Eloquent interface to Tensorflow Lite for Microcontrollers

Last update: Dec 26, 2022

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Overview

EloquentTinyML

This Arduino library is here to simplify the deployment of Tensorflow Lite for Microcontrollers models to Arduino boards using the Arduino IDE.

Including all the required files for you, the library exposes an eloquent interface to load a model and run inferences.

Install

Clone this repo in you Arduino libraries folder.

git clone https://github.com/eloquentarduino/EloquentTinyML.git

Use

#include <EloquentTinyML.h>
#include "sine_model.h"

#define NUMBER_OF_INPUTS 1
#define NUMBER_OF_OUTPUTS 1
#define TENSOR_ARENA_SIZE 2*1024

Eloquent::TinyML::TinyML<
    NUMBER_OF_INPUTS,
    NUMBER_OF_OUTPUTS,
    TENSOR_ARENA_SIZE> ml;


void setup() {
    Serial.begin(115200);
    ml.begin(sine_model_quantized_tflite);
}

void loop() {
    float x = 3.14 * random(100) / 100;
    float y = sin(x);
    float input[1] = { x };
    float predicted = ml.predict(input);

    Serial.print("sin(");
    Serial.print(x);
    Serial.print(") = ");
    Serial.print(y);
    Serial.print("\t predicted: ");
    Serial.println(predicted);
    delay(1000);
}

Comments

Conv1D & MaxPooling1D

After I successfully using Kaggle to generate TinyML MNIST and running its Arduino TinyML_MNIST sample code on ESP32 I create another example which is TinyML ECG, it uses Conv1D & MaxPooling1D for ECG heartbeat classification, input_shape=(187, 1) however, it failed to predict using its Arduino TinyML_ECG sample code on ESP32 (NodeMCU32S)

I tried different TENSOR_ARENA_SIZE , 32/64 *1024, still not able to get prediction result, the below message seems not running the model with x_test.h, y_pred are all 0.00 (this ECG num_classes = 5)

It took 3 micros to run inference 0.00,0.00,0.00,0.00,0.00 Predicted Class :0 Sanity check:0

Any hint to debug this ?

opened by rkuo2000 20

Not able print to serial monitor

Hello!

I am trying deploy my own code to Arduino Nano 33 BLE Sense. The sine_model example code from readme compiles and runs on the device, successfully printing to the serial monitor.

My own code is as follows:

#include <EloquentTinyML.h>
#include <eloquent_tinyml/tensorflow.h>

#include "CNN_11_gen_clf_conv2d.h"

#define N_INPUTS 1522
#define N_OUTPUTS 10
// in future projects you may need to tweak this value: it's a trial and error process
#define TENSOR_ARENA_SIZE 20*1024

Eloquent::TinyML::TensorFlow::TensorFlow<N_INPUTS, N_OUTPUTS, TENSOR_ARENA_SIZE> tf;


void setup() {
    Serial.begin(115200);
    delay(4000);
    tf.begin(CNN_11_gen_clf_conv2d_tflite);
  
    // check if model loaded fine
    if (!tf.isOk()) {
        Serial.print("ERROR: ");
        Serial.println(tf.getErrorMessage());
        
        while (true) delay(1000);
    }
}

void loop() {
    for (float i = 0; i < 10; i++) {
        // pick x from 0 to PI
        float x = 3.14 * i / 10;
        float y = sin(x);
        //float input[1] = { x };
        //float predicted = tf.predict(input);
        
        Serial.print("sin(");
        Serial.print(x);
        Serial.print(") = ");
        Serial.print(y);
        Serial.print("\t predicted: ");
        //Serial.println(predicted);
    }

    delay(5000);
}

So basically the code is the same as in the example, except that I have changed the model to my own, changed the parameters and commented out some parts of the loop. Just trying to print out the x and y.

The code compiles and I am able to deploy it, but nothing comes out in the serial monitor.

