model.cpp

#include <stdio.h>

#include "edge-impulse-sdk/classifier/ei_run_classifier.h"

// Callback function declaration
static int get_signal_data(size_t offset, size_t length, float *out_ptr);


// Raw features copied from test sample (Edge Impulse > Model testing)
static float input_buf[] = {
    /* Paste your raw features here! */
    0x84b0a6, 0x85ada3, 0x739c90, 0x538277, 0x436f6f, 0x567f85, 0x789ca1, 0x89ada9, 0x88b1a5, 0x89b2a4, 0x8ab2a1, 0x87ae9d, 0x86ad9c, 0x84ad9b, 0x84ad9b, 0x86ae9e, 0x88b0a0, 0x89b0a4, 0x89b0a4, 0x88b0a2, 0x86ada2, 0x82a99e, 0x83a99f, 0x6e9689, 0x698c80, 0x70948c, 0x70958e, 0x7ea29a, 0x7ca59a, 0x7da59a, 0x7fa59b, 0x80a39b, 0x7fa399, 0x7da29a, 0x7ca29a, 0x79a097, 0x7ba19a, 0x618a84, 0x3e6363, 0x426265, 0x476568, 0x5f807c, 0x6c918a, 0x6d918c, 0x72948f, 0x759894, 0x7ea39e, 0x8aafa9, 0x92bab5, 0x94c2bb, 0x83b2a8, 0x93beb3, 0xa8d1c9, 0xa9d2c9, 0xabd4cc, 0xafd6cf, 0xb4ddd5, 0x80aba4, 0x6d978e, 0x749e95, 0x74a098, 0x75a298, 0x76a399, 0x78a49b, 0x79a49a, 0x74a097, 0x8aada5, 0xcee7e1, 0x8cb1ac, 0x83a8a2, 0xcfe5e0, 0xd3e4e1, 0xd0e6e1, 0xcbe2dd, 0xc4dcd7, 0xc4ddd8, 0xc4dcd7, 0xc2dcd8, 0xc0dcd8, 0xbddcd8, 0xbededa, 0xbfded9, 0xbfe1da, 0xbfe4dd, 0xc0e5df, 0xc3e5e1, 0xc4e5e2, 0xc7e6e2, 0xc5e5e1, 0xaad8d9, 0x9ed2d6, 0x9ccdd1, 0x98c6c9, 0x8cc2c1, 0x87beba, 0x88bab2, 0x8abaaf, 0x92bdb2, 0x9ac3b8, 0xa2cbbf, 0xa8d1c5, 0xaad5ca, 0xa9d5cf, 0xa2d0d0, 0x80b0b0, 0x6e9e9b, 0x74a49d, 0x7baba3, 0x80afa9, 0x84b0aa, 0x7dada6, 0x74a59e, 0x76a39c, 0x74a59e, 0x77a79f, 0x7ba9a0, 0x77aaa2, 0x78a9a1, 0x75aaa2, 0x76ada2, 0x79ada1, 0x77aba2, 0x74a79e, 0x73a198, 0x6f9b93, 0x67958b, 0x678f86, 0x63897e, 0x5c8676, 0x628b7a, 0x6d9683, 0x719a88, 0x749a8a, 0x729987, 0x6c9687, 0x6b9688, 0x6c9888, 0x6a968a, 0x6b9588, 0x658d84, 0x507376, 0x3d5a61, 0x374e55, 0x394e4c, 0x3a5447, 0x3b5d51, 0x3d645b, 0x3d6a5f, 0x3c7162, 0x437460, 0x457564, 0x467868, 0x4a7a68, 0x477c6d, 0x447d6d, 0x447e6d, 0x457f70, 0x4a8272, 0x4a8273, 0x468374, 0x417d6e, 0x215c54, 0x114847, 0x1c5455, 0x397373, 0x578f8a, 0x5f968e, 0x609687, 0x5e9681, 0x5a947c, 0x5a9279, 0x5b917a, 0x5b927b, 0x5c947e, 0x5e9580, 0x5f9683, 0x629887, 0x5f9885, 0x5d9684, 0x5c9584, 0x599280, 0x558d7d, 0x538b7c, 0x2b6353, 0x3e6f64, 0x4f8579, 0x4d8577, 0x528679, 0x4f8778, 0x51877a, 0x518679, 0x508578, 0x518577, 0x4f8376, 0x4f8477, 0x4c8074, 0x4c7e72, 0x33665b, 0xb3c3a, 0x33138, 