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/*
* This file is part of the micropython-ulab project,
*
* https://github.com/v923z/micropython-ulab
*
* The MIT License (MIT)
*
* Copyright (c) 2020 Jeff Epler for Adafruit Industries
* 2019-2021 Zoltán Vörös
* 2020 Taku Fukada
*/
#include <math.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include "py/obj.h"
#include "py/runtime.h"
#include "ulab.h"
#include "ulab_create.h"
#if ULAB_NUMPY_HAS_ONES | ULAB_NUMPY_HAS_ZEROS | ULAB_NUMPY_HAS_FULL | ULAB_NUMPY_HAS_EMPTY
static mp_obj_t create_zeros_ones_full(mp_obj_t oshape, uint8_t dtype, mp_obj_t value) {
if(!mp_obj_is_int(oshape) && !mp_obj_is_type(oshape, &mp_type_tuple) && !mp_obj_is_type(oshape, &mp_type_list)) {
mp_raise_TypeError(translate("input argument must be an integer, a tuple, or a list"));
}
ndarray_obj_t *ndarray = NULL;
if(mp_obj_is_int(oshape)) {
size_t n = mp_obj_get_int(oshape);
ndarray = ndarray_new_linear_array(n, dtype);
} else if(mp_obj_is_type(oshape, &mp_type_tuple) || mp_obj_is_type(oshape, &mp_type_list)) {
uint8_t len = (uint8_t)mp_obj_get_int(mp_obj_len_maybe(oshape));
if(len > ULAB_MAX_DIMS) {
mp_raise_TypeError(translate("too many dimensions"));
}
size_t *shape = m_new(size_t, ULAB_MAX_DIMS);
memset(shape, 0, ULAB_MAX_DIMS * sizeof(size_t));
size_t i = 0;
mp_obj_iter_buf_t iter_buf;
mp_obj_t item, iterable = mp_getiter(oshape, &iter_buf);
while((item = mp_iternext(iterable)) != MP_OBJ_STOP_ITERATION){
shape[ULAB_MAX_DIMS - len + i] = (size_t)mp_obj_get_int(item);
i++;
}
ndarray = ndarray_new_dense_ndarray(len, shape, dtype);
}
if(value != mp_const_none) {
if(dtype == NDARRAY_BOOL) {
dtype = NDARRAY_UINT8;
if(mp_obj_is_true(value)) {
value = mp_obj_new_int(1);
} else {
value = mp_obj_new_int(0);
}
}
for(size_t i=0; i < ndarray->len; i++) {
ndarray_set_value(dtype, ndarray->array, i, value);
}
}
// if zeros calls the function, we don't have to do anything
return MP_OBJ_FROM_PTR(ndarray);
}
#endif
#if ULAB_NUMPY_HAS_ARANGE | ULAB_NUMPY_HAS_LINSPACE
static ndarray_obj_t *create_linspace_arange(mp_float_t start, mp_float_t step, size_t len, uint8_t dtype) {
mp_float_t value = start;
ndarray_obj_t *ndarray = ndarray_new_linear_array(len, dtype);
if(ndarray->boolean == NDARRAY_BOOLEAN) {
uint8_t *array = (uint8_t *)ndarray->array;
for(size_t i=0; i < len; i++, value += step) {
*array++ = value == MICROPY_FLOAT_CONST(0.0) ? 0 : 1;
}
} else if(dtype == NDARRAY_UINT8) {
ARANGE_LOOP(uint8_t, ndarray, len, step);
} else if(dtype == NDARRAY_INT8) {
ARANGE_LOOP(int8_t, ndarray, len, step);
} else if(dtype == NDARRAY_UINT16) {
ARANGE_LOOP(uint16_t, ndarray, len, step);
} else if(dtype == NDARRAY_INT16) {
ARANGE_LOOP(int16_t, ndarray, len, step);
} else {
ARANGE_LOOP(mp_float_t, ndarray, len, step);
}
return ndarray;
}
#endif
#if ULAB_NUMPY_HAS_ARANGE
mp_obj_t create_arange(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_, MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_, MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
uint8_t dtype = NDARRAY_FLOAT;
mp_float_t start, stop, step;
if(n_args == 1) {
start = 0.0;
stop = mp_obj_get_float(args[0].u_obj);
step = 1.0;
if(mp_obj_is_int(args[0].u_obj)) dtype = NDARRAY_INT16;
} else if(n_args == 2) {
start = mp_obj_get_float(args[0].u_obj);
stop = mp_obj_get_float(args[1].u_obj);
step = 1.0;
if(mp_obj_is_int(args[0].u_obj) && mp_obj_is_int(args[1].u_obj)) dtype = NDARRAY_INT16;
} else if(n_args == 3) {
start = mp_obj_get_float(args[0].u_obj);
stop = mp_obj_get_float(args[1].u_obj);
step = mp_obj_get_float(args[2].u_obj);
