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nexedi
cython
Commits
db608ca8
Commit
db608ca8
authored
Sep 17, 2008
by
Dag Sverre Seljebotn
Browse files
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Plain Diff
Buffers: Added C and Fortran contiguous modes
parent
e31b14ad
Changes
4
Show whitespace changes
Inline
Side-by-side
Showing
4 changed files
with
174 additions
and
31 deletions
+174
-31
Cython/Compiler/Buffer.py
Cython/Compiler/Buffer.py
+71
-25
Cython/Includes/numpy.pxd
Cython/Includes/numpy.pxd
+20
-5
tests/run/bufaccess.pyx
tests/run/bufaccess.pyx
+50
-1
tests/run/numpy_test.pyx
tests/run/numpy_test.pyx
+33
-0
No files found.
Cython/Compiler/Buffer.py
View file @
db608ca8
...
@@ -92,7 +92,7 @@ class IntroduceBufferAuxiliaryVars(CythonTransform):
...
@@ -92,7 +92,7 @@ class IntroduceBufferAuxiliaryVars(CythonTransform):
mode
=
entry
.
type
.
mode
mode
=
entry
.
type
.
mode
if
mode
==
'full'
:
if
mode
==
'full'
:
suboffsetvars
=
[
var
(
Naming
.
bufsuboffset_prefix
,
i
,
"-1"
)
for
i
in
range
(
entry
.
type
.
ndim
)]
suboffsetvars
=
[
var
(
Naming
.
bufsuboffset_prefix
,
i
,
"-1"
)
for
i
in
range
(
entry
.
type
.
ndim
)]
el
if
mode
==
'strided'
:
el
se
:
suboffsetvars
=
None
suboffsetvars
=
None
entry
.
buffer_aux
=
Symtab
.
BufferAux
(
bufinfo
,
stridevars
,
shapevars
,
suboffsetvars
)
entry
.
buffer_aux
=
Symtab
.
BufferAux
(
bufinfo
,
stridevars
,
shapevars
,
suboffsetvars
)
...
@@ -121,7 +121,7 @@ ERR_BUF_OPTION_UNKNOWN = '"%s" is not a buffer option'
...
@@ -121,7 +121,7 @@ ERR_BUF_OPTION_UNKNOWN = '"%s" is not a buffer option'
ERR_BUF_TOO_MANY
=
'Too many buffer options'
ERR_BUF_TOO_MANY
=
'Too many buffer options'
ERR_BUF_DUP
=
'"%s" buffer option already supplied'
ERR_BUF_DUP
=
'"%s" buffer option already supplied'
ERR_BUF_MISSING
=
'"%s" missing'
ERR_BUF_MISSING
=
'"%s" missing'
ERR_BUF_MODE
=
'Only allowed buffer modes are
"full" or
"strided" (as a compile-time string)'
ERR_BUF_MODE
=
'Only allowed buffer modes are
: "c", "fortran", "full",
"strided" (as a compile-time string)'
ERR_BUF_NDIM
=
'ndim must be a non-negative integer'
ERR_BUF_NDIM
=
'ndim must be a non-negative integer'
ERR_BUF_DTYPE
=
'dtype must be "object", numeric type or a struct'
ERR_BUF_DTYPE
=
'dtype must be "object", numeric type or a struct'
...
@@ -175,7 +175,7 @@ def analyse_buffer_options(globalpos, env, posargs, dictargs, defaults=None, nee
...
@@ -175,7 +175,7 @@ def analyse_buffer_options(globalpos, env, posargs, dictargs, defaults=None, nee
raise
CompileError
(
globalpos
,
ERR_BUF_NDIM
)
raise
CompileError
(
globalpos
,
ERR_BUF_NDIM
)
mode
=
options
.
get
(
"mode"
)
mode
=
options
.
get
(
"mode"
)
if
mode
and
not
(
mode
in
(
'full'
,
'strided'
)):
if
mode
and
not
(
mode
in
(
'full'
,
'strided'
,
'c'
,
'fortran'
)):
raise
CompileError
(
globalpos
,
ERR_BUF_MODE
)
raise
CompileError
(
globalpos
,
ERR_BUF_MODE
)
return
options
return
options
...
@@ -188,10 +188,15 @@ def analyse_buffer_options(globalpos, env, posargs, dictargs, defaults=None, nee
...
