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implement dpnp.argmin and dpnp.argmax using dpctl.tensor #1610

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merged 17 commits into from
Nov 23, 2023
Merged

implement dpnp.argmin and dpnp.argmax using dpctl.tensor #1610

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2a38192
rework implementation of diag, diagflat, vander, and ptp
vtavana Sep 29, 2023
6d3f817
address comments - first round
vtavana Oct 22, 2023
0b86691
address comments - second round
vtavana Oct 26, 2023
bd6fcb0
add tests for negative use cases to improve covergae
vtavana Oct 30, 2023
8e870e8
fixed missing merge conflicts
vtavana Nov 8, 2023
5b5439d
fix pre-commit
vtavana Nov 8, 2023
fd38502
implement dpnp.argmin and dpnp.argmax using dpctl.tensor
vtavana Oct 16, 2023
14f043f
address comments
vtavana Oct 27, 2023
e026c37
add tests for negative use cases to improve coverage
vtavana Oct 30, 2023
dec3e57
remove unneccessary parts with updates in dpctl #1465
vtavana Nov 9, 2023
9ebb8a6
Merge branch 'master' into argmin_argmax
vtavana Nov 20, 2023
3eb40d6
add paramater section in doc
vtavana Nov 20, 2023
ccdf3c4
update ndarray.argmin and ndarray.argmax function signature
vtavana Nov 20, 2023
655182a
use a utility func for returning output
vtavana Nov 20, 2023
30f87eb
add tests for ndarray implementation
vtavana Nov 21, 2023
df98a82
Place new function acc to lexicographical order
antonwolfy Nov 22, 2023
618aba0
Merge branch 'master' into argmin_argmax
antonwolfy Nov 23, 2023
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73 changes: 32 additions & 41 deletions dpnp/backend/include/dpnp_iface_fptr.hpp
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Original file line number Diff line number Diff line change
Expand Up @@ -76,11 +76,7 @@ enum class DPNPFuncName : size_t
DPNP_FN_ARCTAN2, /**< Used in numpy.arctan2() impl */
DPNP_FN_ARCTANH, /**< Used in numpy.arctanh() impl */
DPNP_FN_ARGMAX, /**< Used in numpy.argmax() impl */
DPNP_FN_ARGMAX_EXT, /**< Used in numpy.argmax() impl, requires extra
parameters */
DPNP_FN_ARGMIN, /**< Used in numpy.argmin() impl */
DPNP_FN_ARGMIN_EXT, /**< Used in numpy.argmin() impl, requires extra
parameters */
DPNP_FN_ARGSORT, /**< Used in numpy.argsort() impl */
DPNP_FN_ARGSORT_EXT, /**< Used in numpy.argsort() impl, requires extra
parameters */
Expand Down Expand Up @@ -132,9 +128,7 @@ enum class DPNPFuncName : size_t
DPNP_FN_DET_EXT, /**< Used in numpy.linalg.det() impl, requires extra
parameters */
DPNP_FN_DIAG, /**< Used in numpy.diag() impl */
DPNP_FN_DIAG_EXT, /**< Used in numpy.diag() impl, requires extra parameters
*/
DPNP_FN_DIAG_INDICES, /**< Used in numpy.diag_indices() impl */
DPNP_FN_DIAG_INDICES, /**< Used in numpy.diag_indices() impl */
DPNP_FN_DIAG_INDICES_EXT, /**< Used in numpy.diag_indices() impl, requires
extra parameters */
DPNP_FN_DIAGONAL, /**< Used in numpy.diagonal() impl */
Expand Down Expand Up @@ -227,25 +221,24 @@ enum class DPNPFuncName : size_t
DPNP_FN_MODF_EXT, /**< Used in numpy.modf() impl, requires extra parameters
*/
DPNP_FN_MULTIPLY, /**< Used in numpy.multiply() impl */
DPNP_FN_MULTIPLY_EXT, /**< Used in numpy.multiply() impl, requires extra
parameters */
DPNP_FN_NANVAR, /**< Used in numpy.nanvar() impl */
DPNP_FN_NANVAR_EXT, /**< Used in numpy.nanvar() impl, requires extra
parameters */
DPNP_FN_NEGATIVE, /**< Used in numpy.negative() impl */
DPNP_FN_NONZERO, /**< Used in numpy.nonzero() impl */
DPNP_FN_ONES, /**< Used in numpy.ones() impl */
DPNP_FN_ONES_LIKE, /**< Used in numpy.ones_like() impl */