if(mp_obj_is_int(args[0].u_obj) && mp_obj_is_int(args[1].u_obj) && mp_obj_is_int(args[2].u_obj)) dtype = NDARRAY_INT16;
} else {
mp_raise_TypeError(translate("wrong number of arguments"));
}
if((MICROPY_FLOAT_C_FUN(fabs)(stop) > 32768) || (MICROPY_FLOAT_C_FUN(fabs)(start) > 32768) || (MICROPY_FLOAT_C_FUN(fabs)(step) > 32768)) {
dtype = NDARRAY_FLOAT;
}
if(args[3].u_obj != mp_const_none) {
dtype = (uint8_t)mp_obj_get_int(args[3].u_obj);
}
ndarray_obj_t *ndarray;
if((stop - start)/step < 0) {
ndarray = ndarray_new_linear_array(0, dtype);
} else {
size_t len = (size_t)(MICROPY_FLOAT_C_FUN(ceil)((stop - start)/step));
ndarray = create_linspace_arange(start, step, len, dtype);
}
return MP_OBJ_FROM_PTR(ndarray);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_arange_obj, 1, create_arange);
#endif
#if ULAB_NUMPY_HAS_CONCATENATE
mp_obj_t create_concatenate(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_axis, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = 0 } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
if(!mp_obj_is_type(args[0].u_obj, &mp_type_tuple)) {
mp_raise_TypeError(translate("first argument must be a tuple of ndarrays"));
}
int8_t axis = (int8_t)args[1].u_int;
size_t *shape = m_new(size_t, ULAB_MAX_DIMS);
memset(shape, 0, sizeof(size_t)*ULAB_MAX_DIMS);
mp_obj_tuple_t *ndarrays = MP_OBJ_TO_PTR(args[0].u_obj);
// first check, whether the arrays are compatible
ndarray_obj_t *_ndarray = MP_OBJ_TO_PTR(ndarrays->items[0]);
uint8_t dtype = _ndarray->dtype;
uint8_t ndim = _ndarray->ndim;
if(axis < 0) {
axis += ndim;
}
if((axis < 0) || (axis >= ndim)) {
mp_raise_ValueError(translate("wrong axis specified"));
}
// shift axis
axis = ULAB_MAX_DIMS - ndim + axis;
for(uint8_t j=0; j < ULAB_MAX_DIMS; j++) {
shape[j] = _ndarray->shape[j];
}
for(uint8_t i=1; i < ndarrays->len; i++) {
_ndarray = MP_OBJ_TO_PTR(ndarrays->items[i]);
// check, whether the arrays are compatible
if((dtype != _ndarray->dtype) || (ndim != _ndarray->ndim)) {
mp_raise_ValueError(translate("input arrays are not compatible"));
}
for(uint8_t j=0; j < ULAB_MAX_DIMS; j++) {
if(j == axis) {
shape[j] += _ndarray->shape[j];
} else {
if(shape[j] != _ndarray->shape[j]) {
mp_raise_ValueError(translate("input arrays are not compatible"));
}
}
}
}
ndarray_obj_t *target = ndarray_new_dense_ndarray(ndim, shape, dtype);
uint8_t *tpos = (uint8_t *)target->array;
uint8_t *tarray;
for(uint8_t p=0; p < ndarrays->len; p++) {
// reset the pointer along the axis
ndarray_obj_t *source = MP_OBJ_TO_PTR(ndarrays->items[p]);
uint8_t *sarray = (uint8_t *)source->array;
tarray = tpos;
#if ULAB_MAX_DIMS > 3
size_t i = 0;
do {
#endif
#if ULAB_MAX_DIMS > 2
size_t j = 0;
do {
#endif
#if ULAB_MAX_DIMS > 1
size_t k = 0;
do {
#endif
size_t l = 0;
do {
memcpy(tarray, sarray, source->itemsize);
tarray += target->strides[ULAB_MAX_DIMS - 1];
sarray += source->strides[ULAB_MAX_DIMS - 1];
l++;
} while(l < source->shape[ULAB_MAX_DIMS - 1]);
#if ULAB_MAX_DIMS > 1
tarray -= target->strides[ULAB_MAX_DIMS - 1] * source->shape[ULAB_MAX_DIMS-1];
tarray += target->strides[ULAB_MAX_DIMS - 2];
sarray -= source->strides[ULAB_MAX_DIMS - 1] * source->shape[ULAB_MAX_DIMS-1];
sarray += source->strides[ULAB_MAX_DIMS - 2];
k++;
} while(k < source->shape[ULAB_MAX_DIMS - 2]);
#endif
#if ULAB_MAX_DIMS > 2
tarray -= target->strides[ULAB_MAX_DIMS - 2] * source->shape[ULAB_MAX_DIMS-2];
tarray += target->strides[ULAB_MAX_DIMS - 3];
sarray -= source->strides[ULAB_MAX_DIMS - 2] * source->shape[ULAB_MAX_DIMS-2];
sarray += source->strides[ULAB_MAX_DIMS - 3];
j++;
