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@ -13,6 +13,7 @@ export(approx.kronecker)
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export(colKronecker)
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export(dist.projection)
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export(dist.subspace)
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export(kpir.approx)
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export(kpir.base)
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export(kpir.kron)
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export(kpir.momentum)
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@ -20,6 +21,7 @@ export(kpir.new)
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export(mat)
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export(matpow)
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export(matrixImage)
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export(mcrossprod)
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export(reduce)
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export(rowKronecker)
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export(tensor_predictor)
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@ -9,10 +9,14 @@
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/* Tensor Times Matrix a.k.a. Mode Product */
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extern SEXP ttm(SEXP A, SEXP X, SEXP mode);
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/* Tensor Mode Covariance e.g. `(1 / n) * A_(m) A_(m)^T` */
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extern SEXP mcrossprod(SEXP A, SEXP mode);
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/* List of registered routines (e.g. C entry points) */
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static const R_CallMethodDef CallEntries[] = {
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// {"FastPOI_C_sub", (DL_FUNC) &FastPOI_C_sub, 5}, // NOT USED
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{"C_ttm", (DL_FUNC) &ttm, 3},
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{"C_ttm", (DL_FUNC) &ttm, 3},
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{"C_mcrossprod", (DL_FUNC) &mcrossprod, 2},
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{NULL, NULL, 0}
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};
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@ -11,7 +11,7 @@
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/**
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* Tensor Times Matrix a.k.a. Mode Product
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*
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* @param A multi-dimensionl array
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* @param A multi-dimensional array
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* @param B matrix
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* @param m mode index (1-indexed)
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*/
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@ -41,12 +41,12 @@ extern SEXP ttm(SEXP A, SEXP B, SEXP m) {
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error("Dimension missmatch (mode dim not equal to ncol)");
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}
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// calc nr of response elements `prod(dim(X)[-mode]) * ncol(X)`,
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int leny = 1;
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// calc nr of response elements `prod(dim(A)[-mode]) * ncol(A)` (size of C),
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int sizeC = 1;
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// and the strides
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// `stride[0] <- prod(dim(X)[seq_len(mode - 1)])`
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// `stride[1] <- dim(X)[mode]`
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// `stride[2] <- prod(dim(X)[-seq_len(mode)])`
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// `stride[0] <- prod(dim(A)[seq_len(mode - 1)])`
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// `stride[1] <- dim(A)[mode]`
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// `stride[2] <- prod(dim(A)[-seq_len(mode)])`
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int stride[3] = {1, INTEGER(dim)[mode], 1};
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for (int i = 0; i < length(dim); ++i) {
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int size = INTEGER(dim)[i];
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@ -54,7 +54,7 @@ extern SEXP ttm(SEXP A, SEXP B, SEXP m) {
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if (!size) {
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error("Zero dimension detected");
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}
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leny *= (i == mode) ? nrows(B) : size;
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sizeC *= (i == mode) ? nrows(B) : size;
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stride[0] *= (i < mode) ? size : 1;
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stride[2] *= (i > mode) ? size : 1;
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}
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@ -63,7 +63,7 @@ extern SEXP ttm(SEXP A, SEXP B, SEXP m) {
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int nrow = nrows(B);
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// create response object C
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SEXP C = PROTECT(allocVector(REALSXP, leny));
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SEXP C = PROTECT(allocVector(REALSXP, sizeC));
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// raw data access pointers
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double* a = REAL(A);
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@ -88,7 +88,7 @@ extern SEXP ttm(SEXP A, SEXP B, SEXP m) {
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}
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/*
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// Tensor Times Matrix / Mode Product (reference implementation)
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memset(c, 0, leny * sizeof(double));
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memset(c, 0, sizeC * sizeof(double));
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for (int i2 = 0; i2 < stride[2]; ++i2) {
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for (int i1 = 0; i1 < stride[1]; ++i1) { // stride[1] == ncols(B)
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for (int j = 0; j < nrow; ++j) {
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