What could be the reason? My model is full-integer quantized.

opened by eppane 15

Didn't find op for builtin opcode 'CONV_2D' version '5' Failed to get registration from op code d
@eloquentarduino I am trying to take an inference for a neural network on ESP 32 DEV KIT but it's throwing an error that is not understandable.

Please find my code below:

#include <EloquentTinyML.h> #include <eloquent_tinyml/tensorflow.h> #include "test_model.h"

#define NUMBER_OF_INPUTS 7200 #define NUMBER_OF_OUTPUTS 4 #define TENSOR_ARENA_SIZE 2*1024

Eloquent::TinyML::TensorFlow::TensorFlow<NUMBER_OF_INPUTS, NUMBER_OF_OUTPUTS, TENSOR_ARENA_SIZE> ml;

void setup() { Serial.begin(115200); ml.begin(test_model); }

void loop() { float x_test[7200] = {0.000000, 0.000139, ........ , 0.999722, 0.999861}; float y_pred[4] = {0, 0, 0, 0};

float predicted = ml.predict(x_test, y_pred); Serial.print("\t predicted: "); Serial.println(predicted); delay(10000);

}

below is my model summary:

compatibility
opened by Husnain-Bhatti 9
Debug support?
I'm trying to get a model working on the Arduino MKR board and I believe it's hanging in the constructor for Eloquent::TinyML::TfLite.

In my code it does not get passed "Initialising..."

TextClassifierExample.ino.txt text_model.h.txt

Looking at the porting advice it mentions that it should be possible to have a debug logger.

https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/README.md

There is some more advice on this in

https://github.com/eloquentarduino/EloquentTinyML/blob/master/src/tensorflow/lite/micro/debug_log.cpp

I tried adding this to mine but with no effect.

#include <arduino.h> extern "C" void DebugLog(const char* s) { Serial.print(s); } // fprintf(stderr, "%s", s);
opened by Workshopshed 8
'Didn't find op for builtin opcode ...' error
Hi! I'm trying to upload a TFLite model that uses autoencoder with tanh activation function in the layers but I get the following errors when uploading

Start GetModel done Version check done Didn't find op for builtin opcode 'TANH' version '1' Failed to get registration from op code d Allocation failed AllocateTensors() failed

Is there any special configuration that I should do or tanh is not supported yet?
opened by expeon07 7
digits_model.py

I found the fix.

When running tinymlgen, optimize default is True, the generated model file is quite small and cause ESP32 keep aborting.

After I modify digits_model.py to set optimize = False, like below : c_code = port(model, variable_name='digits_model', pretty_print=True, optimize=False) with open('digits_model.h', 'w') as f: print(c_code, file=f)

My Arduino example TinyML_Digit are running on ESP32 now !

opened by rkuo2000 7
Possible issue with multi-class models.

Hi,

I tried to deploy a 30 input to a 52 class output model using your library (like the frictionless approach btw). All classes come out as 0.00. I have retrained the models, made sure the scales are within float values range, and still no success. Running it on an ESP32.

I have also tried a more minimal 2-in, 2-out model, which did not work either.

Any suggestions on what else I could try or is this an issue with the library?

`#include <EloquentTinyML.h> #include "my_model.h"

#define NUMBER_OF_INPUTS 2 #define NUMBER_OF_OUTPUTS 2 #define TENSOR_ARENA_SIZE 1024