@@ -188,10 +188,15 @@ def analyse_buffer_options(globalpos, env, posargs, dictargs, defaults=None, nee
def
get_flags
(
buffer_aux
,
buffer_type
):
def
get_flags
(
buffer_aux
,
buffer_type
):
flags
=
'PyBUF_FORMAT'
flags
=
'PyBUF_FORMAT'
if
buffer_type
.
mode
==
'full'
:
mode
=
buffer_type
.
mode
if
mode
==
'full'
:
flags
+=
'| PyBUF_INDIRECT'
flags
+=
'| PyBUF_INDIRECT'
elif
buffer_type
.
mode
==
'strided'
:
elif
mode
==
'strided'
:
flags
+=
'| PyBUF_STRIDES'
flags
+=
'| PyBUF_STRIDES'
elif
mode
==
'c'
:
flags
+=
'| PyBUF_C_CONTIGUOUS'
elif
mode
==
'fortran'
:
flags
+=
'| PyBUF_F_CONTIGUOUS'
else
:
else
:
assert
False
assert
False
if
buffer_aux
.
writable_needed
:
flags
+=
"| PyBUF_WRITABLE"
if
buffer_aux
.
writable_needed
:
flags
+=
"| PyBUF_WRITABLE"
...
@@ -367,28 +372,43 @@ def put_buffer_lookup_code(entry, index_signeds, index_cnames, options, pos, cod
...
@@ -367,28 +372,43 @@ def put_buffer_lookup_code(entry, index_signeds, index_cnames, options, pos, cod
code
.
putln
(
"if (%s < 0) %s += %s;"
%
(
cname
,
cname
,
shape
.
cname
))
code
.
putln
(
"if (%s < 0) %s += %s;"
%
(
cname
,
cname
,
shape
.
cname
))
# Create buffer lookup and return it
# Create buffer lookup and return it
# This is done via utility macros/inline functions, which vary
# according to the access mode used.
params
=
[]
params
=
[]
nd
=
entry
.
type
.
ndim
nd
=
entry
.
type
.
ndim
if
entry
.
type
.
mode
==
'full'
:
mode
=
entry
.
type
.
mode
if
mode
==
'full'
:
for
i
,
s
,
o
in
zip
(
index_cnames
,
bufaux
.
stridevars
,
bufaux
.
suboffsetvars
):
for
i
,
s
,
o
in
zip
(
index_cnames
,
bufaux
.
stridevars
,
bufaux
.
suboffsetvars
):
params
.
append
(
i
)
params
.
append
(
i
)
params
.
append
(
s
.
cname
)
params
.
append
(
s
.
cname
)
params
.
append
(
o
.
cname
)
params
.
append
(
o
.
cname
)
funcname
=
"__Pyx_BufPtrFull%dd"
%
nd
funcname
=
"__Pyx_BufPtrFull%dd"
%
nd
funcgen
=
buf_lookup_full_code
funcgen
=
buf_lookup_full_code
else
:
else
:
if
mode
==
'strided'
:
funcname
=
"__Pyx_BufPtrStrided%dd"
%
nd
funcgen
=
buf_lookup_strided_code
elif
mode
==
'c'
:
funcname
=
"__Pyx_BufPtrCContig%dd"
%
nd
funcgen
=
buf_lookup_c_code
elif
mode
==
'fortran'
:
funcname
=
"__Pyx_BufPtrFortranContig%dd"
%
nd
funcgen
=
buf_lookup_fortran_code
else
:
assert
False
for
i
,
s
in
zip
(
index_cnames
,
bufaux
.
stridevars
):
for
i
,
s
in
zip
(
index_cnames
,
bufaux
.
stridevars
):
params
.
append
(
i
)
params
.
append
(
i
)
params
.
append
(
s
.
cname
)
params
.
append
(
s
.
cname
)
funcname
=
"__Pyx_BufPtrStrided%dd"
%
nd
funcgen
=
buf_lookup_strided_code
# Make sure the utility code is available
# Make sure the utility code is available
code
.
globalstate
.
use_generated_code
(
funcgen
,
name
=
funcname
,
nd
=
nd
)
code
.
globalstate
.
use_generated_code
(
funcgen
,
name
=
funcname
,
nd
=
nd
)
ptrcode
=
"%s(%s.buf, %s)"
%
(
funcname
,
bufstruct
,
", "
.
join
(
params
))
ptr_type
=
entry
.
type
.
buffer_ptr_type
return
entry
.
type
.
buffer_ptr_type
.
cast_code
(
ptrcode
)
ptrcode
=
"%s(%s, %s.buf, %s)"
%
(
funcname
,
ptr_type
.
declaration_code
(
""
),
bufstruct
,
", "
.
join
(
params
))
return
ptrcode
def
use_empty_bufstruct_code
(
env
,
max_ndim
):
def
use_empty_bufstruct_code
(
env
,
max_ndim
):
...
