#include #include #include #include #include #include #include #include #include #include #include #include #include #include "image.h" using namespace std; #define LOG cout << __FUNCTION__ << ": " << __LINE__ << " | " #define ERRLOG cerr << __FUNCTION__ << ": " << __LINE__ << " | " // // // Trigonometry // DPoint convert_grid_coord(Image const& img, Point const& p) { return DPoint(p.x - img.width / 2.0f + 0.5, p.y - img.height / 2.0f + 0.5); } double convert_radian(Image const& img, Point const& p, double const ratio) { DPoint centered = convert_grid_coord(img, p); double const cos_value = centered.x * ratio; double const sin_value = - (centered.y * ratio); double angle = acos(cos_value); if (sin_value < 0) { angle = (2 * M_PI) - angle; } return angle; } DPoint convert_abs_coord(double const angle, double const ratio) { return DPoint(cos(angle) / ratio, - sin(angle) / ratio); } Point convert_img_coord(Image const& img, DPoint const& p) { int x = round(p.x + (img.width / 2.0f) - 0.5); int y = round(p.y + (img.height / 2.0f) - 0.5); return Point(x, y); } DPoint convert_img_coord_precision(Image const& img, DPoint const& p) { double x = p.x + (img.width / 2.0f) - 0.5; double y = p.y + (img.height / 2.0f) - 0.5; return DPoint(x, y); } void convert_abs_to_polar_coord(DPoint const& p, double& angle, double& dist) { angle = atan2(-p.y, p.x); dist = sqrt(p.x * p.x + p.y * p.y); } DPoint convert_polar_to_grid_coord(double const angle, double const distance) { return DPoint(cos(angle) * distance, - (sin(angle) * distance)); } double compute_ratio(Image const& img) { double const trigo_length = (sqrt(img.width * img.width + img.height * img.height) - 1) / 2; return 1.0f / trigo_length; } void compute_output_size(Image const& src, double const rotation, unsigned int& width, unsigned int& height) { double const ratio = compute_ratio(src); double min_w = 0; double max_w = 0; double min_h = 0; double max_h = 0; Point p(0, 0); double angle = convert_radian(src, p, ratio); DPoint const tl = convert_abs_coord(angle + rotation, ratio); min_w = min(min_w, tl.x); max_w = max(max_w, tl.x); min_h = min(min_h, tl.y); max_h = max(max_h, tl.y); p = Point(src.width - 1, 0); angle = convert_radian(src, p, ratio); DPoint const tr = convert_abs_coord(angle + rotation, ratio); min_w = min(min_w, tr.x); max_w = max(max_w, tr.x); min_h = min(min_h, tr.y); max_h = max(max_h, tr.y); p = Point(0, src.height - 1); angle = convert_radian(src, p, ratio); DPoint const bl = convert_abs_coord(angle + rotation, ratio); min_w = min(min_w, bl.x); max_w = max(max_w, bl.x); min_h = min(min_h, bl.y); max_h = max(max_h, bl.y); p = Point(src.width - 1, src.height - 1); angle = convert_radian(src, p, ratio); DPoint const br = convert_abs_coord(angle + rotation, ratio); min_w = min(min_w, br.x); max_w = max(max_w, br.x); min_h = min(min_h, br.y); max_h = max(max_h, br.y); width = (int) (max_w - min_w) + 1; height = (int) (max_h - min_h) + 1; } DPoint get_mapped_point(Image const& src, Point const& p, double const rotation) { DPoint const d = convert_grid_coord(src, p); double p_angle = 0; double dist = 0; convert_abs_to_polar_coord(d, p_angle, dist); return convert_polar_to_grid_coord(p_angle + rotation, dist); } // // // Math approximation // void round_if_very_small(double& d) { if (abs(d) < 1.0e-10) d = 0.0; if (abs(d - 1) < 1.0e-10) d = 1.0; } inline bool fequal(float a, float b, float sigma) { return abs(a - b) < sigma; } // // // Padding // uint16_t* generate_padding_table(Image const& rotated, Point src_rotated_origin, Point const& qdx, Point const& qdy, int src_qwidth, int src_qheight) { uint16_t* padding_table = new uint16_t[rotated.height]; // We suppose the image is square. if (qdx.x == 0 || qdx.y == 0) { memset(padding_table, 0, sizeof (uint16_t) * rotated.height); return padding_table; } for (unsigned int i = 0; i < rotated.height; ++i) { int y_range = 0; if (src_rotated_origin.y < 0) { y_range = ceil((-src_rotated_origin.y) / (float) qdx.y); } else if (src_rotated_origin.y >= src_qheight) { y_range = ceil((float) (src_rotated_origin.y - src_qheight + 1) / (float) (-qdx.y)); } if (y_range < 0) { cout << "Negative Y range" << endl; abort(); } int x_range = 0; if (src_rotated_origin.x < 0) { x_range = ceil((-src_rotated_origin.x) / (float) qdx.x); } else if (src_rotated_origin.x >= src_qwidth) { x_range = ceil((float) (src_rotated_origin.x - src_qwidth + 1) / (float) (-qdx.x)); } if (x_range < 0) { cout << "Negative X range" << endl; abort(); } padding_table[i] = max(x_range, y_range); { Point test(src_rotated_origin.x + padding_table[i] * qdx.x, src_rotated_origin.y + padding_table[i] * qdx.y); if (test.x < 0 || test.y < 0 || test.x >= src_qwidth || test.y >= src_qheight) { cout << "Padding issue at line " << i << endl; cout << " src: " << src_rotated_origin << endl; cout << " test: " << test << endl; cout << " q dim: " << src_qwidth << " x " << src_qheight << endl; cout << " " << padding_table[i] << " x " << qdx << endl; cout << " x diff = " << src_rotated_origin.x - src_qwidth + 1 << endl; cout << " x coef = " << (float) (src_rotated_origin.x - src_qwidth + 1) / (float) (-qdx.x) << endl; abort(); } } src_rotated_origin += qdy; } return padding_table; } uint16_t* generate_padding_table_back_q(Image const& rotated, Point src_rotated_origin, Point const& qdx, Point const& qdy, int src_qwidth, int src_qheight, uint16_t const* front_padding) { uint16_t* padding_table = new uint16_t[rotated.height]; // We suppose the image is square. if (qdx.x == 0 || qdx.y == 0) { memset(padding_table, 0, sizeof (uint16_t) * rotated.height); return padding_table; } src_rotated_origin.x = (rotated.width - 1) * qdx.x; src_rotated_origin.y = (rotated.width - 1) * qdx.y; for (unsigned int i = 0; i < rotated.height; ++i) { int y_range = 0; if (src_rotated_origin.y < 0) { y_range = ceil((-src_rotated_origin.y) / (float) qdx.y); } else if (src_rotated_origin.y >= src_qheight) { y_range = ceil((float) (src_rotated_origin.y - src_qheight + 1) / (float) (qdx.y)); } if (y_range < 0) { cout << "Negative back Y range at line " << i << endl; abort(); } int x_range = 0; if (src_rotated_origin.x < 0) { x_range = ceil((-src_rotated_origin.x) / (float) qdx.x); } else if (src_rotated_origin.x >= src_qwidth) { x_range = ceil((float) (src_rotated_origin.x - src_qwidth + 1) / abs(qdx.x)); } if (x_range < 0) { cout << "Negative back X range at line " << i << endl; cout << " src origin: " << src_rotated_origin << endl; cout << " q dim: " << src_qwidth << " x " << src_qheight << endl; abort(); } padding_table[i] = max(x_range, y_range); { Point test(src_rotated_origin.x - padding_table[i] * qdx.x, src_rotated_origin.y - padding_table[i] * qdx.y); if (test.x < 0 || test.y < 0 || test.x >= src_qwidth || test.y >= src_qheight) { padding_table[i] = rotated.width - front_padding[i]; // cout << "Back padding issue at line " << i << endl; // cout << " src origin: " << src_rotated_origin << endl; // cout << " test: " << test << endl; // cout << " q dim: " << src_qwidth << " x " << src_qheight << endl; // cout << " " << padding_table[i] << " x " << qdx << endl; // cout << " X range " << x_range << endl; // cout << " Y range " << y_range << endl; // cout << " height diff = " << src_rotated_origin.y - src_qheight + 1 << endl; // cout << " coef = " << (float) (src_rotated_origin.y - src_qheight + 1) / (float) qdx.y << endl; // abort(); } } src_rotated_origin += qdy; } return padding_table; } void print_padding_table(uint16_t const* padding_table, uint16_t const* border_table, Image const& image) { cout << "Padding table:" << endl; for (unsigned int i = 0; i < image.height; ++i) { int left_padding = padding_table[i]; int left_border = border_table[i]; int right_padding = padding_table[image.height - 