moved trace to numpy
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701ad767c8
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317943b970
11 changed files with 59 additions and 62 deletions
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@ -28,21 +28,6 @@
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//| """Linear algebra functions"""
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//|
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#if ULAB_MAX_DIMS > 1
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static ndarray_obj_t *linalg_object_is_square(mp_obj_t obj) {
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// Returns an ndarray, if the object is a square ndarray,
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// raises the appropriate exception otherwise
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if(!MP_OBJ_IS_TYPE(obj, &ulab_ndarray_type)) {
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mp_raise_TypeError(translate("size is defined for ndarrays only"));
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}
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ndarray_obj_t *ndarray = MP_OBJ_TO_PTR(obj);
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if((ndarray->shape[ULAB_MAX_DIMS - 1] != ndarray->shape[ULAB_MAX_DIMS - 2]) || (ndarray->ndim != 2)) {
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mp_raise_ValueError(translate("input must be square matrix"));
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}
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return ndarray;
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}
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#endif
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#if ULAB_MAX_DIMS > 1
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//| def cholesky(A: ulab.array) -> ulab.array:
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//| """
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@ -55,7 +40,7 @@ static ndarray_obj_t *linalg_object_is_square(mp_obj_t obj) {
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//|
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static mp_obj_t linalg_cholesky(mp_obj_t oin) {
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ndarray_obj_t *ndarray = linalg_object_is_square(oin);
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ndarray_obj_t *ndarray = tools_object_is_square(oin);
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ndarray_obj_t *L = ndarray_new_dense_ndarray(2, ndarray_shape_vector(0, 0, ndarray->shape[ULAB_MAX_DIMS - 1], ndarray->shape[ULAB_MAX_DIMS - 1]), NDARRAY_FLOAT);
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mp_float_t *Larray = (mp_float_t *)L->array;
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@ -121,7 +106,7 @@ MP_DEFINE_CONST_FUN_OBJ_1(linalg_cholesky_obj, linalg_cholesky);
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//|
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static mp_obj_t linalg_det(mp_obj_t oin) {
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ndarray_obj_t *ndarray = linalg_object_is_square(oin);
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ndarray_obj_t *ndarray = tools_object_is_square(oin);
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uint8_t *array = (uint8_t *)ndarray->array;
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size_t N = ndarray->shape[ULAB_MAX_DIMS - 1];
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mp_float_t *tmp = m_new(mp_float_t, N * N);
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@ -193,7 +178,7 @@ MP_DEFINE_CONST_FUN_OBJ_1(linalg_det_obj, linalg_det);
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//|
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static mp_obj_t linalg_eig(mp_obj_t oin) {
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ndarray_obj_t *in = linalg_object_is_square(oin);
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ndarray_obj_t *in = tools_object_is_square(oin);
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uint8_t *iarray = (uint8_t *)in->array;
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size_t S = in->shape[ULAB_MAX_DIMS - 1];
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mp_float_t *array = m_new(mp_float_t, S*S);
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@ -254,7 +239,7 @@ MP_DEFINE_CONST_FUN_OBJ_1(linalg_eig_obj, linalg_eig);
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//| ...
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//|
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static mp_obj_t linalg_inv(mp_obj_t o_in) {
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ndarray_obj_t *ndarray = linalg_object_is_square(o_in);
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ndarray_obj_t *ndarray = tools_object_is_square(o_in);
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uint8_t *array = (uint8_t *)ndarray->array;
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size_t N = ndarray->shape[ULAB_MAX_DIMS - 1];
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ndarray_obj_t *inverted = ndarray_new_dense_ndarray(2, ndarray_shape_vector(0, 0, N, N), NDARRAY_FLOAT);
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@ -378,34 +363,6 @@ static mp_obj_t linalg_norm(size_t n_args, const mp_obj_t *pos_args, mp_map_t *k
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MP_DEFINE_CONST_FUN_OBJ_KW(linalg_norm_obj, 1, linalg_norm);
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// MP_DEFINE_CONST_FUN_OBJ_1(linalg_norm_obj, linalg_norm);
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#if ULAB_MAX_DIMS > 1
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#if ULAB_LINALG_HAS_TRACE
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//| def trace(m: ulab.array) -> float:
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//| """
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//| :param m: a square matrix
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//|
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//| Compute the trace of the matrix, the sum of its diagonal elements."""