@@ -399,33 +419,59 @@ def use_empty_bufstruct_code(env, max_ndim):
...
@@ -399,33 +419,59 @@ def use_empty_bufstruct_code(env, max_ndim):
env
.
use_utility_code
([
code
,
""
],
"empty_bufstruct_code"
)
env
.
use_utility_code
([
code
,
""
],
"empty_bufstruct_code"
)
def
buf_lookup_strided_code
(
proto
,
defin
,
name
,
nd
):
"""
Generates a buffer lookup function for the right number
of dimensions. The function gives back a void* at the right location.
"""
# _i_ndex, _s_tride
args
=
", "
.
join
([
"i%d, s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
)])
offset
=
" + "
.
join
([
"i%d * s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
)])
proto
.
putln
(
"#define %s(buf, %s) ((char*)buf + %s)"
%
(
name
,
args
,
offset
))
def
buf_lookup_full_code
(
proto
,
defin
,
name
,
nd
):
def
buf_lookup_full_code
(
proto
,
defin
,
name
,
nd
):
"""
"""
Generates a buffer lookup function for the right number
Generates a buffer lookup function for the right number
of dimensions. The function gives back a void* at the right location.
of dimensions. The function gives back a void* at the right location.
"""
"""
# _i_ndex, _s_tride, sub_o_ffset
# _i_ndex, _s_tride, sub_o_ffset
args
=
", "
.
join
([
"Py_ssize_t i%d, Py_ssize_t s%d, Py_ssize_t o%d"
%
(
i
,
i
,
i
)
for
i
in
range
(
nd
)])
macroargs
=
", "
.
join
([
"i%d, s%d, o%d"
%
(
i
,
i
,
i
)
for
i
in
range
(
nd
)])
proto
.
putln
(
"static INLINE void* %s(void* buf, %s);"
%
(
name
,
args
))
proto
.
putln
(
"#define %s(type, buf, %s) (type)(%s_imp(buf, %s))"
%
(
name
,
macroargs
,
name
,
macroargs
))
funcargs
=
", "
.
join
([
"Py_ssize_t i%d, Py_ssize_t s%d, Py_ssize_t o%d"
%
(
i
,
i
,
i
)
for
i
in
range
(
nd
)])
proto
.
putln
(
"static INLINE void* %s_imp(void* buf, %s);"
%
(
name
,
funcargs
))
defin
.
putln
(
dedent
(
"""
defin
.
putln
(
dedent
(
"""
static INLINE void* %s(void* buf, %s) {
static INLINE void* %s
_imp
(void* buf, %s) {
char* ptr = (char*)buf;
char* ptr = (char*)buf;
"""
)
%
(
name
,
args
)
+
""
.
join
([
dedent
(
"""
\
"""
)
%
(
name
,
func
args
)
+
""
.
join
([
dedent
(
"""
\
ptr += s%d * i%d;
ptr += s%d * i%d;
if (o%d >= 0) ptr = *((char**)ptr) + o%d;
if (o%d >= 0) ptr = *((char**)ptr) + o%d;
"""
)
%
(
i
,
i
,
i
,
i
)
for
i
in
range
(
nd
)]
"""
)
%
(
i
,
i
,
i
,
i
)
for
i
in
range
(
nd
)]
)
+
"
\
n
return ptr;
\
n
}"
)
)
+
"
\
n
return ptr;
\
n
}"
)
def
buf_lookup_strided_code
(
proto
,
defin
,
name
,
nd
):
"""
Generates a buffer lookup function for the right number
of dimensions. The function gives back a void* at the right location.
"""
# _i_ndex, _s_tride
args
=
", "
.
join
([
"i%d, s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
)])
offset
=
" + "
.
join
([
"i%d * s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
)])
proto
.
putln
(
"#define %s(type, buf, %s) (type)((char*)buf + %s)"
%
(
name
,
args
,
offset
))
def
buf_lookup_c_code
(
proto
,
defin
,
name
,
nd
):
"""
Similar to strided lookup, but can assume that the last dimension
doesn't need a multiplication as long as.