0xf3c43, 0x2d5d5c, 0x4a8078, 0x578c83, 0x61978c, 0x69a197, 0x73aba1, 0x7ab5a9, 0x80bcb0, 0x88c7b9, 0x93d1c3, 0x9fdacd, 0xa0dbd1, 0xa3d9cd, 0xa7dcd0, 0xacdfd5, 0xb1e2d8, 0x54897f, 0x33685b, 0x3a7163, 0x3a7164, 0x3e7364, 0x427667, 0x427769, 0x447769, 0x3d7365, 0x628a7e, 0xcbe5dc, 0x6e9892, 0x5e8780, 0xc6dfd8, 0xcfe1dc, 0xcfe3dd, 0xb6d4d0, 0x9dc1bf, 0x9fc4c3, 0x9cc3c2, 0x99c1c1, 0x94bfbf, 0x8fbfbf, 0x91bfc0, 0x89bcbd, 0x79aeae, 0x72a7a5, 0x7db5b2, 0x85bab7, 0xa4d0cc, 0xc5e6df, 0xc4e1db, 0xa7d5d1, 0xa2d6d0, 0xa9dad4, 0xadddd9, 0xacded8, 0xa7dcd5, 0xa1d9d2, 0x9fd5ce, 0x97cdc6, 0x90c5bf, 0x88beb9, 0x7eb6b1, 0x79b1ab, 0x6ea49f, 0x8cc1bc, 0x7cb6b4, 0x3b7676, 0x48847f, 0x4e8c82, 0x528e85, 0x528e83, 0x458579, 0x407f75, 0x427f75, 0x428076, 0x428278, 0x488279, 0x46847a, 0x438479, 0x42837a, 0x418579, 0x428578, 0x428479, 0x418075, 0x3c796d, 0x357368, 0x316d60, 0x2e6859, 0x285f51, 0x134b3c, 0x84133, 0x64130, 0x1d5842, 0x346650, 0x3c6f56, 0x3d735c, 0x3b725d, 0x377058, 0x376d5a, 0x366f59, 0x366f59, 0x34695d, 0x255b51, 0xc3d3b, 0x2122, 0x1814, 0x1f1b, 0x2c26, 0x3a30, 0x4134, 0x34334, 0xc4537, 0xe493a, 0x134d3a, 0x94d3a, 0x84e3b, 0x10513f, 0xe5342, 0x145743, 0x125843, 0xa5843, 0x1a504a, 0x285e5e, 0x518484, 0x6a9e99, 0x6ca298, 0x679c8e, 0x659989, 0x649887, 0x639784, 0x619882, 0x649984, 0x689c88, 0x6a9e8a, 0x6aa08d, 0x69a08e, 0x689c8c, 0x699b8d, 0x679b8b, 0x64998a, 0x62988b, 0x609586, 0x5f9385, 0x588b7d, 0x3e7062, 0x57877c, 0x598e80, 0x588d7f, 0x5a8c80, 0x598d7f, 0x598c7f, 0x5a8c7f, 0x598b7e, 0x598b7d, 0x58897b, 0x56887a, 0x57897a, 0x5a897b, 0x517f72, 0x4e7f74, 0x51817c, 0x649490, 0x6ba197, 0x72a999, 0x7db2a2, 0x83baa8, 0x89c0af, 0x8ec5b4, 0x90cab7, 0x91c9b6, 0x8ec6b4, 0x85bba9, 0x7bae9d, 0x73a69a, 0x8dbdb1, 0xadd5cb, 0xc5e5df, 0xc7e6df, 0x5a857d, 0x346358, 0x3e6b60, 0x3b695f, 0x3d6b5e, 0x3f6b5f, 0x3e6b60, 0x436d62, 0x3d6b5f, 0x64857b, 0xd3e6de, 0x799d96, 0x678982, 0xcce0da, 0xd6e2dd, 0xd3e2dc, 0xcee5e1, 0xcdeae7, 0xcdeae8, 0xccebe8, 0xc9eae7, 0xc7eae8, 0xc5ebe9, 0xc5eae8, 0xc0e8e7, 0xa3d4d3, 0x98cdcb, 0xb4e0df, 0xb9e1df, 0xc1e3df, 0xcce5df, 0xd2e5e1, 0xa2c4c1, 0x83aca9, 0x87afac, 0x88b2af, 0x8bb5b1, 0x8cb8b4, 0x8ebdb7, 0x99c4be, 0x9fccc6, 0xa6d4ce, 0xaedbd6, 0xafe0db, 0xb4e3df, 0xa5d3d2, 0x9cc8c6, 0xa1cec9, 0x538a88, 0x538b84, 0x568c82, 0x568c84, 0x4f867b, 0x487e72, 0x467f73, 0x467e75, 0x487f75, 0x4b8177, 0x4d8279, 0x4c8278, 