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//| ...
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//|
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static mp_obj_t linalg_trace(mp_obj_t oin) {
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ndarray_obj_t *ndarray = linalg_object_is_square(oin);
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mp_float_t trace = 0.0;
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for(size_t i=0; i < ndarray->shape[ULAB_MAX_DIMS - 1]; i++) {
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int32_t pos = i * (ndarray->strides[ULAB_MAX_DIMS - 1] + ndarray->strides[ULAB_MAX_DIMS - 2]);
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trace += ndarray_get_float_index(ndarray->array, ndarray->dtype, pos/ndarray->itemsize);
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}
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if(ndarray->dtype == NDARRAY_FLOAT) {
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return mp_obj_new_float(trace);
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}
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return mp_obj_new_int_from_float(trace);
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}
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MP_DEFINE_CONST_FUN_OBJ_1(linalg_trace_obj, linalg_trace);
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#endif
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#endif
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STATIC const mp_rom_map_elem_t ulab_linalg_globals_table[] = {
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{ MP_OBJ_NEW_QSTR(MP_QSTR___name__), MP_OBJ_NEW_QSTR(MP_QSTR_linalg) },
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#if ULAB_MAX_DIMS > 1
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@ -421,9 +378,6 @@ STATIC const mp_rom_map_elem_t ulab_linalg_globals_table[] = {
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#if ULAB_LINALG_HAS_INV
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{ MP_ROM_QSTR(MP_QSTR_inv), (mp_obj_t)&linalg_inv_obj },
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#endif
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#if ULAB_LINALG_HAS_TRACE
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{ MP_ROM_QSTR(MP_QSTR_trace), (mp_obj_t)&linalg_trace_obj },
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#endif
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#endif
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#if ULAB_LINALG_HAS_NORM
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{ MP_ROM_QSTR(MP_QSTR_norm), (mp_obj_t)&linalg_norm_obj },
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@ -22,6 +22,5 @@ MP_DECLARE_CONST_FUN_OBJ_1(linalg_cholesky_obj);
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MP_DECLARE_CONST_FUN_OBJ_1(linalg_det_obj);
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MP_DECLARE_CONST_FUN_OBJ_1(linalg_eig_obj);
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MP_DECLARE_CONST_FUN_OBJ_1(linalg_inv_obj);
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MP_DECLARE_CONST_FUN_OBJ_1(linalg_trace_obj);
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MP_DECLARE_CONST_FUN_OBJ_KW(linalg_norm_obj);
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#endif
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@ -173,6 +173,9 @@ static const mp_rom_map_elem_t ulab_numpy_globals_table[] = {
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#if ULAB_NUMPY_HAS_DOT
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{ MP_OBJ_NEW_QSTR(MP_QSTR_dot), (mp_obj_t)&transform_dot_obj },
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#endif
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#if ULAB_NUMPY_HAS_TRACE
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{ MP_ROM_QSTR(MP_QSTR_trace), (mp_obj_t)&stats_trace_obj },
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#endif
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#if ULAB_NUMPY_HAS_FLIP
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{ MP_OBJ_NEW_QSTR(MP_QSTR_flip), (mp_obj_t)&numerical_flip_obj },
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#endif
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@ -22,3 +22,31 @@
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#include "../../ulab.h"
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#include "../../ulab_tools.h"
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#include "stats.h"
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#if ULAB_MAX_DIMS > 1
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#if ULAB_NUMPY_HAS_TRACE
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//| def trace(m: ulab.array) -> float:
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//| """
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//| :param m: a square matrix
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//|
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//| Compute the trace of the matrix, the sum of its diagonal elements."""
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//| ...