Still we keep the same signature for now.
"""
if
nd
==
1
:
proto
.
putln
(
"#define %s(type, buf, i0, s0) ((type)buf + i0)"
%
name
)
else
:
args
=
", "
.
join
([
"i%d, s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
)])
offset
=
" + "
.
join
([
"i%d * s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
-
1
)])
proto
.
putln
(
"#define %s(type, buf, %s) ((type)((char*)buf + %s) + i%d)"
%
(
name
,
args
,
offset
,
nd
-
1
))
def
buf_lookup_fortran_code
(
proto
,
defin
,
name
,
nd
):
"""
Like C lookup, but the first index is optimized instead.
"""
if
nd
==
1
:
proto
.
putln
(
"#define %s(type, buf, i0, s0) ((type)buf + i0)"
%
name
)
else
:
args
=
", "
.
join
([
"i%d, s%d"
%
(
i
,
i
)
for
i
in
range
(
nd
)])
offset
=
" + "
.
join
([
"i%d * s%d"
%
(
i
,
i
)
for
i
in
range
(
1
,
nd
)])
proto
.
putln
(
"#define %s(type, buf, %s) ((type)((char*)buf + %s) + i%d)"
%
(
name
,
args
,
offset
,
0
))
#
#
# Utils for creating type string checkers
# Utils for creating type string checkers
...
...
Cython/Includes/numpy.pxd
View file @
db608ca8
cimport
python_buffer
as
pybuf
cdef
extern
from
"Python.h"
:
cdef
extern
from
"Python.h"
:
ctypedef
int
Py_intptr_t
ctypedef
int
Py_intptr_t
...
@@ -19,7 +21,11 @@ cdef extern from "numpy/arrayobject.h":
...
@@ -19,7 +21,11 @@ cdef extern from "numpy/arrayobject.h":
NPY_NTYPES
,
NPY_NTYPES
,
NPY_NOTYPE
,
NPY_NOTYPE
,
NPY_CHAR
,
NPY_CHAR
,
NPY_USERDEF
NPY_USERDEF
,
NPY_C_CONTIGUOUS
,
NPY_F_CONTIGUOUS
ctypedef
class
numpy
.
ndarray
[
object
PyArrayObject
]:
ctypedef
class
numpy
.
ndarray
[
object
PyArrayObject
]:
cdef
__cythonbufferdefaults__
=
{
"mode"
:
"strided"
}
cdef
__cythonbufferdefaults__
=
{
"mode"
:
"strided"
}
...
@@ -29,19 +35,27 @@ cdef extern from "numpy/arrayobject.h":
...
@@ -29,19 +35,27 @@ cdef extern from "numpy/arrayobject.h":
int
ndim
"nd"
int
ndim
"nd"
npy_intp
*
shape
"dimensions"
npy_intp
*
shape
"dimensions"
npy_intp
*
strides
npy_intp
*
strides
int
flags
# Note: This syntax (function definition in pxd files) is an
# Note: This syntax (function definition in pxd files) is an
# experimental exception made for __getbuffer__ and __releasebuffer__
# experimental exception made for __getbuffer__ and __releasebuffer__
# -- the details of this may change.
# -- the details of this may change.
def
__getbuffer__
(
ndarray
self
,
Py_buffer
*
info
,
int
flags
):
def
__getbuffer__
(
ndarray
self
,
Py_buffer
*
info
,
int
flags
):
# This implementation of getbuffer is geared towards Cython
# This implementation of getbuffer is geared towards Cython
# requirements, and does not yet fullfill the PEP (specifically,
# requirements, and does not yet fullfill the PEP.
# Cython always requests and we always provide strided access,
# In particular strided access is always provided regardless
# so the flags are not even checked).
# of flags
if
sizeof
(
npy_intp
)
!=
sizeof
(
Py_ssize_t
):
if
sizeof
(
npy_intp
)
!=
sizeof
(
Py_ssize_t
):
raise
RuntimeError
(
"Py_intptr_t and Py_ssize_t differs in size, numpy.pxd does not support this"
)
raise
RuntimeError
(
"Py_intptr_t and Py_ssize_t differs in size, numpy.pxd does not support this"
)
if
((
flags
&
pybuf
.
PyBUF_C_CONTIGUOUS
==
pybuf
.
PyBUF_C_CONTIGUOUS
)
and
not
PyArray_CHKFLAGS
(
self
,
NPY_C_CONTIGUOUS
)):
raise
ValueError
(
"ndarray is not C contiguous"
)
if
((
flags
&
pybuf
.
PyBUF_F_CONTIGUOUS
==
pybuf
.
PyBUF_F_CONTIGUOUS
)
and
not
PyArray_CHKFLAGS
(
self
,
NPY_F_CONTIGUOUS
)):
raise
ValueError
(
"ndarray is not Fortran contiguous"
)
info
.
buf
=
PyArray_DATA
(
self
)
info
.
buf
=
PyArray_DATA
(
self
)
# info.obj = None # this is automatic
# info.obj = None # this is automatic
info
.
ndim
=
PyArray_NDIM
(
self
)
info
.
ndim
=
PyArray_NDIM
(
self
)
...
@@ -82,6 +96,7 @@ cdef extern from "numpy/arrayobject.h":
...
@@ -82,6 +96,7 @@ cdef extern from "numpy/arrayobject.h":
cdef
npy_intp
PyArray_STRIDES
(
ndarray
arr
)
cdef
npy_intp
PyArray_STRIDES
(
ndarray
arr
)
cdef
npy_intp
PyArray_DIMS
(
ndarray
arr
)
cdef
npy_intp
PyArray_DIMS
(
ndarray
arr
)
cdef
Py_ssize_t
PyArray_ITEMSIZE
(
ndarray
arr
)
cdef
Py_ssize_t
PyArray_ITEMSIZE
(
ndarray
arr
)
cdef
int
PyArray_CHKFLAGS
(
ndarray
arr
,
int
flags
)
ctypedef
signed
int
npy_byte
ctypedef
signed
int
npy_byte
ctypedef
signed
int
npy_short
ctypedef
signed
int
npy_short
...
...
tests/run/bufaccess.pyx
View file @
db608ca8
...
@@ -553,6 +553,54 @@ def strided(object[int, ndim=1, mode='strided'] buf):
...
@@ -553,6 +553,54 @@ def strided(object[int, ndim=1, mode='strided'] buf):
"""
"""
return
buf
[
2
]
return
buf
[
2
]
@
testcase
def
c_contig
(
object
[
int
,
ndim
=
1
,
mode
=
'c'
]
buf
):
"""
>>> A = IntMockBuffer(None, range(4))
>>> c_contig(A)
2
>>> [str(x) for x in A.recieved_flags]
['FORMAT', 'ND', 'STRIDES', 'C_CONTIGUOUS']
"""
return
buf
[
2
]
@
testcase
def
c_contig_2d
(
object
[
int
,
ndim
=
2
,
mode
=
'c'
]
buf
):
"""
Multi-dim has seperate implementation
>>> A = IntMockBuffer(None, range(12), shape=(3,4))
>>> c_contig_2d(A)
7
>>> [str(x) for x in A.recieved_flags]
['FORMAT', 'ND', 'STRIDES', 'C_CONTIGUOUS']
"""
return
buf
[
1
,
3
]
@
testcase
def
f_contig
(
object
[
int
,
ndim
=
1
,
mode
=
'fortran'
]
buf
):
"""
>>> A = IntMockBuffer(None, range(4))
>>> f_contig(A)
2
>>> [str(x) for x in A.recieved_flags]
['FORMAT', 'ND', 'STRIDES', 'F_CONTIGUOUS']
"""
return
buf
[
2
]
@
testcase
def
f_contig_2d
(
object
[
int
,
ndim
=
2
,
mode
=
'fortran'
]
buf
):
"""
Must set up strides manually to ensure Fortran ordering.
>>> A = IntMockBuffer(None, range(12), shape=(4,3), strides=(1, 4))
>>> f_contig_2d(A)
7
>>> [str(x) for x in A.recieved_flags]
['FORMAT', 'ND', 'STRIDES', 'F_CONTIGUOUS']
"""
return
buf
[
3
,
1
]
#
#
# Test compiler options for bounds checking. We create an array with a
# Test compiler options for bounds checking. We create an array with a
# safe "boundary" (memory
# safe "boundary" (memory
...
@@ -877,6 +925,8 @@ available_flags = (
...
@@ -877,6 +925,8 @@ available_flags = (
(
'INDIRECT'
,
python_buffer
.