} while(j < source->shape[ULAB_MAX_DIMS - 3]);
#endif
#if ULAB_MAX_DIMS > 3
tarray -= target->strides[ULAB_MAX_DIMS - 3] * source->shape[ULAB_MAX_DIMS-3];
tarray += target->strides[ULAB_MAX_DIMS - 4];
sarray -= source->strides[ULAB_MAX_DIMS - 3] * source->shape[ULAB_MAX_DIMS-3];
sarray += source->strides[ULAB_MAX_DIMS - 4];
i++;
} while(i < source->shape[ULAB_MAX_DIMS - 4]);
#endif
if(p < ndarrays->len - 1) {
tpos += target->strides[axis] * source->shape[axis];
}
}
return MP_OBJ_FROM_PTR(target);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_concatenate_obj, 1, create_concatenate);
#endif
#if ULAB_MAX_DIMS > 1
#if ULAB_NUMPY_HAS_DIAG
mp_obj_t create_diag(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_k, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = 0 } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
if(!mp_obj_is_type(args[0].u_obj, &ulab_ndarray_type)) {
mp_raise_TypeError(translate("input must be an ndarray"));
}
ndarray_obj_t *source = MP_OBJ_TO_PTR(args[0].u_obj);
if(source->ndim == 1) { // return a rank-2 tensor with the prescribed diagonal
ndarray_obj_t *target = ndarray_new_dense_ndarray(2, ndarray_shape_vector(0, 0, source->len, source->len), source->dtype);
uint8_t *sarray = (uint8_t *)source->array;
uint8_t *tarray = (uint8_t *)target->array;
for(size_t i=0; i < source->len; i++) {
memcpy(tarray, sarray, source->itemsize);
sarray += source->strides[ULAB_MAX_DIMS - 1];
tarray += (source->len + 1) * target->itemsize;
}
return MP_OBJ_FROM_PTR(target);
}
if(source->ndim > 2) {
mp_raise_TypeError(translate("input must be a tensor of rank 2"));
}
int32_t k = args[1].u_int;
size_t len = 0;
uint8_t *sarray = (uint8_t *)source->array;
if(k < 0) { // move the pointer "vertically"
if(-k < (int32_t)source->shape[ULAB_MAX_DIMS - 2]) {
sarray -= k * source->strides[ULAB_MAX_DIMS - 2];
len = MIN(source->shape[ULAB_MAX_DIMS - 2] + k, source->shape[ULAB_MAX_DIMS - 1]);
}
} else { // move the pointer "horizontally"
if(k < (int32_t)source->shape[ULAB_MAX_DIMS - 1]) {
sarray += k * source->strides[ULAB_MAX_DIMS - 1];
len = MIN(source->shape[ULAB_MAX_DIMS - 1] - k, source->shape[ULAB_MAX_DIMS - 2]);
}
}
if(len == 0) {
mp_raise_ValueError(translate("offset is too large"));
}
ndarray_obj_t *target = ndarray_new_linear_array(len, source->dtype);
uint8_t *tarray = (uint8_t *)target->array;
for(size_t i=0; i < len; i++) {
memcpy(tarray, sarray, source->itemsize);
sarray += source->strides[ULAB_MAX_DIMS - 2];
sarray += source->strides[ULAB_MAX_DIMS - 1];
tarray += source->itemsize;
}
return MP_OBJ_FROM_PTR(target);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_diag_obj, 1, create_diag);
#endif /* ULAB_NUMPY_HAS_DIAG */
#if ULAB_NUMPY_HAS_EYE
mp_obj_t create_eye(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_INT, { .u_int = 0 } },
{ MP_QSTR_M, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_k, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = 0 } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = NDARRAY_FLOAT } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
size_t n = args[0].u_int, m;
size_t k = args[2].u_int > 0 ? (size_t)args[2].u_int : (size_t)(-args[2].u_int);
uint8_t dtype = args[3].u_int;
if(args[1].u_rom_obj == mp_const_none) {
m = n;
} else {
m = mp_obj_get_int(args[1].u_rom_obj);
}
ndarray_obj_t *ndarray = ndarray_new_dense_ndarray(2, ndarray_shape_vector(0, 0, n, m), dtype);
if(dtype == NDARRAY_BOOL) {
dtype = NDARRAY_UINT8;
}
mp_obj_t one = mp_obj_new_int(1);
size_t i = 0;
if((args[2].u_int >= 0)) {
while(k < m) {
ndarray_set_value(dtype, ndarray->array, i*m+k, one);
