samples: tflite-micro: update hello_world
Updates tflite-micro hello_world sample code. Signed-off-by: Lauren Murphy <lauren.murphy@intel.com>
This commit is contained in:
Lauren Murphy
Christopher Friedt
parent
6cf73956c8
commit
82f64e1f20
2 changed files with 222 additions and 230 deletions
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@ -22,8 +22,8 @@
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#include "output_handler.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/micro/system_setup.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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/* Globals, used for compatibility with Arduino-style sketches. */
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namespace {
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@ -34,15 +34,7 @@ namespace {
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TfLiteTensor *output = nullptr;
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int inference_count = 0;
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/* Create an area of memory to use for input, output, and intermediate arrays.
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* Minimum arena size, at the time of writing. After allocating tensors
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* you can retrieve this value by invoking interpreter.arena_used_bytes().
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*/
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const int kModelArenaSize = 2468;
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/* Extra headroom for model + alignment + future interpreter changes. */
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const int kExtraArenaSize = 560 + 16 + 100;
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const int kTensorArenaSize = kModelArenaSize + kExtraArenaSize;
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constexpr int kTensorArenaSize = 2000;
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uint8_t tensor_arena[kTensorArenaSize];
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} /* namespace */
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@ -63,9 +55,9 @@ void setup(void)
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model = tflite::GetModel(g_model);
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if (model->version() != TFLITE_SCHEMA_VERSION) {
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TF_LITE_REPORT_ERROR(error_reporter,
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"Model provided is schema version %d not equal "
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"to supported version %d.",
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model->version(), TFLITE_SCHEMA_VERSION);
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"Model provided is schema version %d not equal "
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"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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@ -104,32 +96,34 @@ void loop(void)
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*/
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float position = static_cast < float > (inference_count) /
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static_cast < float > (kInferencesPerCycle);
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float x_val = position * kXrange;
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float x = position * kXrange;
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/* Place our calculated x value in the model's input tensor */
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input->data.f[0] = x_val;
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/* Quantize the input from floating-point to integer */
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int8_t x_quantized = x / input->params.scale + input->params.zero_point;
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/* Place the quantized input in the model's input tensor */
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input->data.int8[0] = x_quantized;
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/* Run inference, and report any error */
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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 on x_val: %f\n",
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static_cast < double > (x_val));
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TF_LITE_REPORT_ERROR(error_reporter, "Invoke failed on x: %f\n",
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static_cast < double > (x));
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return;
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}
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/* Read the predicted y value from the model's output tensor */
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float y_val = output->data.f[0];
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/* Obtain the quantized output from model's output tensor */
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int8_t y_quantized = output->data.int8[0];
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/* Dequantize the output from integer to floating-point */
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float y = (y_quantized - output->params.zero_point) * output->params.scale;
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/* Output the results. A custom HandleOutput function can be implemented
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* for each supported hardware target.
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*/
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HandleOutput(error_reporter, x_val, y_val);
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HandleOutput(error_reporter, x, y);
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/* Increment the inference_counter, and reset it if we have reached
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* the total number per cycle
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*/
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inference_count += 1;
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if (inference_count >= kInferencesPerCycle) {
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inference_count = 0;
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}
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if (inference_count >= kInferencesPerCycle) inference_count = 0;
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}
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@ -28,215 +28,213 @@
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/* Keep model aligned to 8 bytes to guarantee aligned 64-bit accesses. */
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alignas(8) 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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0x00, 0xfa, 0xf8, 0xf5, 0xdc, 0xeb, 0x27, 0x14, 0xf1, 0xde, 0xe2, 0xdb,
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0xf0, 0xde, 0x31, 0x06, 0x02, 0xe6, 0xee, 0xf9, 0x00, 0x16, 0x07, 0xe0,
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0xfe, 0xff, 0xe9, 0x06, 0xe7, 0xef, 0x81, 0x1b, 0x18, 0xea, 0xc9, 0x01,
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0x0f, 0x00, 0xda, 0xf7, 0x0e, 0xec, 0x13, 0x1f, 0x04, 0x13, 0xb4, 0xe6,
|
||||
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0x2c, 0x00, 0x00, 0x00, 0x64, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
||||
0x00, 0x00, 0x00, 0x09, 0x84, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,
|
||||
0xff, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x14, 0x00,
|
||||
0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,
|
||||
0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,
|
||||
0x24, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x80, 0xff, 0xff, 0xff,
|
||||
0xff, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
||||
0x5d, 0x4f, 0xc9, 0x3c, 0x01, 0x00, 0x00, 0x00, 0x0e, 0x86, 0xc8, 0x40,
|
||||
0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,
|
||||
0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61,
|
||||
0x75, 0x6c, 0x74, 0x5f, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x32, 0x5f,
|
||||
0x69, 0x6e, 0x70, 0x75, 0x74, 0x3a, 0x30, 0x5f, 0x69, 0x6e, 0x74, 0x38,
|
||||
0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,
|
||||
0x01, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00,
|
||||
0x24, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xd8, 0xff, 0xff, 0xff,
|
||||
0x06, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06,
|
||||
0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00,
|
||||
0x0c, 0x00, 0x00, 0x00, 0x72, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x72,
|
||||
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
|
||||
};
|
||||
const int g_model_len = 2512;
|
||||
const int g_model_len = 2488;
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue