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nexedi
cython
Commits
a04c0f4e
Commit
a04c0f4e
authored
Dec 16, 2011
by
Mark
Browse files
Options
Browse Files
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Plain Diff
Merge pull request #76 from markflorisson88/arrayinstruct
Buffer format arrays, strings and alignment on first member
parents
a8d81e52
e52e8771
Changes
8
Show whitespace changes
Inline
Side-by-side
Showing
8 changed files
with
501 additions
and
44 deletions
+501
-44
Cython/Compiler/Buffer.py
Cython/Compiler/Buffer.py
+25
-19
Cython/Compiler/ExprNodes.py
Cython/Compiler/ExprNodes.py
+4
-2
Cython/Compiler/MemoryView.py
Cython/Compiler/MemoryView.py
+3
-1
Cython/Utility/Buffer.c
Cython/Utility/Buffer.c
+184
-18
Cython/Utility/MemoryView.pyx
Cython/Utility/MemoryView.pyx
+14
-4
tests/errors/memview_declarations.pyx
tests/errors/memview_declarations.pyx
+9
-0
tests/run/memslice.pyx
tests/run/memslice.pyx
+145
-0
tests/run/numpy_memoryview.pyx
tests/run/numpy_memoryview.pyx
+117
-0
No files found.
Cython/Compiler/Buffer.py
View file @
a04c0f4e
...
@@ -649,7 +649,6 @@ class GetAndReleaseBufferUtilityCode(object):
...
@@ -649,7 +649,6 @@ class GetAndReleaseBufferUtilityCode(object):
"""
))
"""
))
def
mangle_dtype_name
(
dtype
):
def
mangle_dtype_name
(
dtype
):
# Use prefixes to seperate user defined types from builtins
# Use prefixes to seperate user defined types from builtins
# (consider "typedef float unsigned_int")
# (consider "typedef float unsigned_int")
...
@@ -662,16 +661,20 @@ def mangle_dtype_name(dtype):
...
@@ -662,16 +661,20 @@ def mangle_dtype_name(dtype):
prefix
=
"nn_"
prefix
=
"nn_"
else
:
else
:
prefix
=
""
prefix
=
""
return
prefix
+
dtype
.
declaration_code
(
""
).
replace
(
" "
,
"_"
)
type_decl
=
dtype
.
declaration_code
(
""
)
type_decl
=
type_decl
.
replace
(
" "
,
"_"
)
return
prefix
+
type_decl
.
replace
(
"["
,
"_"
).
replace
(
"]"
,
"_"
)
def
get_type_information_cname
(
code
,
dtype
,
maxdepth
=
None
):
def
get_type_information_cname
(
code
,
dtype
,
maxdepth
=
None
):
# Output the run-time type information (__Pyx_TypeInfo) for given dtype,
"""
# and return the name of the type info struct.
Output the run-time type information (__Pyx_TypeInfo) for given dtype,
#
and return the name of the type info struct.
# Structs with two floats of the same size are encoded as complex numbers.
# One can seperate between complex numbers declared as struct or with native
Structs with two floats of the same size are encoded as complex numbers.
# encoding by inspecting to see if the fields field of the type is
One can seperate between complex numbers declared as struct or with native
# filled in.
encoding by inspecting to see if the fields field of the type is
filled in.
"""
namesuffix
=
mangle_dtype_name
(
dtype
)
namesuffix
=
mangle_dtype_name
(
dtype
)
name
=
"__Pyx_TypeInfo_%s"
%
namesuffix
name
=
"__Pyx_TypeInfo_%s"
%
namesuffix
structinfo_name
=
"__Pyx_StructFields_%s"
%
namesuffix
structinfo_name
=
"__Pyx_StructFields_%s"
%
namesuffix
...
@@ -688,6 +691,12 @@ def get_type_information_cname(code, dtype, maxdepth=None):
...