k++;
i++;
}
} else {
while(k < n) {
ndarray_set_value(dtype, ndarray->array, k*m+i, one);
k++;
i++;
}
}
return MP_OBJ_FROM_PTR(ndarray);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_eye_obj, 1, create_eye);
#endif /* ULAB_NUMPY_HAS_EYE */
#endif /* ULAB_MAX_DIMS > 1 */
#if ULAB_NUMPY_HAS_FULL
mp_obj_t create_full(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_obj = MP_OBJ_NULL } },
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_obj = MP_OBJ_NULL } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = NDARRAY_FLOAT } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
uint8_t dtype = args[2].u_int;
return create_zeros_ones_full(args[0].u_obj, dtype, args[1].u_obj);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_full_obj, 0, create_full);
#endif
#if ULAB_NUMPY_HAS_LINSPACE
mp_obj_t create_linspace(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_num, MP_ARG_INT, { .u_int = 50 } },
{ MP_QSTR_endpoint, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = mp_const_true } },
{ MP_QSTR_retstep, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = mp_const_false } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = NDARRAY_FLOAT } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
if(args[2].u_int < 2) {
mp_raise_ValueError(translate("number of points must be at least 2"));
}
size_t len = (size_t)args[2].u_int;
mp_float_t start, step;
start = mp_obj_get_float(args[0].u_obj);
uint8_t typecode = args[5].u_int;
if(args[3].u_obj == mp_const_true) step = (mp_obj_get_float(args[1].u_obj)-start)/(len-1);
else step = (mp_obj_get_float(args[1].u_obj)-start)/len;
ndarray_obj_t *ndarray = create_linspace_arange(start, step, len, typecode);
if(args[4].u_obj == mp_const_false) {
return MP_OBJ_FROM_PTR(ndarray);
} else {
mp_obj_t tuple[2];
tuple[0] = ndarray;
tuple[1] = mp_obj_new_float(step);
return mp_obj_new_tuple(2, tuple);
}
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_linspace_obj, 2, create_linspace);
#endif
#if ULAB_NUMPY_HAS_LOGSPACE
const mp_obj_float_t create_float_const_ten = {{&mp_type_float}, MICROPY_FLOAT_CONST(10.0)};
mp_obj_t create_logspace(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_num, MP_ARG_INT, { .u_int = 50 } },
{ MP_QSTR_base, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = MP_ROM_PTR(&create_float_const_ten) } },
{ MP_QSTR_endpoint, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = mp_const_true } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = NDARRAY_FLOAT } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
if(args[2].u_int < 2) {
mp_raise_ValueError(translate("number of points must be at least 2"));
}
size_t len = (size_t)args[2].u_int;
mp_float_t start, step, quotient;
start = mp_obj_get_float(args[0].u_obj);
uint8_t dtype = args[5].u_int;
mp_float_t base = mp_obj_get_float(args[3].u_obj);
if(args[4].u_obj == mp_const_true) step = (mp_obj_get_float(args[1].u_obj) - start)/(len - 1);
else step = (mp_obj_get_float(args[1].u_obj) - start) / len;
quotient = MICROPY_FLOAT_C_FUN(pow)(base, step);
ndarray_obj_t *ndarray = ndarray_new_linear_array(len, dtype);
mp_float_t value = MICROPY_FLOAT_C_FUN(pow)(base, start);
if(ndarray->dtype == NDARRAY_UINT8) {
uint8_t *array = (uint8_t *)ndarray->array;
if(ndarray->boolean) {
memset(array, 1, len);
} else {
for(size_t i=0; i < len; i++, value *= quotient) *array++ = (uint8_t)value;
}
} else if(ndarray->dtype == NDARRAY_INT8) {
int8_t *array = (int8_t *)ndarray->array;
for(size_t i=0; i < len; i++, value *= quotient) *array++ = (int8_t)value;
} else if(ndarray->dtype == NDARRAY_UINT16) {