PyBUF_INDIRECT
),
(
'INDIRECT'
,
python_buffer
.
PyBUF_INDIRECT
),
(
'ND'
,
python_buffer
.
PyBUF_ND
),
(
'ND'
,
python_buffer
.
PyBUF_ND
),
(
'STRIDES'
,
python_buffer
.
PyBUF_STRIDES
),
(
'STRIDES'
,
python_buffer
.
PyBUF_STRIDES
),
(
'C_CONTIGUOUS'
,
python_buffer
.
PyBUF_C_CONTIGUOUS
),
(
'F_CONTIGUOUS'
,
python_buffer
.
PyBUF_F_CONTIGUOUS
),
(
'WRITABLE'
,
python_buffer
.
PyBUF_WRITABLE
)
(
'WRITABLE'
,
python_buffer
.
PyBUF_WRITABLE
)
)
)
...
@@ -913,7 +963,6 @@ cdef class MockBuffer:
...
@@ -913,7 +963,6 @@ cdef class MockBuffer:
strides
.
reverse
()
strides
.
reverse
()
strides
=
[
x
*
self
.
itemsize
for
x
in
strides
]
strides
=
[
x
*
self
.
itemsize
for
x
in
strides
]
suboffsets
=
[
-
1
]
*
len
(
shape
)
suboffsets
=
[
-
1
]
*
len
(
shape
)
datashape
=
[
len
(
data
)]
datashape
=
[
len
(
data
)]
p
=
data
p
=
data
while
True
:
while
True
:
...
...
tests/run/numpy_test.pyx
View file @
db608ca8
...
@@ -79,6 +79,30 @@ try:
...
@@ -79,6 +79,30 @@ try:
[[0 0 0 0 0]
[[0 0 0 0 0]
[0 0 0 0 0]]
[0 0 0 0 0]]
Test contiguous access modes:
>>> c_arr = np.array(np.arange(12, dtype='i').reshape(3,4), order='C')
>>> f_arr = np.array(np.arange(12, dtype='i').reshape(3,4), order='F')
>>> test_c_contig(c_arr)
0 1 2 3
4 5 6 7
8 9 10 11
>>> test_f_contig(f_arr)
0 1 2 3
4 5 6 7
8 9 10 11
>>> test_c_contig(f_arr)
Traceback (most recent call last):
...
ValueError: ndarray is not C contiguous
>>> test_f_contig(c_arr)
Traceback (most recent call last):
...
ValueError: ndarray is not Fortran contiguous
>>> test_c_contig(c_arr[::2,::2])
Traceback (most recent call last):
...
ValueError: ndarray is not C contiguous
>>> test_dtype('b', inc1_byte)
>>> test_dtype('b', inc1_byte)
>>> test_dtype('B', inc1_ubyte)
>>> test_dtype('B', inc1_ubyte)
>>> test_dtype('h', inc1_short)
>>> test_dtype('h', inc1_short)
...
@@ -153,6 +177,15 @@ def put_range_long_1d(np.ndarray[long] arr):
...
@@ -153,6 +177,15 @@ def put_range_long_1d(np.ndarray[long] arr):
arr
[
i
]
=
value
arr
[
i
]
=
value
value
+=
1
value
+=
1
def
test_c_contig
(
np
.
ndarray
[
int
,
ndim
=
2
,
mode
=
'c'
]
arr
):
cdef
int
i
,
j
for
i
in
range
(
arr
.
shape
[
0
]):
print
" "
.
join
([
str
(
arr
[
i
,
j
])
for
j
in
range
(
arr
.
shape
[
1
])])
def
test_f_contig
(
np
.
ndarray
[
int
,
ndim
=
2
,
mode
=
'fortran'
]
arr
):
cdef
int
i
,
j
for
i
in
range
(
arr
.
shape
[
0
]):
print
" "
.
join
([
str
(
arr
[
i
,
j
])
for
j
in
range
(
arr
.
shape
[
1
])])
# Exhaustive dtype tests -- increments element [1] by 1 for all dtypes
# Exhaustive dtype tests -- increments element [1] by 1 for all dtypes
def
inc1_byte
(
np
.
ndarray
[
char
]
arr
):
arr
[
1
]
+=
1
def
inc1_byte
(
np
.
ndarray
[
char
]
arr
):
arr
[
1
]
+=
1
...
...
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