@@ -688,6 +691,12 @@ def get_type_information_cname(code, dtype, maxdepth=None):
code
.
globalstate
.
utility_codes
.
add
(
name
)
code
.
globalstate
.
utility_codes
.
add
(
name
)
typecode
=
code
.
globalstate
[
'typeinfo'
]
typecode
=
code
.
globalstate
[
'typeinfo'
]
arraysizes
=
[]
if
dtype
.
is_array
:
while
dtype
.
is_array
:
arraysizes
.
append
(
dtype
.
size
)
dtype
=
dtype
.
base_type
complex_possible
=
dtype
.
is_struct_or_union
and
dtype
.
can_be_complex
()
complex_possible
=
dtype
.
is_struct_or_union
and
dtype
.
can_be_complex
()
declcode
=
dtype
.
declaration_code
(
""
)
declcode
=
dtype
.
declaration_code
(
""
)
...
@@ -729,7 +738,6 @@ def get_type_information_cname(code, dtype, maxdepth=None):
...
@@ -729,7 +738,6 @@ def get_type_information_cname(code, dtype, maxdepth=None):
elif
dtype
.
is_pyobject
:
elif
dtype
.
is_pyobject
:
typegroup
=
'O'
typegroup
=
'O'
else
:
else
:
print
dtype
assert
False
assert
False
if
dtype
.
is_int
:
if
dtype
.
is_int
:
...
@@ -737,15 +745,13 @@ def get_type_information_cname(code, dtype, maxdepth=None):
...
@@ -737,15 +745,13 @@ def get_type_information_cname(code, dtype, maxdepth=None):
else
:
else
:
is_unsigned
=
"0"
is_unsigned
=
"0"
typecode
.
putln
((
'static __Pyx_TypeInfo %s = { "%s", %s, sizeof(%s),
\
'
%s
\
'
, %s, %s };'
typeinfo
=
(
'static __Pyx_TypeInfo %s = '
)
%
(
name
,
'{ "%s", %s, sizeof(%s), { %s }, %s,
\
'
%s
\
'
, %s, %s };'
)
rep
,
tup
=
(
name
,
rep
,
structinfo_name
,
declcode
,
structinfo_name
,
', '
.
join
([
str
(
x
)
for
x
in
arraysizes
]),
len
(
arraysizes
),
declcode
,
typegroup
,
is_unsigned
,
flags
)
typegroup
,
typecode
.
putln
(
typeinfo
%
tup
,
safe
=
True
)
is_unsigned
,
flags
,
),
safe
=
True
)
return
name
return
name
def
load_buffer_utility
(
util_code_name
,
context
=
None
,
**
kwargs
):
def
load_buffer_utility
(
util_code_name
,
context
=
None
,
**
kwargs
):
...
...
Cython/Compiler/ExprNodes.py
View file @
a04c0f4e
...
@@ -2548,6 +2548,7 @@ class IndexNode(ExprNode):
...
@@ -2548,6 +2548,7 @@ class IndexNode(ExprNode):
warning
(
index
.
pos
,
"Index should be typed for more "
warning
(
index
.
pos
,
"Index should be typed for more "
"efficient access"
,
level
=
2
)
"efficient access"
,
level
=
2
)
IndexNode
.
warned_untyped_idx
=
True
IndexNode
.
warned_untyped_idx
=
True
self
.
memslice_index
=
True
self
.
memslice_index
=
True
index
=
index
.
coerce_to
(
index_type
,
env
)
index
=
index
.
coerce_to
(
index_type
,
env
)
indices
[
i
]
=
index
indices
[
i
]
=
index
...
@@ -6935,7 +6936,8 @@ class CythonArrayNode(ExprNode):
...
@@ -6935,7 +6936,8 @@ class CythonArrayNode(ExprNode):
"n"
*
len
(
shapes
),
"n"
*
len
(
shapes
),
", "
.
join
(
shapes
)))
", "
.
join
(
shapes
)))
err
=
"!%s || !%s || !PyBytes_Check(%s)"
%
(
format_temp
,
shapes_temp
,
err
=
"!%s || !%s || !PyBytes_AsString(%s)"
%
(
format_temp
,
shapes_temp
,
format_temp
)
format_temp
)
code
.
putln
(
code
.
error_goto_if
(
err
,
self
.
pos
))
code
.
putln
(
code
.
error_goto_if
(
err
,
self
.
pos
))
code
.
put_gotref
(
format_temp
)
code
.
put_gotref
(
format_temp
)
...
