🧼 Removes NN from main
This commit is contained in:
@@ -1,67 +0,0 @@
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#include "NeuralNetwork.h"
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#include "tensorflow/lite/micro/all_ops_resolver.h"
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#include "tensorflow/lite/micro/micro_error_reporter.h"
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#include "tensorflow/lite/micro/micro_interpreter.h"
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#include "tensorflow/lite/schema/schema_generated.h"
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#include "tensorflow/lite/version.h"
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NeuralNetwork::NeuralNetwork(const void *model_data, const int kArenaSize) : _kArenaSize(kArenaSize) {
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error_reporter = new tflite::MicroErrorReporter();
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model = tflite::GetModel(model_data);
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if (model->version() != TFLITE_SCHEMA_VERSION) {
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TF_LITE_REPORT_ERROR(error_reporter, "Model provided is schema version %d not equal to supported version %d.",
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model->version(), TFLITE_SCHEMA_VERSION);
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return;
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}
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// This pulls in the operators implementations we need
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resolver = new tflite::MicroMutableOpResolver<10>();
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resolver->AddFullyConnected();
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resolver->AddMul();
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resolver->AddAdd();
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resolver->AddLogistic();
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resolver->AddReshape();
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resolver->AddQuantize();
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resolver->AddDequantize();
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tensor_arena = (uint8_t *)malloc(_kArenaSize);
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if (!tensor_arena) {
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TF_LITE_REPORT_ERROR(error_reporter, "Could not allocate arena");
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return;
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}
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// Build an interpreter to run the model with.
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interpreter = new tflite::MicroInterpreter(model, *resolver, tensor_arena, _kArenaSize, error_reporter);
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// Allocate memory from the tensor_arena for the model's tensors.
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TfLiteStatus allocate_status = interpreter->AllocateTensors();
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if (allocate_status != kTfLiteOk) {
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TF_LITE_REPORT_ERROR(error_reporter, "AllocateTensors() failed");
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return;
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}
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size_t used_bytes = interpreter->arena_used_bytes();
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TF_LITE_REPORT_ERROR(error_reporter, "Used bytes %d\n", used_bytes);
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// Obtain pointers to the model's input and output tensors.
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input = interpreter->input(0);
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output = interpreter->output(0);
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}
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void NeuralNetwork::setInput(float value) { input->data.f[0] = value; }
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float NeuralNetwork::predict(float value) {
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setInput(value);
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return predict();
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}
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float NeuralNetwork::predict() {
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TfLiteStatus invoke_status = interpreter->Invoke();
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if (invoke_status != kTfLiteOk) {
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TF_LITE_REPORT_ERROR(error_reporter, "Invoke failed!");
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return -1;
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}
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return output->data.f[0];
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}
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@@ -1,38 +0,0 @@
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#ifndef __NeuralNetwork__
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#define __NeuralNetwork__
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#include "model.h"
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#include <stdint.h>
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namespace tflite {
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template <unsigned int tOpCount>
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class MicroMutableOpResolver;
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class ErrorReporter;
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class Model;
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class MicroInterpreter;
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} // namespace tflite
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struct TfLiteTensor;
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class NeuralNetwork {
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private:
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tflite::MicroMutableOpResolver<10> *resolver;
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tflite::ErrorReporter *error_reporter;
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tflite::MicroInterpreter *interpreter;
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const tflite::Model *model;
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uint8_t *tensor_arena;
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TfLiteTensor *input;
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TfLiteTensor *output;
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const int _kArenaSize = 20000;
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void setInput(float value);
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float predict();
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public:
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NeuralNetwork(const void *model_data = g_model, const int kArenaSize = 20000);
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float predict(float value);
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};
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#endif
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+1
-23
@@ -1,13 +1,8 @@
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#include <ESP32SvelteKit.h>
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#include <ESP32SvelteKit.h>
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#include <PsychicHttpServer.h>
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#include <PsychicHttpServer.h>
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#include "NeuralNetwork.h"
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#include <Arduino.h>
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#define SERIAL_BAUD_RATE 115200
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#define SERIAL_BAUD_RATE 115200