Eloquent::TinyML::TfLite<NUMBER_OF_INPUTS, NUMBER_OF_OUTPUTS, TENSOR_ARENA_SIZE> ml(my_model);

float arry[2]={0.0,1.0}; float out_arry[2]={0.0,0.0};

void setup() { // put your setup code here, to run once: Serial.begin(250000); }

void loop() { // put your main code here, to run repeatedly: ml.predict(arry,out_arry); Serial.print(out_arry[0]); Serial.print(' '); Serial.println(out_arry[1]); delay(50); arry[0] = 1.0; ml.predict(arry,out_arry); Serial.print(out_arry[0]); Serial.print(' '); Serial.println(out_arry[1]); delay(50); arry[1] = 0.0; ml.predict(arry,out_arry); Serial.print(out_arry[0]); Serial.print(' '); Serial.println(out_arry[1]); delay(50); arry[0] = 0.0; ml.predict(arry,out_arry); Serial.print(out_arry[0]); Serial.print(' '); Serial.println(out_arry[1]); delay(50); }`

opened by MatInGit 7
library dont work with Flatten()

Hi. I start your framework on esp32. If i run all full connected layers in my model, its work. But if i run cnn with flatten and full connected -> begin exception from esp from full connected layer tensorflow library

call esp32 Decoding stack results 0x4008eab4: invoke_abort at /home/runner/work/esp32-arduino-lib-builder/esp32-arduino-lib-builder/esp-idf/components/esp32/panic.c line 155 0x4008ece5: abort at /home/runner/work/esp32-arduino-lib-builder/esp32-arduino-lib-builder/esp-idf/components/esp32/panic.c line 170 0x400dfd85: tflite::reference_integer_ops::FullyConnected(tflite::FullyConnectedParams const&, tflite::RuntimeShape const&, signed char const*, tflite::RuntimeShape const&, signed char const*, tflite::RuntimeShape const&, int const*, tflite::RuntimeShape const&, signed char*) at C:\Users\Антон\Documents\Arduino\libraries\EloquentTinyML\src/tensorflow/lite/kernels/internal/reference/integer_ops/fully_connected.h line 62 0x400e0171: tflite::ops::micro::fully_connected::Eval(TfLiteContext*, TfLiteNode*) at C:\Users\Антон\Documents\Arduino\libraries\EloquentTinyML\src\tensorflow\lite\micro\kernels\fully_connected.cpp line 133 0x400e8e86: tflite::MicroInterpreter::MicroInterpreter(tflite::Model const*, tflite::OpResolver const&, unsigned char*, unsigned int, tflite::ErrorReporter*) at C:\Users\Антон\Documents\Arduino\libraries\EloquentTinyML\src\tensorflow\lite\micro\micro_interpreter.cpp line 60 0x400d1c90: neural(void*) at C:\Users\РђРЅС‚РѕРЅ\Documents\Arduino\detect/detect.ino line 69 0x4008b115: vPortTaskWrapper at /home/runner/work/esp32-arduino-lib-builder/esp32-arduino-lib-builder/esp-idf/components/freertos/port.c line 143

opened by beetlea 6
...arm_convolve_1x1_HWC_q7_fast_nonsquare.c.d: No such file or directory

Using ESP-32 Feather Board in Vscode with PlatformIO. Full Error: lib/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_1x1_HWC_q7_fast_nonsquare.c:1: fatal error: opening dependency file .pio/build/featheresp32/lib93d/EloquentTinyML/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Source/ConvolutionFunctions/arm_convolve_1x1_HWC_q7_fast_nonsquare.c.d: No such file or directory

It seems that PlatformIO isn't finding/making a "arm_convolve_1x1_HWC_q7_fast_nonsquare.c.d" file within .pio. Although when checking the EloquentTinyML library an "arm_convolve_1x1_HWC_q7_fast_nonsquare.c" does seem to exist where it should, i'm not sure if these are related.

I am using the latest version, v2.4.0, although I manually added this library instead of via PlatformIO as it seems to only have v0.02 and v0.03 available.