0x4b8278, 0x498379, 0x478278, 0x478277, 0x468076, 0x447d73, 0x41796f, 0x3d746d, 0x3a7166, 0x386d60, 0x36675c, 0x295b50, 0x1b4e45, 0x53c32, 0x14493a, 0x215342, 0x265743, 0x295a48, 0x376753, 0x3e715a, 0x40745e, 0x40735d, 0x3b705a, 0x3a6e5c, 0x3c705d, 0x3b6f61, 0x30655b, 0x1d4e46, 0x83331, 0x2b27, 0x5352c, 0xe473d, 0x175142, 0x1c5144, 0x1e5448, 0x1d5646, 0x1c5848, 0x1a5949, 0x1d5a4b, 0x1e5d4f, 0x205f4d, 0x1c5e4c, 0x1a614f, 0x568884, 0x6d9f94, 0x6ca291, 0x679e8a, 0x669889, 0x65978b, 0x66988b, 0x66988a, 0x669b8b, 0x6a9e8e, 0x6ca190, 0x6da18f, 0x6da090, 0x689f8d, 0x669e8c, 0x679c8b, 0x66988a, 0x65968a, 0x639689, 0x609588, 0x609285, 0x609384, 0x508275, 0x3e6e61, 0x598a7c, 0x598b7e, 0x598c7f, 0x5a8c7f, 0x578b7d, 0x558b7d, 0x598b7e, 0x588a7d, 0x57897a, 0x588a7a, 0x588c7b, 0x528875, 0x4a7b68, 0x467663, 0x427361, 0x528372, 0x6fa291, 0x72aa94, 0x74aa92, 0x73a78f, 0x6a9d82, 0x62927b, 0x558670, 0x487964, 0x3d6d5b, 0x3a6a5b, 0x4d7e71, 0x6f9d94, 0x89b4ae, 0xb8dcd3, 0xc9e4dd, 0xcfe3de, 0xcfe5df, 0x507974, 0x24534d, 0x2f5e55, 0x2f5e57, 0x315e57, 0x2e5e55, 0x2e5f56, 0x346057, 0x2d5d53, 0x587c72, 0xd0e8df, 0x769b94, 0x5f857c, 0xc9e0d9, 0xd4e3dd, 0xd2e4de, 0xc2dad4, 0xa6c6be, 0xa2c2ba, 0xa3c3bb, 0xa7ccc3, 0xa4cbc3, 0xa1c9c0, 0xa0cbc1, 0x9fc8be, 0x94c3b8, 0x99cdc2, 0xa9d5cb, 0xb7dcd3, 0xc5e4de, 0xcbe5e0, 0xcce3df, 0xc8e6e4, 0xc3e6e6, 0xbfe2e2, 0xbadfdf, 0xafdbda, 0xa6d4d3, 0xa2cfcd, 0x9bc8c4, 0x96c1bc, 0x8fbbb6, 0x87b4af, 0x80b0a9, 0xb4d9d0, 0xc5e6e1, 0xafd6d2, 0xb3d9d4, 0x588d8a, 0x4c837a, 0x51877a, 0x437c73, 0x386e63, 0x3c7266, 0x3c746a, 0x3f766c, 0x41776c, 0x467b6f, 0x477b70, 0x437a6f, 0x427a6e, 0x427b70, 0x417a6f, 0x41796e, 0x3f7a6e, 0x3f796e, 0x3c766b, 0x387168, 0x376e64, 0x376a5e, 0x34645a, 0x2c5e52, 0x1f5247, 0x83e34, 0x12443a, 0x1a4f43, 0xd4136, 0x3128, 0x2362b, 0xe4335, 0x1f5442, 0x31634d, 0x356854, 0x336757, 0x356655, 0x356453, 0x346553, 0x336551, 0x2b6050, 0x1a4e40, 0x6352a, 0x2d23, 0x53d29, 0x16513e, 0x1d5647, 0x1b5545, 0x195648, 0x1a594a, 0x175c4a, 0x155e4d, 0x1b5f4d, 0x195e4d, 0x1b6150, 0x6da191, 0x659a8c, 0x63978a, 0x63978a, 0x63988a, 0x64988b, 0x669a8c, 0x699e8e, 0x679d8c, 0x669d89, 0x679d8a, 0x659b8b, 0x669a8c, 0x62998a, 0x609789, 0x5f9586, 0x5e9386, 0x5c9385, 0x5b9485, 0x599383, 0x588c7d, 0x598f7f, 0x477b6c, 0x447468, 0x5a8d81, 0x5a8c7f, 0x5a8d80, 0x5c8e81, 0x5c8d7f, 0x588c7f, 0x5b8d80, 0x5b8c7f, 