1 - i]; int right_border = border_table[image.height - 1 - i]; int core_pixels = image.width - left_padding - right_padding - left_border - right_border; if (core_pixels < 0) { cout << "Too much padding + border at line " << i << endl; cout << " left padding = " << left_padding << endl; cout << " left border = " << left_border << endl; cout << " right border = " << right_border << endl; cout << " right padding = " << right_padding << endl; cout << " total = " << left_padding + left_border + right_border + right_padding << endl; cout << " width = " << image.width << endl; abort(); } cout << " " << i << " ["; for (int j = 0; j < left_padding; ++j) cout << " "; for (int j = 0; j < left_border; ++j) cout << "."; for (int j = 0; j < core_pixels; ++j) cout << "x"; for (int j = 0; j < right_border; ++j) cout << "."; for (int j = 0; j < right_padding; ++j) cout << " "; cout << "]" << endl; } } // // // Border // uint16_t* generate_border_table(uint16_t const* padding_table, Image const& image) { uint16_t* border_table = new uint16_t[image.height]; if (image.width - padding_table[0] - padding_table[image.height - 1] == 0) { cout << "No room for top border" << endl; border_table[0] = 0; } else border_table[0] = 1; for (unsigned int i = 1; i < image.height - 1; ++i) { if (padding_table[i] == padding_table[i - 1]) { border_table[i] = 1; } else { if (padding_table[i - 1] > padding_table[i]) { border_table[i] = padding_table[i - 1] - padding_table[i] + 1; } else { border_table[i - 1] = padding_table[i] - padding_table[i - 1] + 1; border_table[i] = 1; } } } // Check that we don't add too much border for (unsigned int i = 1; i < image.height - 1; ++i) { if (padding_table[i] + border_table[i] + padding_table[image.height - 1 - i] + border_table[image.height - 1 - i] > (int) image.width) { cout << "Too much border!" << endl; cout << " border[" << i << "]: " << border_table[i] << endl; cout << " border[" << image.height - 1 - i << "]: " << border_table[image.height - 1 - i] << endl; if (border_table[i] > border_table[image.height - 1 - i]) border_table[i] -= 1; else border_table[image.height - 1 - i] -= 1; } } border_table[image.height - 1] = image.width - padding_table[0] - padding_table[image.height - 1] - border_table[0]; if (border_table[image.height - 1] > image.width) { cout << "That shit cray" << endl; cout << " width = " << image.width << endl; cout << " left padding = " << padding_table[0] << endl; cout << " left border = " << border_table[0] << endl; cout << " right border = " << border_table[image.height - 1] << endl; cout << " right padding = " << padding_table[image.height - 1] << endl; cout << " ~ " << image.width << endl; cout << " ~ " << image.width - padding_table[0] << endl; cout << " ~ " << image.width - padding_table[0] - padding_table[image.height - 1] << endl; cout << " ~ " << image.width - padding_table[0] - padding_table[image.height - 1] - border_table[0] << endl; } return border_table; } // // // Image rotation // inline void rotate_pixel(Image const& src, Point const& src_rotated_point, pvalue_t* rotate_buffer, unsigned int rot_index, int q_pow) { // Quantize on a 8x8 grid int const q_inter_pow = 3; int const q_inter = 1 << q_inter_pow; int const mask = 0x07; int const src_x = src_rotated_point.x >> q_pow; int const src_y = src_rotated_point.y >> q_pow; // Bilinear interpolation unsigned int const src_index_1 = (src_y * src.width + src_x) * src.pixel_size; unsigned int const src_index_2 = src_index_1 + src.pixel_size; unsigned int const src_index_3 = src_index_1 + src.pixel_size * src.width; unsigned int const src_index_4 = src_index_3 + src.pixel_size; pvalue_t const src_tl = src.buffer[src_index_1]; pvalue_t const src_tr = src.buffer[src_index_2]; pvalue_t const src_bl = src.buffer[src_index_3]; pvalue_t const src_br = src.buffer[src_index_4]; unsigned int const x_delta = (src_rotated_point.x >> (q_pow - q_inter_pow)) & mask; unsigned int const y_delta = (src_rotated_point.y >> (q_pow - q_inter_pow)) & mask; unsigned int const inv_x = q_inter - x_delta; unsigned int const inv_y = q_inter - y_delta; #ifndef SIMD pvalue_t interpolated = ((src_tl * inv_x + src_tr * x_delta) * inv_y + (src_bl * inv_x + src_br * x_delta) * y_delta) >> (q_inter_pow << 1); rotate_buffer[rot_index] = interpolated; // rotate_buffer[rot_index + 1] = ((src.buffer[src_index_1 + 1] * inv_x + src.buffer[src_index_2 + 1] * x_delta) * inv_y // + (src.buffer[src_index_3 + 1] * inv_x + src.buffer[src_index_4 + 1] * x_delta) * y_delta) >> 6; // rotate_buffer[rot_index + 2] = ((src.buffer[src_index_1 + 2] * inv_x + src.buffer[src_index_2 + 2] * x_delta) * inv_y // + (src.buffer[src_index_3 + 2] * inv_x + src.buffer[src_index_4 + 2] * x_delta) * y_delta) >> 6; #else // X-axis __m128i top = _mm_loadu_si128((__m128i*) &src.buffer[src_index_1]); __m128i bottom = _mm_loadu_si128((__m128i*) &src.buffer[src_index_3]); __m128i coef = _mm_set_epi16(x_delta, x_delta, x_delta, x_delta, inv_x, inv_x, inv_x, inv_x); top = _mm_mullo_epi16(top, coef); bottom = _mm_mullo_epi16(bottom, coef); // Y-axis coef = _mm_set1_epi16(inv_y); top = _mm_mullo_epi16(top, coef); coef = _mm_set1_epi16(y_delta); bottom = _mm_mullo_epi16(bottom, coef); top = _mm_add_epi16(top, bottom); top = _mm_srli_epi16(top, 2 * q_pow); rotate_buffer[rot_index] = _mm_extract_epi16(top, 0) + _mm_extract_epi16(top, 4); // rotate_buffer[rot_index + 1] = _mm_extract_epi16(top, 1) + _mm_extract_epi16(top, 5); // rotate_buffer[rot_index + 2] = _mm_extract_epi16(top, 2) + _mm_extract_epi16(top, 6); #endif // ! SIMD } Image* rotate(Image const& src, double angle) { double const rotation = (angle / 180.0f) * M_PI; unsigned int w = 0; unsigned int h = 0; compute_output_size(src, rotation, w, h); Image* rotated = new Image(w, h, src.type); DPoint const src_origin = get_mapped_point(*rotated, Point(0, 0), -rotation); DPoint src_delta_x = get_mapped_point(*rotated, Point(src.width, 0), -rotation); DPoint src_delta_y = get_mapped_point(*rotated, Point(0, src.height), -rotation); src_delta_x -= src_origin; src_delta_y -= src_origin; // Quantized position on a grid int const q_pos_pow = 10; int const q_pos = 1 << q_pos_pow; // TODO: we could have only one delta and deduce the other one Point const qdx(ceil(src_delta_x.x * q_pos / src.width), ceil(src_delta_x.y * q_pos / src.width)); Point const qdy(ceil(src_delta_y.x * q_pos / src.height), ceil(src_delta_y.y * q_pos / src.height)); DPoint const rot_origin_in_src_grid = get_mapped_point(*rotated, Point(0, 0), -rotation); DPoint const rot_origin_in_src = convert_img_coord_precision(src, rot_origin_in_src_grid); unsigned int buffer_index = 0; pvalue_t* buffer = rotated->buffer; int const width = rotated->width; int const height = rotated->height; int const& src_qwidth = src.width * q_pos; int const& src_qheight = src.height * q_pos; Point src_rotated_origin(rot_origin_in_src.x * q_pos, rot_origin_in_src.y * q_pos); // Padding uint16_t* padding_table = generate_padding_table(*rotated, src_rotated_origin, qdx, qdy, src_qwidth, src_qheight); // uint16_t* back_padding_table = generate_padding_table_back_q(*rotated, src_rotated_origin, // qdx, qdy, // src_qwidth, src_qheight, // padding_table); //uint16_t* border_table = generate_border_table(padding_table, *rotated); //print_padding_table(padding_table, border_table, *rotated); for (int y = 0; y < height; ++y) { // TODO: compact these structure to increase locality int const left_padding = padding_table[y]; int const left_border = 0; int const right_padding = 0; int const right_border = padding_table[height - 1 - y]; int const core_pixels = width - left_padding - left_border - right_border - right_padding; // Left padding for (int x = 0; x < left_padding; ++x, ++buffer_index) { // Set to black value // TODO: memset buffer[buffer_index] = 50; } // Border for (int x = 0; x < left_border; ++x, ++buffer_index) { buffer[buffer_index] = 0; // TODO: handle border } Point src_rotated_point(src_rotated_origin.x + (left_padding + left_border) * qdx.x, src_rotated_origin.y + (left_padding + left_border) * qdx.y); // Body for (int x = 0; x < core_pixels; ++x, ++buffer_index) { if (src_rotated_point.x < 0 || src_rotated_point.y < 0 || src_rotated_point.x >= src_qwidth || src_rotated_point.y >= src_qheight) { LOG << "Out-of-bounds point!" << endl; // cout << " x: " << x << endl; // cout << " src_rotated_point: " << src_rotated_point << endl; // cout << " qdx: " << qdx << endl; // cout << " q_pos: " << q_pos << endl; // cout << " rotated point: (" << x + left_padding + left_border << ", " << y << ")" << endl; // cout << " src point: (" << (src_rotated_point.x >> q_pos_pow) << ", " << (src_rotated_point.y >> q_pos_pow) << ")" << endl; // cout << " src point: (" << (src_rotated_point.x / q_pos) << ", " << (src_rotated_point.y / q_pos) << ")" << endl; // cout << " width: " << width << endl; // cout << " left padding: " << left_padding << endl; // cout << " left border: " << left_border << endl; // cout << " core pixels: " << core_pixels << endl; // cout << " right border: " << right_border << endl; // cout << " right padding: " << right_padding << endl; buffer[buffer_index] = 255; } else { rotate_pixel(src, src_rotated_point, buffer, buffer_index, q_pos_pow); } src_rotated_point += qdx; } // Border for (int x = 0; x < right_border; ++x, ++buffer_index) { buffer[buffer_index] = 0; // TODO: handle border src_rotated_point += qdx; } // Right padding for (int x = 0; x < right_padding; ++x, ++buffer_index) { // Set to black value // TODO: memset buffer[buffer_index] = 100; } src_rotated_origin += qdy; } // cout << endl; return rotated; } // // // Check // bool check_points() { Image five(5, 5, pnm::Format::PGM); Point origin(0, 0); DPoint d1 = convert_grid_coord(five, origin); assert(d1.x == -2); assert(d1.y == -2); return true; } bool check_trigo() { Image square(500, 500, pnm::Format::PGM); double const ratio = compute_ratio(square); double const sigma = 1.0e-2; if (!fequal(ratio, 1 / 707.106, sigma)) { cerr << __LINE__ << " | Invalid ratio: " << ratio << " != " << 1 / 707.106 << endl; return false; } // Check that the origin of a square image is at sqrt(2) / 2 double const angle = convert_radian(square, Point(0, 0), ratio); if (!fequal(angle, 3 * M_PI / 4, sigma)) { cerr << __LINE__ << " | Invalid angle value: " << angle << " != " << 3 * M_PI / 4 << endl; return false; } // Check that we can reverse the origin point. DPoint const abs_reverse_point = convert_abs_coord(angle, ratio); Point const reverse_point = convert_img_coord(square, abs_reverse_point); if (!fequal(0.0, reverse_point.x, sigma) || !fequal(0.0, reverse_point.y, sigma)) { cerr << __LINE__ << "Reverse origin fail" << endl; cerr << " " << reverse_point << " != (0, 0)" << endl; cerr << " abs point " << abs_reverse_point << endl; return false; } // Check that when rotating the origin by 45 degrees double const rotation = M_PI / 4; // 45 degrees unsigned int w = 0; unsigned int h = 0; compute_output_size(square, rotation, w, h); if (!fequal(w, square.width * sqrt(2), sigma * square.width) || !fequal(h, square.height * sqrt(2), sigma * square.height)) { cerr << "Invalid rotated image dimensions " << w << " x " << h << endl; cerr << " expected " << (int) ceil(square.width * sqrt(2)) << " x " << (int) ceil(square.height * sqrt(2)) << endl; return false; } Image rotated(w, h, pnm::Format::PGM); DPoint const a_p45 = convert_abs_coord(angle + rotation, ratio); Point const p45 = convert_img_coord(rotated, a_p45); if (!fequal(0, p45.x, sigma)) { cerr << __LINE__ << " > Rotation origin by 45 degrees:" << endl; cerr << " invalid x value: " << p45.x << " != " << 0 << endl; cerr << " absolute point: " << a_p45 << endl; cerr << " relative point: " << p45 << endl; return false; } if (!fequal(p45.y, (h - 1) / 2.0f, sigma)) { cerr << __LINE__ << " > Rotation origin by 45 degrees:" << endl; cerr << "Invalid y value: " << p45.y << " != " << (h - 1) / 2.0f << endl; cerr << " absolute point: " << a_p45 << endl; cerr << " relative point: " << p45 << endl; return false; } // Polar coordinates { DPoint const d(-42.5, 37.5); double angle = 0; double dist = 0; convert_abs_to_polar_coord(d, angle, dist); DPoint const reversed = convert_polar_to_grid_coord(angle, dist); if (!fequal(d.x, reversed.x, sigma) || !fequal(d.y, reversed.y, sigma)) { cerr << __LINE__ << " > Reverse polar coordinates:" << endl; cerr << reversed << " != " << d << endl; cerr << "polar (" << angle << ", " << dist << ")" << endl; return false; } } return true; } bool check_00(string const& path) { Image const src(path); Image const* rotated = rotate(src, 0); for (unsigned int y = 0; y < rotated->height; ++y) { for (unsigned int x = 0; x < rotated->width; ++x) { unsigned rot_index = (y * rotated->width + x) * rotated->pixel_size; unsigned src_index = (y * src.width + x) * src.pixel_size; if (memcmp(&rotated->buffer[rot_index], &src.buffer[src_index], src.pixel_size * sizeof (pvalue_t)) != 0) { Point r(x, y); Point s(x, y); LOG << "R" << r << " != S" << s << endl; LOG << "R: " << rot_index << " != S: " << src_index << endl; LOG << rotated->buffer[rot_index] << " != " << src.buffer[src_index] << endl; LOG << "R dim: " << rotated->width << " x " << rotated->height << endl; LOG << "S dim: " << src.width << " x " << src.height << endl; return false; } } } delete rotated; return true; } bool check_90(string const& path) { Image const src(path); Image const* rotated = rotate(src, 90); for (unsigned int y = 0; y < rotated->height; ++y) { for (unsigned int x = 0; x < rotated->width; ++x) { unsigned rot_index = (y * rotated->width + x) * rotated->pixel_size; unsigned src_index = (x * src.width + (src.width - 1 - y)) * src.pixel_size; if (memcmp(&rotated->buffer[rot_index], &src.buffer[src_index], src.pixel_size * sizeof (pvalue_t)) != 0) { Point r(x, y); Point s((src.width - 1 - y), x); cerr << __LINE__ << " | R: " << r << " != S:" << s << endl; cerr << "R dim: " << rotated->width << " x " << rotated->height << endl; cerr << "S dim: " << src.width << " x " << src.height << endl; return false; } } } delete rotated; return true; } // // // Main // string get_save_path(string const& base, unsigned int i) { stringstream filename; //filename << "/tmp/"; filename << base << "_"; if (i < 100) filename << "0"; if (i < 10) filename << "0"; filename << i << ".pnm"; return filename.str(); } int main(int argc, char* argv[]) { if (argc < 2) { cout << "Usage: " << argv[0] << " image.ppm" << endl; return 1; } bool perform_check = true; if (perform_check) { if (!check_points()) return 1; if (!check_trigo()) return 1; if (!check_00(argv[1])) { ERRLOG << "0 degree check failed" << endl << endl; return 1; } if (!check_90(argv[1])) { ERRLOG << "90 degrees check failed" << endl << endl; return 1; } } double const step = 5; bool save_output_img = true; bool print_each_run = true; // No tile Image img(argv[1]); float average = 0.0; int i = 0; for (double rotation = 0; rotation < 360; rotation += step) { auto const before = chrono::high_resolution_clock::now(); Image* const rotated = rotate(img, rotation); auto const after = chrono::high_resolution_clock::now(); auto const duration_ms = std::chrono::duration_cast(after - before); average += duration_ms.count(); if (print_each_run) cout << "rotate(" << rotation << "): " << duration_ms.count() << " ms" << endl; if (save_output_img) rotated->save(get_save_path("rotated", rotation)); delete rotated; ++i; } cout << "---------" << endl; cout << " average: " << average / i << "ms" << endl << endl; return 0; }