| #include "edge-impulse-sdk/dsp/config.hpp" |
| #if EIDSP_LOAD_CMSIS_DSP_SOURCES |
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| #include "edge-impulse-sdk/CMSIS/DSP/Include/dsp/matrix_functions.h" |
| #include "edge-impulse-sdk/CMSIS/DSP/Include/dsp/matrix_utils.h" |
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| #if defined(ARM_MATH_MVEF) && !defined(ARM_MATH_AUTOVECTORIZE) |
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| arm_status arm_mat_ldlt_f32( |
| const arm_matrix_instance_f32 * pSrc, |
| arm_matrix_instance_f32 * pl, |
| arm_matrix_instance_f32 * pd, |
| uint16_t * pp) |
| { |
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| arm_status status; |
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| #ifdef ARM_MATH_MATRIX_CHECK |
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| if ((pSrc->numRows != pSrc->numCols) || |
| (pl->numRows != pl->numCols) || |
| (pd->numRows != pd->numCols) || |
| (pl->numRows != pd->numRows) ) |
| { |
| |
| status = ARM_MATH_SIZE_MISMATCH; |
| } |
| else |
|
|
| #endif |
|
|
| { |
|
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| const int n=pSrc->numRows; |
| int fullRank = 1, diag,k; |
| float32_t *pA; |
|
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| memset(pd->pData,0,sizeof(float32_t)*n*n); |
| memcpy(pl->pData,pSrc->pData,n*n*sizeof(float32_t)); |
| pA = pl->pData; |
|
|
| int cnt = n; |
| uint16x8_t vecP; |
|
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| for(int k=0;k < n; k+=8) |
| { |
| mve_pred16_t p0; |
| p0 = vctp16q(cnt); |
|
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| vecP = vidupq_u16((uint16_t)k, 1); |
|
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| vstrhq_p(&pp[k], vecP, p0); |
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| cnt -= 8; |
| } |
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| for(k=0;k < n; k++) |
| { |
| |
| float32_t m=F32_MIN,a; |
| int j=k; |
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| for(int r=k;r<n;r++) |
| { |
| if (pA[r*n+r] > m) |
| { |
| m = pA[r*n+r]; |
| j = r; |
| } |
| } |
|
|
| if(j != k) |
| { |
| SWAP_ROWS_F32(pl,0,k,j); |
| SWAP_COLS_F32(pl,0,k,j); |
| } |
|
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| pp[k] = j; |
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| a = pA[k*n+k]; |
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| if (fabsf(a) < 1.0e-8f) |
| { |
|
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| fullRank = 0; |
| break; |
| } |
|
|
| float32_t invA; |
|
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| invA = 1.0f / a; |
|
|
| int32x4_t vecOffs; |
| int w; |
| vecOffs = vidupq_u32((uint32_t)0, 1); |
| vecOffs = vmulq_n_s32(vecOffs,n); |
|
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| for(w=k+1; w<n; w+=4) |
| { |
| int cnt = n - k - 1; |
|
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| f32x4_t vecX; |
|
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| f32x4_t vecA; |
| f32x4_t vecW0,vecW1, vecW2, vecW3; |
|
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| mve_pred16_t p0; |
|
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| vecW0 = vdupq_n_f32(pA[(w + 0)*n+k]); |
| vecW1 = vdupq_n_f32(pA[(w + 1)*n+k]); |
| vecW2 = vdupq_n_f32(pA[(w + 2)*n+k]); |
| vecW3 = vdupq_n_f32(pA[(w + 3)*n+k]); |
|
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| for(int x=k+1;x<n;x += 4) |
| { |
| p0 = vctp32q(cnt); |
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| vecX = vldrwq_gather_shifted_offset_z_f32(&pA[x*n+k], (uint32x4_t)vecOffs, p0); |
| vecX = vmulq_m_n_f32(vuninitializedq_f32(),vecX,invA,p0); |
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| vecA = vldrwq_z_f32(&pA[(w + 0)*n+x],p0); |
| vecA = vfmsq_m(vecA, vecW0, vecX, p0); |
| vstrwq_p(&pA[(w + 0)*n+x], vecA, p0); |
|
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| vecA = vldrwq_z_f32(&pA[(w + 1)*n+x],p0); |
| vecA = vfmsq_m(vecA, vecW1, vecX, p0); |
| vstrwq_p(&pA[(w + 1)*n+x], vecA, p0); |
|
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| vecA = vldrwq_z_f32(&pA[(w + 2)*n+x],p0); |
| vecA = vfmsq_m(vecA, vecW2, vecX, p0); |
| vstrwq_p(&pA[(w + 2)*n+x], vecA, p0); |
|
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| vecA = vldrwq_z_f32(&pA[(w + 3)*n+x],p0); |
| vecA = vfmsq_m(vecA, vecW3, vecX, p0); |
| vstrwq_p(&pA[(w + 3)*n+x], vecA, p0); |
|
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| cnt -= 4; |
| } |
| } |
|
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| for(; w<n; w++) |
| { |
| int cnt = n - k - 1; |
|
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| f32x4_t vecA,vecX,vecW; |
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| mve_pred16_t p0; |
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| vecW = vdupq_n_f32(pA[w*n+k]); |
|
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| for(int x=k+1;x<n;x += 4) |
| { |
| p0 = vctp32q(cnt); |