0x598c7d, 0x588c7b, 0x609382, 0x487e6b, 0x184834, 0x16452f, 0x30614e, 0x609383, 0x75a99a, 0x78b19d, 0x3d715d, 0x295541, 0x265341, 0x224e3d, 0x234e3f, 0x285144, 0x2d554a, 0x3a635a, 0xa2c8c1, 0xd4f1eb, 0xd2ede7, 0xcfe7e1, 0xcee3dc, 0xd1e4dd, 0xcfe1dd, 0x466e67, 0x214d45, 0x275249, 0x1d4d43, 0x1f4941, 0x1c4941, 0x1a4942, 0x204943, 0x15443d, 0x4a6c63, 0xd1e7de, 0x759992, 0x5d7e78, 0xc8dfd7, 0xd3e3dc, 0xd8e6de, 0xaac8c1, 0x57867d, 0x4f7e75, 0x4f7d76, 0x6b9d94, 0x6aa099, 0x619990, 0x5d978c, 0x5e988e, 0x609891, 0x659c95, 0x558c83, 0x588d80, 0xa1cabe, 0xd0e8e0, 0xd3e2db, 0xc4dbd4, 0xb9d5cb, 0xc3dcd1, 0xc9e0d7, 0xd0e5dd, 0xd2e8e1, 0xd3eae5, 0xd5ebe6, 0xd4ebe6, 0xd1e9e5, 0xcce6e3, 0xc3e0df, 0xc8e1dc, 0xd1e4de, 0xbdd5d0, 0xc1ded9, 0x6a9597, 0x497d77, 0x4d8276, 0x396c66, 0x35685f, 0x356860, 0x31645e, 0x32655e, 0x31665e, 0x356a61, 0x3b6f64, 0x3e7266, 0x3d7568, 0x3d7569, 0x3d7569, 0x3e7569, 0x3e7469, 0x3f7468, 0x3e7467, 0x397164, 0x386d61, 0x36695d, 0x30645a, 0x2b5c55, 0x275652, 0xe403d, 0x53b35, 0xa3d34, 0x312c, 0x302c, 0x302a, 0x2f28, 0x2e22, 0x5392a, 0x144b39, 0x1f5542, 0x2b5f4b, 0x2d604f, 0x2b5e4f, 0x2a5c4a, 0x2e604f, 0x356655, 0x2f6353, 0x164e43, 0x5372d, 0x3227, 0x174c3e, 0x1e5646, 0x185647, 0x1d584a, 0x215b4a, 0x1f5d4d, 0x205f4c, 0x1f5f4c, 0x1f6250, 0x87aea2, 0x82ad9f, 0x78a799, 0x77a496, 0x7ca89c, 0x83aea1, 0x81aca0, 0x88afa5, 0x80ac9e, 0x7aa99b, 0x7ba89a, 0x81ab9f, 0x7aa79b, 0x77a598, 0x77a397, 0x7aa499, 0x73a297, 0x75a296, 0x73a296, 0x73a295, 0x6d9c8d, 0x83ab9f, 0x4e7a6a, 0x487a6d, 0x5c8e81, 0x5c8d80, 0x5c8f81, 0x5e9082, 0x5c8f80, 0x5c8e80, 0x5e9081, 0x5d8e80, 0x5c8e7f, 0x5a8b7c, 0x629786, 0x477e6a, 0x83a27, 0x3222, 0x336554, 0x6b9e8b, 0x7db19f, 0x7cb5a2, 0x255b4c, 0x1c483a, 0x235042, 0x245143, 0x265344, 0x275444, 0x2e5749, 0x31594b, 0x6b9080, 0xb6d7c9, 0xbad7cf, 0xc9e3dd, 0xcde3dd, 0xd3e5df, 0xcbdeda, 0x3b6362, 0x1c494c, 0x2c5459, 0x335e62, 0x3e6a6c, 0x467577, 0x558487, 0x649092, 0x689496, 0x89acaa, 0xd1e9e2, 0x709591, 0x547973, 0xc5dfd8, 0xd1e3df, 0xd6e7e1, 0xa9c8c3, 0x528282, 0x4d7f83, 0x4a7c80, 0x61989a, 0x6da8aa, 0x619ea0, 0x5c9c9d, 0x619fa0, 0x5d9d9e, 0x519190, 0x397975, 0x35716c, 0x8bbbb2, 0xcdeae3, 0xd3e7e2, 0xa0c1bc, 0x56857d, 0x64948a, 0x74a397, 0x8dbbb0, 0x9cc7be, 0x9fc8bf, 0xa6cec3, 0xaed2c7, 0xb7d9cc, 0xbfded3, 0xc0e0d6, 0xc3e2d6, 0xcfe6de, 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};