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//|
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static mp_obj_t stats_trace(mp_obj_t oin) {
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ndarray_obj_t *ndarray = tools_object_is_square(oin);
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mp_float_t trace = 0.0;
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for(size_t i=0; i < ndarray->shape[ULAB_MAX_DIMS - 1]; i++) {
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int32_t pos = i * (ndarray->strides[ULAB_MAX_DIMS - 1] + ndarray->strides[ULAB_MAX_DIMS - 2]);
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trace += ndarray_get_float_index(ndarray->array, ndarray->dtype, pos/ndarray->itemsize);
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}
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if(ndarray->dtype == NDARRAY_FLOAT) {
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return mp_obj_new_float(trace);
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}
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return mp_obj_new_int_from_float(trace);
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}
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MP_DEFINE_CONST_FUN_OBJ_1(stats_trace_obj, stats_trace);
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#endif
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#endif
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@ -15,4 +15,6 @@
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#include "../../ulab.h"
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#include "../../ndarray.h"
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MP_DECLARE_CONST_FUN_OBJ_1(stats_trace_obj);
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#endif
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@ -33,7 +33,7 @@
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#include "user/user.h"
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#define ULAB_VERSION 2.3.5
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#define ULAB_VERSION 2.3.6
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#define xstr(s) str(s)
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#define str(s) #s
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#define ULAB_VERSION_STRING xstr(ULAB_VERSION) xstr(-) xstr(ULAB_MAX_DIMS) xstr(D)
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@ -353,10 +353,6 @@
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#define ULAB_LINALG_HAS_NORM (1)
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#endif
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#ifndef ULAB_LINALG_HAS_TRACE
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#define ULAB_LINALG_HAS_TRACE (1)
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#endif
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// the FFT module; functions of the fft module still have
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// to be defined separately
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#ifndef ULAB_NUMPY_HAS_FFT_MODULE
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@ -447,6 +443,10 @@
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#define ULAB_NUMPY_HAS_SUM (1)
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#endif
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#ifndef ULAB_NUMPY_HAS_TRACE
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#define ULAB_NUMPY_HAS_TRACE (1)
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#endif
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#ifndef ULAB_NUMPY_HAS_TRAPZ
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#define ULAB_NUMPY_HAS_TRAPZ (1)
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#endif
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@ -212,3 +212,19 @@ shape_strides tools_reduce_axes(ndarray_obj_t *ndarray, mp_obj_t axis) {
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return _shape_strides;
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}
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#if ULAB_MAX_DIMS > 1
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ndarray_obj_t *tools_object_is_square(mp_obj_t obj) {
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// Returns an ndarray, if the object is a square ndarray,
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// raises the appropriate exception otherwise
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if(!MP_OBJ_IS_TYPE(obj, &ulab_ndarray_type)) {
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mp_raise_TypeError(translate("size is defined for ndarrays only"));
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}
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ndarray_obj_t *ndarray = MP_OBJ_TO_PTR(obj);
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if((ndarray->shape[ULAB_MAX_DIMS - 1] != ndarray->shape[ULAB_MAX_DIMS - 2]) || (ndarray->ndim != 2)) {
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mp_raise_ValueError(translate("input must be square matrix"));
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}
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return ndarray;
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}
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#endif
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@ -33,4 +33,5 @@ uint8_t ndarray_upcast_dtype(uint8_t , uint8_t );
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void *ndarray_set_float_function(uint8_t );
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shape_strides tools_reduce_axes(ndarray_obj_t *, mp_obj_t );
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ndarray_obj_t *tools_object_is_square(mp_obj_t );
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#endif
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@ -91,8 +91,3 @@ result = (np.linalg.norm(a,axis=1)) # fails on low tolerance
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ref_result = np.array([2.236068, 7.071068, 10.24695, 9.797959])
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for i in range(4):
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print(math.isclose(result[i], ref_result[i], rel_tol=1E-6, abs_tol=1E-6))
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if use_ulab:
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print(np.linalg.trace(np.eye(3)))
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else:
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print(np.trace(np.eye(3)))
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@ -51,4 +51,3 @@ True
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True
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True
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True
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3.0
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