DPNP_FN_PARTITION, /**< Used in numpy.partition() impl */
DPNP_FN_PARTITION_EXT, /**< Used in numpy.partition() impl, requires extra
parameters */
DPNP_FN_PLACE, /**< Used in numpy.place() impl */
DPNP_FN_POWER, /**< Used in numpy.power() impl */
DPNP_FN_PROD, /**< Used in numpy.prod() impl */
DPNP_FN_PTP, /**< Used in numpy.ptp() impl */
DPNP_FN_PTP_EXT, /**< Used in numpy.ptp() impl, requires extra parameters */
DPNP_FN_PUT, /**< Used in numpy.put() impl */
DPNP_FN_PUT_ALONG_AXIS, /**< Used in numpy.put_along_axis() impl */
DPNP_FN_MULTIPLY_EXT, /**< Used in numpy.multiply() impl, requires extra
parameters */
DPNP_FN_NANVAR, /**< Used in numpy.nanvar() impl */
DPNP_FN_NANVAR_EXT, /**< Used in numpy.nanvar() impl, requires extra
parameters */
DPNP_FN_NEGATIVE, /**< Used in numpy.negative() impl */
DPNP_FN_NONZERO, /**< Used in numpy.nonzero() impl */
DPNP_FN_ONES, /**< Used in numpy.ones() impl */
DPNP_FN_ONES_LIKE, /**< Used in numpy.ones_like() impl */
DPNP_FN_PARTITION, /**< Used in numpy.partition() impl */
DPNP_FN_PARTITION_EXT, /**< Used in numpy.partition() impl, requires extra
parameters */
DPNP_FN_PLACE, /**< Used in numpy.place() impl */
DPNP_FN_POWER, /**< Used in numpy.power() impl */
DPNP_FN_PROD, /**< Used in numpy.prod() impl */
DPNP_FN_PTP, /**< Used in numpy.ptp() impl */
DPNP_FN_PUT, /**< Used in numpy.put() impl */
DPNP_FN_PUT_ALONG_AXIS, /**< Used in numpy.put_along_axis() impl */
DPNP_FN_PUT_ALONG_AXIS_EXT, /**< Used in numpy.put_along_axis() impl,
requires extra parameters */
DPNP_FN_QR, /**< Used in numpy.linalg.qr() impl */
Expand Down Expand Up @@ -405,21 +398,19 @@ enum class DPNPFuncName : size_t
DPNP_FN_TAKE, /**< Used in numpy.take() impl */
DPNP_FN_TAN, /**< Used in numpy.tan() impl */
DPNP_FN_TANH, /**< Used in numpy.tanh() impl */
DPNP_FN_TRANSPOSE, /**< Used in numpy.transpose() impl */
DPNP_FN_TRACE, /**< Used in numpy.trace() impl */
DPNP_FN_TRACE_EXT, /**< Used in numpy.trace() impl, requires extra
parameters */
DPNP_FN_TRAPZ, /**< Used in numpy.trapz() impl */
DPNP_FN_TRAPZ_EXT, /**< Used in numpy.trapz() impl, requires extra
parameters */
DPNP_FN_TRI, /**< Used in numpy.tri() impl */
DPNP_FN_TRIL, /**< Used in numpy.tril() impl */
DPNP_FN_TRIU, /**< Used in numpy.triu() impl */
DPNP_FN_TRUNC, /**< Used in numpy.trunc() impl */
DPNP_FN_VANDER, /**< Used in numpy.vander() impl */
DPNP_FN_VANDER_EXT, /**< Used in numpy.vander() impl, requires extra
parameters */
DPNP_FN_VAR, /**< Used in numpy.var() impl */
DPNP_FN_TRANSPOSE, /**< Used in numpy.transpose() impl */
DPNP_FN_TRACE, /**< Used in numpy.trace() impl */
DPNP_FN_TRACE_EXT, /**< Used in numpy.trace() impl, requires extra
parameters */
DPNP_FN_TRAPZ, /**< Used in numpy.trapz() impl */
DPNP_FN_TRAPZ_EXT, /**< Used in numpy.trapz() impl, requires extra
parameters */
DPNP_FN_TRI, /**< Used in numpy.tri() impl */
DPNP_FN_TRIL, /**< Used in numpy.tril() impl */
DPNP_FN_TRIU, /**< Used in numpy.triu() impl */
DPNP_FN_TRUNC, /**< Used in numpy.trunc() impl */
DPNP_FN_VANDER, /**< Used in numpy.vander() impl */
DPNP_FN_VAR, /**< Used in numpy.var() impl */
DPNP_FN_VAR_EXT, /**< Used in numpy.var() impl, requires extra parameters */
DPNP_FN_ZEROS, /**< Used in numpy.zeros() impl */
DPNP_FN_ZEROS_LIKE, /**< Used in numpy.zeros_like() impl */
Expand Down
74 changes: 0 additions & 74 deletions dpnp/backend/kernels/dpnp_krnl_arraycreation.cpp
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Expand Up @@ -200,18 +200,6 @@ void (*dpnp_diag_default_c)(void *,
const size_t,
const size_t) = dpnp_diag_c<_DataType>;