I have been unable to make this library work with either Vscode or Arduino IDE (with Arduino IDE, a similar "No Such File or Directory" Error occurs, although this time for "C:\Users[Name]\Documents\Arduino\libraries\EloquentTinyML\ src/eloquent_tinyml/tensorflow/arm/third_party/flatbuffers/include/flatbuffers/base.h:32:10: fatal error: cstddef: No such file or directory"

Is there any advice to resolve these errors? Making recognition systems play nice with microcontrollers has been a brick wall.

opened by ts532 5
Issue on the Colab

Hi Simone,

Thanks for your very nice code! Really appreciate it! I have the same issue with Radhanand Anantha who post a question on your blog. https://eloquentarduino.github.io/2020/11/tinyml-on-arduino-and-stm32-cnn-convolutional-neural-network-example/#tochow-to-run-a-cnn-on-arduino-and-stm32-boards-with-eloquenttinyml I also use colab to generate the model and finally the model size is about 5000 instead of 21448. The code is totally the same with yours because I just copied it to verify. Here is the link of colab code. Could you please have a look? Thanks! https://colab.research.google.com/drive/1_KE3OJ5uWD4bD-DITsQ4N6J8N8KDRorT?usp=sharing

opened by chisu7917 5
Three spaces too much
Thanks for this library. Worked immediately!

Small improvement suggestion for an error message on line 418 in micro_allocator.cpp link

The printed string currently looks like this

"Failed to get registration from op code % d\n "

The space between % and d should go, but probably also the one after \n and the one between op and code:

"Failed to get registration from opcode %d\n"
opened by maarten-pennings 5
predict function predict(input, output) supports either int/int or float/float.?

WARNING: library Arduino_OV767X claims to run on mbed architecture(s) and may be incompatible with your current board which runs on mbed_nano architecture(s). C:\Users\User\Documents\Cam Cris-copia\converted_tinyml\tm_template_script\cri_copi\cri_copi.ino: In function 'void loop()': C:\Users\User\Documents\Cam Cris-copia\converted_tinyml\tm_template_script\cri_copi\cri_copi.ino:89:45: error: invalid conversion from 'tflite::ErrorReporter*' to 'int' [-fpermissive] input->data.int8)) { ^ C:\Users\User\Documents\Cam Cris-copia\converted_tinyml\tm_template_script\cri_copi\cri_copi.ino:89:45: error: invalid conversion from 'int' to 'uint8_t* {aka unsigned char*}' [-fpermissive] C:\Users\User\Documents\Cam Cris-copia\converted_tinyml\tm_template_script\cri_copi\cri_copi.ino:89:45: error: too many arguments to function 'bool GetImage(int, int, int, uint8_t*)' In file included from C:\Users\User\Documents\Cam Cris-copia\converted_tinyml\tm_template_script\cri_copi\cri_copi.ino:6:0: C:\Users\User\Documents\Cam Cris-copia\converted_tinyml\tm_template_script\cri_copi\image_provider.h:21:6: note: declared here bool GetImage(int image_width, int image_height, int channels, uint8_t* image_data); ^~~~~~~~

exit status 1

Compilation error: invalid conversion from 'tflite::ErrorReporter*' to 'int' [-fpermissive]

When I try to compile the program i get this error, but in the issues section i already see that a user face up something similar, especifically the issue number 34. In this issue you mention "I will fix the library on this. For now, declare your input as float so you can use the float/float version of predict.", and I want to know if you already solved it or not. Or maybe you can tell me how to proceed.
enhancement

opened by Migue137 5
Error in output prediction of LSTM model with EloquentTinyML version 2.4.3

Hi all, I am trying to solve the issue but was not able since a month . I do need your help to find out what is not working in order to move forward with my project. I am trying to implement an LSTM model to predict temperature and humidity but the output is giving me 0 after all efforts I have used xxd to convert my tflite model to en h file since the tinymlgen kept giving me error. libraries for model in colab: Python 3.7.15 TF version: 2.9.2 Keras: 2.9.0 Numpy: 1.21.6 Pandas: 1.3.5 implementation librairy: Arduino IDE 2.0.0 EloquentTinyML version 2.4.3 ESP 32 (dev module board)

please help me find a solution

below the link of the project :

https://github.com/koulnodji6056/Prediction_LSTM_model_EloquentTinyML_library

opened by koulnodji6056 6
Error while begining model

Hi. I'm a next to noob regarding ML stuff, but I am needed to deploy a model on ESP32. The model I am given is a tflite file, converted to C array. Arena size is set according to arena estimator sizes. During the tf.begin() call, the serial prints are as such:

Didn't find op for builtin opcode 'MUL' version '1' Failed to get registration from op code d --->TF ERROR: Cannot allocate tensors

From what i understand, the model has a mul (multiply) layer (it is the 1st one) that the esp32 code cannot find the equivalent op code. Thing is, the mul operation is supported by TFlite (the same is for all the rest of the layers of the model), so why is it that it cannot be found?

I can provide said model and device code if needed. Also, if this is more of a TFlite problem than an EloquentTinyML one, let me know to go ask elsewhere! :)
upgrade

opened by theloukou 2

warning: comparison of unsigned expression < 0 is always false [-Wtype-limits] when compiling

Hi dev,

I'm trying to use TinyML fo my project. And when I compile my code , it gives me error :

D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_allocator.cpp:101:40: warning: comparison of unsigned expression < 0 is always false [-Wtype-limits]
if (buffer == nullptr || input_index < 0 ||
~~~~~~~~~^~~
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_allocator.cpp: In member function 'TfLiteStatus tflite::MicroAllocator::AllocateNodeAndRegistrations(const tflite::OpResolver&, tflite::NodeAndRegistration**)':
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_allocator.cpp:137:15: warning: comparison of unsigned expression < 0 is always false [-Wtype-limits]
if (index < 0 || index >= opcodes->size()) {
~~~~~~^~~
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_allocator.cpp: In member function 'TfLiteStatus tflite::MicroAllocator::InitializeRuntimeTensor(const tflite::Tensor&, const flatbuffers::Vector<flatbuffers::Offset<tflite::Buffer> >*, tflite::ErrorReporter*, TfLiteTensor*, uint8_t*)':
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_allocator.cpp:400:18: error: unused variable 'array_size' [-Werror=unused-variable]
if (size_t array_size = array->size()) {
^~~~~~~~~~
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_interpreter.cpp: In member function 'TfLiteTensor* tflite::MicroInterpreter::input(size_t)':
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_interpreter.cpp:231:14: warning: comparison of unsigned expression < 0 is always false [-Wtype-limits]
if ((index < 0) || (index >= length)) {
~~~~~~^~~
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_interpreter.cpp: In member function 'TfLiteTensor* tflite::MicroInterpreter::output(size_t)':
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_interpreter.cpp:242:14: warning: comparison of unsigned expression < 0 is always false [-Wtype-limits]
if ((index < 0) || (index >= outputs->size())) {
~~~~~~^~~
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_interpreter.cpp: In member function 'TfLiteTensor* tflite::MicroInterpreter::tensor(size_t)':
D:\USERDATA\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\esp32\tensorflow\lite\experimental\micro\micro_interpreter.cpp:252:14: warning: comparison of unsigned expression < 0 is always false [-Wtype-limits]
if ((index < 0) || (index >= tensors_size())) {
~~~~~~^~~

My environment is OS : Windows 10 10.0.19044.2130 (21H2) ArduinoIDE v1.8.19 Board ESP32-DEVKIT-V1 TinyML 2.4.4

It may sound weird because the current tag here is 2.4.0, but I found that 2.4.4 is latest version at my Library Manager.

Thank you

opened by m4nzm333 1

Issue on compiling Examples>2.4>SineExample on Arduino Nano 33 BLE Sense board

Arduino version: 1.8.19 Arduino nano 33 BLE board version: 2.6.1


Invalid library found in /home/sanjeev/Arduino/libraries/arm_math: no headers files (.h) found in /home/sanjeev/Arduino/libraries/arm_math
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/svdf.cpp:21:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/svdf.cpp:21:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/svdf.cpp:21:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/fully_connected.cpp:19:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/fully_connected.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/fully_connected.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/depthwise_conv.cpp:19:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/depthwise_conv.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/depthwise_conv.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/mul.cpp:19:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/mul.