uint16_t *array = (uint16_t *)ndarray->array;
for(size_t i=0; i < len; i++, value *= quotient) *array++ = (uint16_t)value;
} else if(ndarray->dtype == NDARRAY_INT16) {
int16_t *array = (int16_t *)ndarray->array;
for(size_t i=0; i < len; i++, value *= quotient) *array++ = (int16_t)value;
} else {
mp_float_t *array = (mp_float_t *)ndarray->array;
for(size_t i=0; i < len; i++, value *= quotient) *array++ = value;
}
return MP_OBJ_FROM_PTR(ndarray);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_logspace_obj, 2, create_logspace);
#endif
#if ULAB_NUMPY_HAS_ONES
mp_obj_t create_ones(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_obj = MP_OBJ_NULL } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = NDARRAY_FLOAT } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
uint8_t dtype = args[1].u_int;
mp_obj_t one = mp_obj_new_int(1);
return create_zeros_ones_full(args[0].u_obj, dtype, one);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_ones_obj, 0, create_ones);
#endif
#if ULAB_NUMPY_HAS_ZEROS
mp_obj_t create_zeros(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_obj = MP_OBJ_NULL } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_INT, { .u_int = NDARRAY_FLOAT } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
uint8_t dtype = args[1].u_int;
return create_zeros_ones_full(args[0].u_obj, dtype, mp_const_none);
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_zeros_obj, 0, create_zeros);
#endif
#if ULAB_NUMPY_HAS_FROMBUFFER
mp_obj_t create_frombuffer(size_t n_args, const mp_obj_t *pos_args, mp_map_t *kw_args) {
static const mp_arg_t allowed_args[] = {
{ MP_QSTR_, MP_ARG_REQUIRED | MP_ARG_OBJ, { .u_rom_obj = mp_const_none } },
{ MP_QSTR_dtype, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = MP_ROM_INT(NDARRAY_FLOAT) } },
{ MP_QSTR_count, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = MP_ROM_INT(-1) } },
{ MP_QSTR_offset, MP_ARG_KW_ONLY | MP_ARG_OBJ, { .u_rom_obj = MP_ROM_INT(0) } },
};
mp_arg_val_t args[MP_ARRAY_SIZE(allowed_args)];
mp_arg_parse_all(n_args, pos_args, kw_args, MP_ARRAY_SIZE(allowed_args), allowed_args, args);
uint8_t dtype = mp_obj_get_int(args[1].u_obj);
size_t offset = mp_obj_get_int(args[3].u_obj);
mp_buffer_info_t bufinfo;
if(mp_get_buffer(args[0].u_obj, &bufinfo, MP_BUFFER_READ)) {
size_t sz = 1;
if(dtype != NDARRAY_BOOL) { // mp_binary_get_size doesn't work with Booleans
sz = mp_binary_get_size('@', dtype, NULL);
}
if(bufinfo.len < offset) {
mp_raise_ValueError(translate("offset must be non-negative and no greater than buffer length"));
}
size_t len = (bufinfo.len - offset) / sz;
if((len * sz) != (bufinfo.len - offset)) {
mp_raise_ValueError(translate("buffer size must be a multiple of element size"));
}
if(mp_obj_get_int(args[2].u_obj) > 0) {
size_t count = mp_obj_get_int(args[2].u_obj);
if(len < count) {
mp_raise_ValueError(translate("buffer is smaller than requested size"));
} else {
len = count;
}
}
ndarray_obj_t *ndarray = m_new_obj(ndarray_obj_t);
ndarray->base.type = &ulab_ndarray_type;
ndarray->dtype = dtype == NDARRAY_BOOL ? NDARRAY_UINT8 : dtype;
ndarray->boolean = dtype == NDARRAY_BOOL ? NDARRAY_BOOLEAN : NDARRAY_NUMERIC;
ndarray->ndim = 1;
ndarray->len = len;
ndarray->itemsize = sz;
ndarray->shape[ULAB_MAX_DIMS - 1] = len;
ndarray->strides[ULAB_MAX_DIMS - 1] = sz;
uint8_t *buffer = bufinfo.buf;
ndarray->array = buffer + offset;
return MP_OBJ_FROM_PTR(ndarray);
}
return mp_const_none;
}
MP_DEFINE_CONST_FUN_OBJ_KW(create_frombuffer_obj, 1, create_frombuffer);
#endif
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