol_logfile)

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@@ -12,6 +12,31 @@
static const char *TAG = "TFLITE";
/// Static Resolver muss mit allen Operatoren geladen Werden, die benöägit werden - ABER nur 1x --> gesonderte Funktion /////////////////////////////
static bool MakeStaticResolverDone = false;
static tflite::MicroMutableOpResolver<15> resolver;
void MakeStaticResolver()
{
if (MakeStaticResolverDone)
return;
MakeStaticResolverDone = true;
resolver.AddFullyConnected();
resolver.AddReshape();
resolver.AddSoftmax();
resolver.AddConv2D();
resolver.AddMaxPool2D();
resolver.AddQuantize();
resolver.AddMul();
resolver.AddAdd();
resolver.AddLeakyRelu();
resolver.AddDequantize();
}
////////////////////////////////////////////////////////////////////////////////////////
float CTfLiteClass::GetOutputValue(int nr)
{
TfLiteTensor* output2 = this->interpreter->output(0);
@@ -179,16 +204,20 @@ bool CTfLiteClass::LoadInputImageBasis(CImageBasis *rs)
}
bool CTfLiteClass::MakeAllocate()
{
static tflite::AllOpsResolver resolver;
MakeStaticResolver();
#ifdef DEBUG_DETAIL_ON
LogFile.WriteHeapInfo("CTLiteClass::Alloc start");
#endif
LogFile.WriteToFile(ESP_LOG_DEBUG, TAG, "CTfLiteClass::MakeAllocate");
this->interpreter = new tflite::MicroInterpreter(this->model, resolver, this->tensor_arena, this->kTensorArenaSize, this->error_reporter);
this->interpreter = new tflite::MicroInterpreter(this->model, resolver, this->tensor_arena, this->kTensorArenaSize);
// this->interpreter = new tflite::MicroInterpreter(this->model, resolver, this->tensor_arena, this->kTensorArenaSize, this->error_reporter);
if (this->interpreter)
{
@@ -285,6 +314,7 @@ bool CTfLiteClass::ReadFileToModel(std::string _fn)
bool CTfLiteClass::LoadModel(std::string _fn)
{
#ifdef SUPRESS_TFLITE_ERRORS
// this->error_reporter = new tflite::ErrorReporter;
this->error_reporter = new tflite::OwnMicroErrorReporter;
#else
this->error_reporter = new tflite::MicroErrorReporter;
@@ -320,16 +350,21 @@ CTfLiteClass::CTfLiteClass()
CTfLiteClass::~CTfLiteClass()
{
delete this->interpreter;
delete this->error_reporter;
// delete this->error_reporter;
psram_free_shared_tensor_arena_and_model_memory();
}
#ifdef SUPRESS_TFLITE_ERRORS
namespace tflite
{
//tflite::ErrorReporter
// int OwnMicroErrorReporter::Report(const char* format, va_list args)
int OwnMicroErrorReporter::Report(const char* format, va_list args)
{
return 0;
}
}
}
#endif

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@@ -3,8 +3,12 @@
#ifndef CTFLITECLASS_H
#define CTFLITECLASS_H
#include "tensorflow/lite/micro/all_ops_resolver.h"
#include "tensorflow/lite/micro/micro_error_reporter.h"
#include "tensorflow/lite/micro/micro_mutable_op_resolver.h"
#include "tensorflow/lite/micro/micro_interpreter.h"
#include "tensorflow/lite/micro/micro_mutable_op_resolver.h"
#include "tensorflow/lite/micro/kernels/micro_ops.h"
#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h"
#include "tensorflow/lite/micro/micro_interpreter.h"
#include "tensorflow/lite/schema/schema_generated.h"
#include "tensorflow/lite/micro/kernels/micro_ops.h"
@@ -13,6 +17,8 @@
#include "CImageBasis.h"
#ifdef SUPRESS_TFLITE_ERRORS
#include "tensorflow/lite/core/api/error_reporter.h"
#include "tensorflow/lite/micro/compatibility.h"
@@ -27,6 +33,7 @@ namespace tflite {
////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////
#endif
class CTfLiteClass
{
protected:
@@ -34,7 +41,6 @@ class CTfLiteClass
const tflite::Model* model;
tflite::MicroInterpreter* interpreter;
TfLiteTensor* output = nullptr;
static tflite::AllOpsResolver resolver;
int kTensorArenaSize;
uint8_t *tensor_arena;
@@ -68,4 +74,6 @@ class CTfLiteClass
int ReadInputDimenstion(int _dim);
};
void MakeStaticResolver();
#endif //CTFLITECLASS_H

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@@ -1,3 +1,9 @@
manifest_hash: 63f5c6c9f0bcebc7b9ca12d2aa8b26b2c5f5218d377dc4b2375d9b9ca1df7815
dependencies:
idf:
component_hash: null
source:
type: idf
version: 5.0.2
manifest_hash: f880feca80f04921fc95fd31e9c2936b9896764c15a62f6e2d312c57a62a36db
target: esp32
version: 1.0.0

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@@ -173,7 +173,7 @@
fprintf(stderr, "Error at %s:%d\n", __FILE__, __LINE__); \
exit(1); \
}
#define SUPRESS_TFLITE_ERRORS // use, to avoid error messages from TFLITE
// #define SUPRESS_TFLITE_ERRORS // use, to avoid error messages from TFLITE
// connect_wlan.cpp

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@@ -721,6 +721,7 @@ std::vector<std::string> splitString(const std::string& str) {
}
/*bool replace_all(std::string& s, std::string const& toReplace, std::string const& replaceWith) {
std::string buf;
std::size_t pos = 0;