template <typename _DataType>
DPCTLSyclEventRef (*dpnp_diag_ext_c)(DPCTLSyclQueueRef,
void *,
void *,
const int,
shape_elem_type *,
shape_elem_type *,
const size_t,
const size_t,
const DPCTLEventVectorRef) =
dpnp_diag_c<_DataType>;

template <typename _DataType>
DPCTLSyclEventRef dpnp_eye_c(DPCTLSyclQueueRef q_ref,
void *result1,
Expand Down Expand Up @@ -569,23 +557,6 @@ void (*dpnp_ptp_default_c)(void *,
const shape_elem_type *,
const size_t) = dpnp_ptp_c<_DataType>;

template <typename _DataType>
DPCTLSyclEventRef (*dpnp_ptp_ext_c)(DPCTLSyclQueueRef,
void *,
const size_t,
const size_t,
const shape_elem_type *,
const shape_elem_type *,
const void *,
const size_t,
const size_t,
const shape_elem_type *,
const shape_elem_type *,
const shape_elem_type *,
const size_t,
const DPCTLEventVectorRef) =
dpnp_ptp_c<_DataType>;

template <typename _DataType_input, typename _DataType_output>
DPCTLSyclEventRef dpnp_vander_c(DPCTLSyclQueueRef q_ref,
const void *array1_in,
Expand Down Expand Up @@ -673,16 +644,6 @@ void (*dpnp_vander_default_c)(const void *,
const int) =
dpnp_vander_c<_DataType_input, _DataType_output>;

template <typename _DataType_input, typename _DataType_output>
DPCTLSyclEventRef (*dpnp_vander_ext_c)(DPCTLSyclQueueRef,
const void *,
void *,
const size_t,
const size_t,
const int,
const DPCTLEventVectorRef) =
dpnp_vander_c<_DataType_input, _DataType_output>;

template <typename _DataType, typename _ResultType>
class dpnp_trace_c_kernel;

Expand Down Expand Up @@ -1192,15 +1153,6 @@ void func_map_init_arraycreation(func_map_t &fmap)
fmap[DPNPFuncName::DPNP_FN_DIAG][eft_DBL][eft_DBL] = {
eft_DBL, (void *)dpnp_diag_default_c<double>};

fmap[DPNPFuncName::DPNP_FN_DIAG_EXT][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_diag_ext_c<int32_t>};
fmap[DPNPFuncName::DPNP_FN_DIAG_EXT][eft_LNG][eft_LNG] = {
eft_LNG, (void *)dpnp_diag_ext_c<int64_t>};
fmap[DPNPFuncName::DPNP_FN_DIAG_EXT][eft_FLT][eft_FLT] = {
eft_FLT, (void *)dpnp_diag_ext_c<float>};
fmap[DPNPFuncName::DPNP_FN_DIAG_EXT][eft_DBL][eft_DBL] = {
eft_DBL, (void *)dpnp_diag_ext_c<double>};

fmap[DPNPFuncName::DPNP_FN_EYE][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_eye_default_c<int32_t>};
fmap[DPNPFuncName::DPNP_FN_EYE][eft_LNG][eft_LNG] = {
Expand Down Expand Up @@ -1284,15 +1236,6 @@ void func_map_init_arraycreation(func_map_t &fmap)
fmap[DPNPFuncName::DPNP_FN_PTP][eft_DBL][eft_DBL] = {
eft_DBL, (void *)dpnp_ptp_default_c<double>};

fmap[DPNPFuncName::DPNP_FN_PTP_EXT][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_ptp_ext_c<int32_t>};
fmap[DPNPFuncName::DPNP_FN_PTP_EXT][eft_LNG][eft_LNG] = {
eft_LNG, (void *)dpnp_ptp_ext_c<int64_t>};
fmap[DPNPFuncName::DPNP_FN_PTP_EXT][eft_FLT][eft_FLT] = {
eft_FLT, (void *)dpnp_ptp_ext_c<float>};
fmap[DPNPFuncName::DPNP_FN_PTP_EXT][eft_DBL][eft_DBL] = {
eft_DBL, (void *)dpnp_ptp_ext_c<double>};