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NeuralNetwork *nn;
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DRAM_ATTR PsychicHttpServer server;
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DRAM_ATTR PsychicHttpServer server;
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DRAM_ATTR ESP32SvelteKit spot(&server, 130);
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DRAM_ATTR ESP32SvelteKit spot(&server, 130);
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@@ -16,23 +11,6 @@ void setup() {
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Serial.begin(SERIAL_BAUD_RATE);
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Serial.begin(SERIAL_BAUD_RATE);
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spot.begin();
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spot.begin();
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nn = new NeuralNetwork();
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}
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}
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void run_nn() {
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void loop() { vTaskDelete(NULL); }
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float x = random(6);
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x = max(min(x, 6.28f), 0.0f);
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float y_pred = nn->predict(x);
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float y = sin(x);
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float error = abs(y_pred - y);
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ESP_LOGI("Run nn", "Predicted sin:%.2f,\t actual:%.2f,\t error%.2f", y_pred, y, error);
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}
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void loop() {
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EXECUTE_EVERY_N_MS(1000, TIME_IT(run_nn()));
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spot.loop();
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}
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@@ -1,162 +0,0 @@
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alignas(16) const unsigned char g_model[] = {
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|
||||||
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|
||||||
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|
|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
|
||||||
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||||||
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|
||||||
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|
||||||
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|
||||||
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||||||
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|
||||||
0x04, 0x00, 0x00, 0x00, 0x16, 0xfd, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
|
|
||||||
0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00,
|
|
||||||
0x20, 0x00, 0x00, 0x00, 0x00, 0xfd, 0xff, 0xff, 0x11, 0x00, 0x00, 0x00,
|
|
||||||
0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x65, 0x64, 0x43,
|
|
||||||
0x61, 0x6c, 0x6c, 0x3a, 0x30, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0xca, 0xfd, 0xff, 0xff,
|
|
||||||
0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00,
|
|
||||||
0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x3c, 0x00, 0x00, 0x00,
|
|
||||||
0xb4, 0xfd, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x14, 0x7f, 0x02, 0x3c, 0x12, 0x00, 0x00, 0x00,
|
|
||||||
0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f, 0x6e, 0x65, 0x64, 0x43,
|
|
||||||
0x61, 0x6c, 0x6c, 0x3a, 0x30, 0x31, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x2a, 0xfe, 0xff, 0xff,
|
|
||||||
0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00,
|
|
||||||
0x07, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x4c, 0x00, 0x00, 0x00,
|
|
||||||
0x14, 0xfe, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x80, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0xa0, 0x1e, 0xb1, 0x3c, 0x21, 0x00, 0x00, 0x00,
|
|
||||||
0x4d, 0x61, 0x74, 0x4d, 0x75, 0x6c, 0x3b, 0x6f, 0x6e, 0x6e, 0x78, 0x5f,
|
|
||||||
0x74, 0x66, 0x5f, 0x70, 0x72, 0x65, 0x66, 0x69, 0x78, 0x5f, 0x2f, 0x31,
|
|
||||||
0x2f, 0x52, 0x65, 0x6c, 0x75, 0x3b, 0x61, 0x64, 0x64, 0x00, 0x00, 0x00,
|
|
||||||
0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
||||||
0x9a, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00,
|
|
||||||
0x34, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,
|
|
||||||
0x3c, 0x00, 0x00, 0x00, 0x84, 0xfe, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,
|
|
||||||
0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x80, 0xff, 0xff, 0xff,
|
|
||||||
0xff, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0xb5, 0xd9, 0xc9, 0x3c, 0x0c, 0x00, 0x00, 0x00, 0x74, 0x66, 0x6c, 0x2e,
|
|
||||||
0x71, 0x75, 0x61, 0x6e, 0x74, 0x69, 0x7a, 0x65, 0x00, 0x00, 0x00, 0x00,
|
|
||||||
0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0xfa, 0xfe, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00,
|
|
||||||
0x34, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,
|
|
||||||
0x34, 0x00, 0x00, 0x00, 0xe4, 0xfe, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,
|
|
||||||
0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x1a, 0x0a, 0x12, 0x3c, 0x06, 0x00, 0x00, 0x00, 0x4d, 0x61, 0x74, 0x4d,
|
|
||||||
0x75, 0x6c, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x52, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01,
|
|
||||||
0x14, 0x00, 0x00, 0x00, 0x30, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x02, 0x30, 0x00, 0x00, 0x00, 0x3c, 0xff, 0xff, 0xff,
|
|
||||||
0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x40, 0x4c, 0x66, 0x39, 0x07, 0x00, 0x00, 0x00, 0x43, 0x6f, 0x6e, 0x73,
|
|
||||||
0x74, 0x5f, 0x32, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
||||||
0xa2, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00,
|
|
||||||
0x34, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,
|
|
||||||
0x38, 0x00, 0x00, 0x00, 0x8c, 0xff, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,
|
|
||||||
0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x81, 0x5b, 0x57, 0x3c, 0x08, 0x00, 0x00, 0x00, 0x4d, 0x61, 0x74, 0x4d,
|
|
||||||
0x75, 0x6c, 0x5f, 0x31, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, 0x00,
|
|
||||||
0x1c, 0x00, 0x18, 0x00, 0x17, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x01, 0x20, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00,
|
|
||||||
0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x3c, 0x00, 0x00, 0x00,
|
|
||||||
0x0c, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00,
|
|
||||||
0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x08, 0x00, 0x95, 0x39, 0x05, 0x00, 0x00, 0x00,
|
|
||||||
0x43, 0x6f, 0x6e, 0x73, 0x74, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, 0x00, 0x18, 0x00, 0x14, 0x00,
|
|
||||||
0x00, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x00, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x07, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01,
|
|
||||||
0x14, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x28, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
||||||
0x17, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f,
|
|
||||||
0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x5f, 0x69, 0x6e, 0x70, 0x75,
|
|
||||||
0x74, 0x3a, 0x30, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
|
||||||
0x01, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x44, 0x00, 0x00, 0x00,
|
|
||||||
0x24, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xf0, 0xff, 0xff, 0xff,
|
|
||||||
0x06, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06,
|
|
||||||
0x0c, 0x00, 0x10, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00,
|
|
||||||
0x0c, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x09, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x72, 0x00, 0x00, 0x00,
|
|
||||||
0x00, 0x00, 0x00, 0x72
|
|
||||||
};
|
|
||||||
Reference in New Issue
Block a user