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| vecA = vldrwq_z_f32(&pA[w*n+x],p0); |
|
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| vecX = vldrwq_gather_shifted_offset_z_f32(&pA[x*n+k], (uint32x4_t)vecOffs, p0); |
| vecX = vmulq_m_n_f32(vuninitializedq_f32(),vecX,invA,p0); |
|
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| vecA = vfmsq_m(vecA, vecW, vecX, p0); |
|
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| vstrwq_p(&pA[w*n+x], vecA, p0); |
|
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| cnt -= 4; |
| } |
| } |
|
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| for(int w=k+1;w<n;w++) |
| { |
| pA[w*n+k] = pA[w*n+k] * invA; |
| } |
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| } |
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| diag=k; |
| if (!fullRank) |
| { |
| diag--; |
| for(int row=0; row < n;row++) |
| { |
| mve_pred16_t p0; |
| int cnt= n-k; |
| f32x4_t zero=vdupq_n_f32(0.0f); |
|
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| for(int col=k; col < n;col += 4) |
| { |
| p0 = vctp32q(cnt); |
|
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| vstrwq_p(&pl->pData[row*n+col], zero, p0); |
|
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| cnt -= 4; |
| } |
| } |
| } |
|
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| for(int row=0; row < n;row++) |
| { |
| mve_pred16_t p0; |
| int cnt= n-row-1; |
| f32x4_t zero=vdupq_n_f32(0.0f); |
|
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| for(int col=row+1; col < n;col+=4) |
| { |
| p0 = vctp32q(cnt); |
|
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| vstrwq_p(&pl->pData[row*n+col], zero, p0); |
|
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| cnt -= 4; |
| } |
| } |
|
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| for(int d=0; d < diag;d++) |
| { |
| pd->pData[d*n+d] = pl->pData[d*n+d]; |
| pl->pData[d*n+d] = 1.0; |
| } |
|
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| status = ARM_MATH_SUCCESS; |
|
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| } |
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| |
| return (status); |
| } |
| #else |
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| arm_status arm_mat_ldlt_f32( |
| const arm_matrix_instance_f32 * pSrc, |
| arm_matrix_instance_f32 * pl, |
| arm_matrix_instance_f32 * pd, |
| uint16_t * pp) |
| { |
|
|
| arm_status status; |
|
|
|
|
| #ifdef ARM_MATH_MATRIX_CHECK |
|
|
| |
| if ((pSrc->numRows != pSrc->numCols) || |
| (pl->numRows != pl->numCols) || |
| (pd->numRows != pd->numCols) || |
| (pl->numRows != pd->numRows) ) |
| { |
| |
| status = ARM_MATH_SIZE_MISMATCH; |
| } |
| else |
|
|
| #endif |
|
|
| { |
|
|
| const int n=pSrc->numRows; |
| int fullRank = 1, diag,k; |
| float32_t *pA; |
| int row,d; |
|
|
| memset(pd->pData,0,sizeof(float32_t)*n*n); |
| memcpy(pl->pData,pSrc->pData,n*n*sizeof(float32_t)); |
| pA = pl->pData; |
|
|
| for(k=0;k < n; k++) |
| { |
| pp[k] = k; |
| } |
|
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|
|
| for(k=0;k < n; k++) |
| { |
| |
| float32_t m=F32_MIN,a; |
| int j=k; |
|
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|
| int r; |
| int w; |
|
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| for(r=k;r<n;r++) |
| { |
| if (pA[r*n+r] > m) |
| { |
| m = pA[r*n+r]; |
| j = r; |
| } |
| } |
|
|
| if(j != k) |
| { |
| SWAP_ROWS_F32(pl,0,k,j); |
| SWAP_COLS_F32(pl,0,k,j); |
| } |
|
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|
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| pp[k] = j; |
|
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| a = pA[k*n+k]; |
|
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| if (fabsf(a) < 1.0e-8f) |
| { |
|
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| fullRank = 0; |
| break; |
| } |
|
|
| for(w=k+1;w<n;w++) |
| { |
| int x; |
| for(x=k+1;x<n;x++) |
| { |
| pA[w*n+x] = pA[w*n+x] - pA[w*n+k] * pA[x*n+k] / a; |
| } |
| } |
|
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| for(w=k+1;w<n;w++) |
| { |
| pA[w*n+k] = pA[w*n+k] / a; |
| } |
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|
|
| } |
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|
| diag=k; |
| if (!fullRank) |
| { |
| diag--; |
| for(row=0; row < n;row++) |
| { |
| int col; |
| for(col=k; col < n;col++) |
| { |
| pl->pData[row*n+col]=0.0; |
| } |
| } |
| } |
|
|
| for(row=0; row < n;row++) |
| { |
| int col; |
| for(col=row+1; col < n;col++) |
| { |
| pl->pData[row*n+col] = 0.0; |
| } |
| } |
|
|
| for(d=0; d < diag;d++) |
| { |
| pd->pData[d*n+d] = pl->pData[d*n+d]; |
| pl->pData[d*n+d] = 1.0; |
| } |
|
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| status = ARM_MATH_SUCCESS; |
|
|
| } |
|
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| |
| return (status); |
| } |
| #endif |
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| #endif |
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