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							|  |  |  |  * Marlin 3D Printer Firmware | 
					
						
							|  |  |  |  * Copyright (C) 2016 MarlinFirmware [https://github.com/MarlinFirmware/Marlin]
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							|  |  |  |  * | 
					
						
							|  |  |  |  * Based on Sprinter and grbl. | 
					
						
							|  |  |  |  * Copyright (C) 2011 Camiel Gubbels / Erik van der Zalm | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  * This program is free software: you can redistribute it and/or modify | 
					
						
							|  |  |  |  * it under the terms of the GNU General Public License as published by | 
					
						
							|  |  |  |  * the Free Software Foundation, either version 3 of the License, or | 
					
						
							|  |  |  |  * (at your option) any later version. | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  * This program is distributed in the hope that it will be useful, | 
					
						
							|  |  |  |  * but WITHOUT ANY WARRANTY; without even the implied warranty of | 
					
						
							|  |  |  |  * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the | 
					
						
							|  |  |  |  * GNU General Public License for more details. | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  * You should have received a copy of the GNU General Public License | 
					
						
							|  |  |  |  * along with this program.  If not, see <http://www.gnu.org/licenses/>.
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							|  |  |  |  * | 
					
						
							|  |  |  |  */ | 
					
						
							|  |  |  | 
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							|  |  |  | /**
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							|  |  |  |  * Least Squares Best Fit by Roxy and Ed Williams | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  * This algorithm is high speed and has a very small code footprint. | 
					
						
							|  |  |  |  * Its results are identical to both the Iterative Least-Squares published | 
					
						
							|  |  |  |  * earlier by Roxy and the QR_SOLVE solution. If used in place of QR_SOLVE | 
					
						
							|  |  |  |  * it saves roughly 10K of program memory. It also does not require all of | 
					
						
							|  |  |  |  * coordinates to be present during the calculations. Each point can be | 
					
						
							|  |  |  |  * probed and then discarded. | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  */ | 
					
						
							|  |  |  | 
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							|  |  |  | #include "MarlinConfig.h"
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							|  |  |  | #if ENABLED(AUTO_BED_LEVELING_UBL)  // Currently only used by UBL, but is applicable to Grid Based (Linear) Bed Leveling
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							|  |  |  | #include "macros.h"
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							|  |  |  | #include <math.h>
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							|  |  |  | 
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							|  |  |  | #include "least_squares_fit.h"
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							|  |  |  | 
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							|  |  |  | void incremental_LSF_reset(struct linear_fit_data *lsf) { | 
					
						
							|  |  |  |   memset(lsf, 0, sizeof(linear_fit_data)); | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | void incremental_LSF(struct linear_fit_data *lsf, float x, float y, float z) { | 
					
						
							|  |  |  |   lsf->xbar += x; | 
					
						
							|  |  |  |   lsf->ybar += y; | 
					
						
							|  |  |  |   lsf->zbar += z; | 
					
						
							|  |  |  |   lsf->x2bar += sq(x); | 
					
						
							|  |  |  |   lsf->y2bar += sq(y); | 
					
						
							|  |  |  |   lsf->z2bar += sq(z); | 
					
						
							|  |  |  |   lsf->xybar += x * y; | 
					
						
							|  |  |  |   lsf->xzbar += x * z; | 
					
						
							|  |  |  |   lsf->yzbar += y * z; | 
					
						
							|  |  |  |   lsf->max_absx = max(fabs(x), lsf->max_absx); | 
					
						
							|  |  |  |   lsf->max_absy = max(fabs(y), lsf->max_absy); | 
					
						
							|  |  |  |   lsf->n++; | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | int finish_incremental_LSF(struct linear_fit_data *lsf) { | 
					
						
							|  |  |  |   const float N = (float)lsf->n; | 
					
						
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							|  |  |  |   lsf->xbar /= N; | 
					
						
							|  |  |  |   lsf->ybar /= N; | 
					
						
							|  |  |  |   lsf->zbar /= N; | 
					
						
							|  |  |  |   lsf->x2bar = lsf->x2bar / N - sq(lsf->xbar); | 
					
						
							|  |  |  |   lsf->y2bar = lsf->y2bar / N - sq(lsf->ybar); | 
					
						
							|  |  |  |   lsf->z2bar = lsf->z2bar / N - sq(lsf->zbar); | 
					
						
							|  |  |  |   lsf->xybar = lsf->xybar / N - lsf->xbar * lsf->ybar; | 
					
						
							|  |  |  |   lsf->yzbar = lsf->yzbar / N - lsf->ybar * lsf->zbar; | 
					
						
							|  |  |  |   lsf->xzbar = lsf->xzbar / N - lsf->xbar * lsf->zbar; | 
					
						
							|  |  |  |   const float DD = lsf->x2bar * lsf->y2bar - sq(lsf->xybar); | 
					
						
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							|  |  |  |   if (fabs(DD) <= 1e-10 * (lsf->max_absx + lsf->max_absy)) | 
					
						
							|  |  |  |     return 1; | 
					
						
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							|  |  |  |   lsf->A = (lsf->yzbar * lsf->xybar - lsf->xzbar * lsf->y2bar) / DD; | 
					
						
							|  |  |  |   lsf->B = (lsf->xzbar * lsf->xybar - lsf->yzbar * lsf->x2bar) / DD; | 
					
						
							|  |  |  |   lsf->D = -(lsf->zbar + lsf->A * lsf->xbar + lsf->B * lsf->ybar); | 
					
						
							|  |  |  |   return 0; | 
					
						
							|  |  |  | } | 
					
						
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							|  |  |  | #endif // AUTO_BED_LEVELING_UBL
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