fmap[DPNPFuncName::DPNP_FN_VANDER][eft_INT][eft_INT] = {
eft_LNG, (void *)dpnp_vander_default_c<int32_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_VANDER][eft_LNG][eft_LNG] = {
Expand All @@ -1308,23 +1251,6 @@ void func_map_init_arraycreation(func_map_t &fmap)
(void *)
dpnp_vander_default_c<std::complex<double>, std::complex<double>>};

fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_INT][eft_INT] = {
eft_LNG, (void *)dpnp_vander_ext_c<int32_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_LNG][eft_LNG] = {
eft_LNG, (void *)dpnp_vander_ext_c<int64_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_FLT][eft_FLT] = {
eft_FLT, (void *)dpnp_vander_ext_c<float, float>};
fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_DBL][eft_DBL] = {
eft_DBL, (void *)dpnp_vander_ext_c<double, double>};
fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_BLN][eft_BLN] = {
eft_LNG, (void *)dpnp_vander_ext_c<bool, int64_t>};
fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_C64][eft_C64] = {
eft_C64,
(void *)dpnp_vander_ext_c<std::complex<float>, std::complex<float>>};
fmap[DPNPFuncName::DPNP_FN_VANDER_EXT][eft_C128][eft_C128] = {
eft_C128,
(void *)dpnp_vander_ext_c<std::complex<double>, std::complex<double>>};

fmap[DPNPFuncName::DPNP_FN_TRACE][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_trace_default_c<int32_t, int32_t>};
fmap[DPNPFuncName::DPNP_FN_TRACE][eft_LNG][eft_INT] = {
Expand Down
50 changes: 0 additions & 50 deletions dpnp/backend/kernels/dpnp_krnl_searching.cpp
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Expand Up @@ -78,14 +78,6 @@ void (*dpnp_argmax_default_c)(void *,
void *,
size_t) = dpnp_argmax_c<_DataType, _idx_DataType>;

template <typename _DataType, typename _idx_DataType>
DPCTLSyclEventRef (*dpnp_argmax_ext_c)(DPCTLSyclQueueRef,
void *,
void *,
size_t,
const DPCTLEventVectorRef) =
dpnp_argmax_c<_DataType, _idx_DataType>;

template <typename _DataType, typename _idx_DataType>
class dpnp_argmin_c_kernel;

Expand Down Expand Up @@ -133,14 +125,6 @@ void (*dpnp_argmin_default_c)(void *,
void *,
size_t) = dpnp_argmin_c<_DataType, _idx_DataType>;

template <typename _DataType, typename _idx_DataType>
DPCTLSyclEventRef (*dpnp_argmin_ext_c)(DPCTLSyclQueueRef,
void *,
void *,
size_t,
const DPCTLEventVectorRef) =
dpnp_argmin_c<_DataType, _idx_DataType>;

void func_map_init_searching(func_map_t &fmap)
{
fmap[DPNPFuncName::DPNP_FN_ARGMAX][eft_INT][eft_INT] = {
Expand All @@ -160,23 +144,6 @@ void func_map_init_searching(func_map_t &fmap)
fmap[DPNPFuncName::DPNP_FN_ARGMAX][eft_DBL][eft_LNG] = {
eft_LNG, (void *)dpnp_argmax_default_c<double, int64_t>};

fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_argmax_ext_c<int32_t, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_INT][eft_LNG] = {
eft_LNG, (void *)dpnp_argmax_ext_c<int32_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_LNG][eft_INT] = {
eft_INT, (void *)dpnp_argmax_ext_c<int64_t, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_LNG][eft_LNG] = {
eft_LNG, (void *)dpnp_argmax_ext_c<int64_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_FLT][eft_INT] = {
eft_INT, (void *)dpnp_argmax_ext_c<float, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_FLT][eft_LNG] = {
eft_LNG, (void *)dpnp_argmax_ext_c<float, int64_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_DBL][eft_INT] = {
eft_INT, (void *)dpnp_argmax_ext_c<double, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMAX_EXT][eft_DBL][eft_LNG] = {
eft_LNG, (void *)dpnp_argmax_ext_c<double, int64_t>};

fmap[DPNPFuncName::DPNP_FN_ARGMIN][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_argmin_default_c<int32_t, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN][eft_INT][eft_LNG] = {
Expand All @@ -194,22 +161,5 @@ void func_map_init_searching(func_map_t &fmap)
fmap[DPNPFuncName::DPNP_FN_ARGMIN][eft_DBL][eft_LNG] = {
eft_LNG, (void *)dpnp_argmin_default_c<double, int64_t>};

fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_INT][eft_INT] = {
eft_INT, (void *)dpnp_argmin_ext_c<int32_t, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_INT][eft_LNG] = {
eft_LNG, (void *)dpnp_argmin_ext_c<int32_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_LNG][eft_INT] = {
eft_INT, (void *)dpnp_argmin_ext_c<int64_t, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_LNG][eft_LNG] = {
eft_LNG, (void *)dpnp_argmin_ext_c<int64_t, int64_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_FLT][eft_INT] = {
eft_INT, (void *)dpnp_argmin_ext_c<float, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_FLT][eft_LNG] = {
eft_LNG, (void *)dpnp_argmin_ext_c<float, int64_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_DBL][eft_INT] = {
eft_INT, (void *)dpnp_argmin_ext_c<double, int32_t>};
fmap[DPNPFuncName::DPNP_FN_ARGMIN_EXT][eft_DBL][eft_LNG] = {
eft_LNG, (void *)dpnp_argmin_ext_c<double, int64_t>};

return;
}
1 change: 0 additions & 1 deletion dpnp/dpnp_algo/CMakeLists.txt
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Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,6 @@ set(dpnp_algo_pyx_deps
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_sorting.pxi
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_arraycreation.pxi
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_mathematical.pxi
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_searching.pxi
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_indexing.pxi
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_logic.pxi
${CMAKE_CURRENT_SOURCE_DIR}/dpnp_algo_special.pxi
Expand Down
16 changes: 0 additions & 16 deletions dpnp/dpnp_algo/dpnp_algo.pxd
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Expand Up @@ -36,10 +36,6 @@ cdef extern from "dpnp_iface_fptr.hpp" namespace "DPNPFuncName": # need this na
DPNP_FN_ALLCLOSE
DPNP_FN_ALLCLOSE_EXT
DPNP_FN_ARANGE
DPNP_FN_ARGMAX
DPNP_FN_ARGMAX_EXT
DPNP_FN_ARGMIN
DPNP_FN_ARGMIN_EXT
DPNP_FN_ARGSORT
DPNP_FN_ARGSORT_EXT
DPNP_FN_CBRT
Expand All @@ -64,8 +60,6 @@ cdef extern from "dpnp_iface_fptr.hpp" namespace "DPNPFuncName": # need this na
DPNP_FN_DEGREES_EXT
DPNP_FN_DET
DPNP_FN_DET_EXT
DPNP_FN_DIAG
DPNP_FN_DIAG_EXT
DPNP_FN_DIAG_INDICES
DPNP_FN_DIAG_INDICES_EXT
DPNP_FN_DIAGONAL
Expand Down Expand Up @@ -122,8 +116,6 @@ cdef extern from "dpnp_iface_fptr.hpp" namespace "DPNPFuncName": # need this na
DPNP_FN_PARTITION
DPNP_FN_PARTITION_EXT
DPNP_FN_PLACE
DPNP_FN_PTP
DPNP_FN_PTP_EXT
DPNP_FN_QR
DPNP_FN_QR_EXT
DPNP_FN_RADIANS
Expand Down Expand Up @@ -222,8 +214,6 @@ cdef extern from "dpnp_iface_fptr.hpp" namespace "DPNPFuncName": # need this na
DPNP_FN_TRIL_EXT
DPNP_FN_TRIU
DPNP_FN_TRIU_EXT
DPNP_FN_VANDER
DPNP_FN_VANDER_EXT
DPNP_FN_VAR
DPNP_FN_VAR_EXT
DPNP_FN_ZEROS
Expand Down Expand Up @@ -371,12 +361,6 @@ Sorting functions
cpdef dpnp_descriptor dpnp_argsort(dpnp_descriptor array1)
cpdef dpnp_descriptor dpnp_sort(dpnp_descriptor array1)

"""
Searching functions
"""
cpdef dpnp_descriptor dpnp_argmax(dpnp_descriptor array1)
cpdef dpnp_descriptor dpnp_argmin(dpnp_descriptor array1)

"""
Trigonometric functions
"""
Expand Down
1 change: 0 additions & 1 deletion dpnp/dpnp_algo/dpnp_algo.pyx
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Original file line number Diff line number Diff line change
Expand Up @@ -65,7 +65,6 @@ include "dpnp_algo_linearalgebra.pxi"
include "dpnp_algo_logic.pxi"
include "dpnp_algo_manipulation.pxi"
include "dpnp_algo_mathematical.pxi"
include "dpnp_algo_searching.pxi"
include "dpnp_algo_sorting.pxi"
include "dpnp_algo_special.pxi"
include "dpnp_algo_statistics.pxi"
Expand Down
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