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/mul.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/pooling.cpp:18:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/pooling.cpp:18:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/pooling.cpp:18:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/conv.cpp:20:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/conv.cpp:20:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/conv.cpp:20:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/softmax.cpp:19:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/softmax.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/softmax.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/add.cpp:19:
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:44: error: 'uint32_t __SXTB16' redeclared as different kind of symbol
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                            ^
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:31: note: in expansion of macro '__SXTB16_RORn'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                               ^~~~~~~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/Core/Include/cmsis_compiler.h:55:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math_types.h:77,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:202,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/add.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1981:31: note: previous declaration 'uint32_t __SXTB16(uint32_t)'
 __STATIC_FORCEINLINE uint32_t __SXTB16(uint32_t op1)
                               ^~~~~~~~
In file included from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnsupportfunctions.h:34:0,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/NN/Include/arm_nnfunctions.h:165,
                 from /home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/kernels/cmsis-nn/add.cpp:19:
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:54: error: expected primary-expression before 'op1'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                      ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:50: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                  ^~~~
/home/sanjeev/.arduino15/packages/arduino/hardware/mbed_nano/2.6.1/cores/arduino/mbed/cmsis/CMSIS_5/CMSIS/TARGET_CORTEX_M/Include/cmsis_gcc.h:1989:68: error: expected primary-expression before 'rotate'
 __STATIC_FORCEINLINE uint32_t __SXTB16_RORn(uint32_t op1, uint32_t rotate)
                                                                    ^
/home/sanjeev/Arduino/libraries/EloquentTinyML/src/eloquent_tinyml/tensorflow/arm/tensorflow/lite/micro/tools/make/downloads/cmsis/CMSIS/DSP/Include/arm_math.h:199:56: note: in definition of macro '__SXTB16_RORn'
 #define __SXTB16_RORn(ARG1, ARG2) __SXTB16(__ROR(ARG1, ARG2))
                                                        ^~~~
exit status 1
Error compiling for board Arduino Nano 33 BLE.

bug

opened by sanjevShakya 4

Error compiling for ESP32-DEV-Module

Hi，The following error is reported at compile time：

c:\Users\HP\Documents\Arduino\libraries\EloquentTinyML\src\eloquent_tinyml\tensorflow\arm\tensorflow\lite\micro\tools\make\downloads\cmsis\CMSIS\NN\Source\ConvolutionFunctions\arm_convolve_1x1_HWC_q7_fast_nonsquare.c:1:0: fatal error: opening dependency file C:\Users\HP\AppData\Local\Temp\arduino-sketch-4FBA319415F0427AB022FB1B916D6EC9\libraries\EloquentTinyML\eloquent_tinyml\tensorflow\arm\tensorflow\lite\micro\tools\make\downloads\cmsis\CMSIS\NN\Source\ConvolutionFunctions\arm_convolve_1x1_HWC_q7_fast_nonsquare.c.d: No such file or directory #if !defined(ESP32) ^compilation terminated. Compilation error: Error: 13 INTERNAL: exit status 1

help me please thanks
bug

opened by nicoro-yja 28

Releases(2.4.0)

2.4.0(Dec 30, 2021)

Source code(tar.gz)
Source code(zip)
v_002(Jan 30, 2020)

Source code(tar.gz)
Source code(zip)
v_001(Jan 29, 2020)

Source code(tar.gz)
Source code(zip)

Eloquent interface to Tensorflow Lite for Microcontrollers

Related tags

Overview

EloquentTinyML

Install

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Comments

Releases(2.4.0)

2.4.0(Dec 30, 2021)

v_002(Jan 30, 2020)

v_001(Jan 29, 2020)

Owner

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