int main(int argc, char **argv) {
    
    signal_t signal;            // Wrapper for raw input buffer
    ei_impulse_result_t result; // Used to store inference output
    EI_IMPULSE_ERROR res;       // Return code from inference

    // Calculate the length of the buffer
    size_t buf_len = sizeof(input_buf) / sizeof(input_buf[0]);

    // Make sure that the length of the buffer matches expected input length
    if (buf_len != EI_CLASSIFIER_DSP_INPUT_FRAME_SIZE) {
        printf("ERROR: The size of the input buffer is not correct.\r\n");
        printf("Expected %d items, but got %d\r\n", 
                EI_CLASSIFIER_DSP_INPUT_FRAME_SIZE, 
                (int)buf_len);
        return 1;
    }

    // Assign callback function to fill buffer used for preprocessing/inference
    signal.total_length = EI_CLASSIFIER_DSP_INPUT_FRAME_SIZE;
    signal.get_data = &get_signal_data;

    // Perform DSP pre-processing and inference
    res = run_classifier(&signal, &result, false);

    // Print return code and how long it took to perform inference
    printf("run_classifier returned: %d\r\n", res);
    printf("Timing: DSP %d ms, inference %d ms, anomaly %d ms\r\n", 
            result.timing.dsp, 
            result.timing.classification, 
            result.timing.anomaly);

    // Print the prediction results (object detection)
#if EI_CLASSIFIER_OBJECT_DETECTION == 1
    printf("Object detection bounding boxes:\r\n");
    for (uint32_t i = 0; i < EI_CLASSIFIER_OBJECT_DETECTION_COUNT; i++) {
        ei_impulse_result_bounding_box_t bb = result.bounding_boxes[i];
        if (bb.value == 0) {
            continue;
        }
        printf("  %s (%f) [ x: %u, y: %u, width: %u, height: %u ]\r\n", 
                bb.label, 
                bb.value, 
                bb.x, 
                bb.y, 
                bb.width, 
                bb.height);
    }

    // Print the prediction results (classification)
#else
    printf("Predictions:\r\n");
    for (uint16_t i = 0; i < EI_CLASSIFIER_LABEL_COUNT; i++) {
        printf("  %s: ", ei_classifier_inferencing_categories[i]);
        printf("%.5f\r\n", result.classification[i].value);
    }
#endif

    // Print anomaly result (if it exists)
#if EI_CLASSIFIER_HAS_ANOMALY == 1
    printf("Anomaly prediction: %.3f\r\n", result.anomaly);
#endif

    return 0;
}

// Callback: fill a section of the out_ptr buffer when requested
static int get_signal_data(size_t offset, size_t length, float *out_ptr) {
    for (size_t i = 0; i < length; i++) {
        out_ptr[i] = (input_buf + offset)[i];
    }

    return EIDSP_OK;
}