...
Cython/Compiler/MemoryView.py
View file @
a04c0f4e
...
@@ -157,7 +157,7 @@ def src_conforms_to_dst(src, dst):
...
@@ -157,7 +157,7 @@ def src_conforms_to_dst(src, dst):
return
True
return
True
def
valid_memslice_dtype
(
dtype
):
def
valid_memslice_dtype
(
dtype
,
i
=
0
):
"""
"""
Return whether type dtype can be used as the base type of a
Return whether type dtype can be used as the base type of a
memoryview slice.
memoryview slice.
...
@@ -178,6 +178,8 @@ def valid_memslice_dtype(dtype):
...
@@ -178,6 +178,8 @@ def valid_memslice_dtype(dtype):
dtype
.
is_error
or
dtype
.
is_error
or
# Pointers are not valid (yet)
# Pointers are not valid (yet)
# (dtype.is_ptr and valid_memslice_dtype(dtype.base_type)) or
# (dtype.is_ptr and valid_memslice_dtype(dtype.base_type)) or
(
dtype
.
is_array
and
i
<
8
and
valid_memslice_dtype
(
dtype
.
base_type
,
i
+
1
))
or
dtype
.
is_numeric
or
dtype
.
is_numeric
or
dtype
.
is_pyobject
or
dtype
.
is_pyobject
or
dtype
.
is_fused
or
# accept this as it will be replaced by specializations later
dtype
.
is_fused
or
# accept this as it will be replaced by specializations later
...
...
Cython/Utility/Buffer.c
View file @
a04c0f4e
...
@@ -48,6 +48,8 @@ typedef struct {
...
@@ -48,6 +48,8 @@ typedef struct {
const
char
*
name
;
/* for error messages only */
const
char
*
name
;
/* for error messages only */
struct
__Pyx_StructField_
*
fields
;
struct
__Pyx_StructField_
*
fields
;
size_t
size
;
/* sizeof(type) */
size_t
size
;
/* sizeof(type) */
size_t
arraysize
[
8
];
/* length of array in each dimension */
int
ndim
;
char
typegroup
;
/* _R_eal, _C_omplex, Signed _I_nt, _U_nsigned int, _S_truct, _P_ointer, _O_bject */
char
typegroup
;
/* _R_eal, _C_omplex, Signed _I_nt, _U_nsigned int, _S_truct, _P_ointer, _O_bject */
char
is_unsigned
;
char
is_unsigned
;
int
flags
;
int
flags
;
...
@@ -69,10 +71,12 @@ typedef struct {
...
@@ -69,10 +71,12 @@ typedef struct {
__Pyx_BufFmt_StackElem
*
head
;
__Pyx_BufFmt_StackElem
*
head
;
size_t
fmt_offset
;
size_t
fmt_offset
;
size_t
new_count
,
enc_count
;
size_t
new_count
,
enc_count
;
size_t
struct_alignment
;
int
is_complex
;
int
is_complex
;
char
enc_type
;
char
enc_type
;
char
new_packmode
;
char
new_packmode
;
char
enc_packmode
;
char
enc_packmode
;
char
is_valid_array
;
}
__Pyx_BufFmt_Context
;
}
__Pyx_BufFmt_Context
;
...
@@ -118,6 +122,8 @@ static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
...
@@ -118,6 +122,8 @@ static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
ctx
->
enc_count
=
0
;
ctx
->
enc_count
=
0
;
ctx
->
enc_type
=
0
;
ctx
->
enc_type
=
0
;
ctx
->
is_complex
=
0
;
ctx
->
is_complex
=
0
;
ctx
->
is_valid_array
=
0
;
ctx
->
struct_alignment
=
0
;
while
(
type
->
typegroup
==
'S'
)
{
while
(
type
->
typegroup
==
'S'
)
{
++
ctx
->
head
;
++
ctx
->
head
;
ctx
->
head
->
field
=
type
->
fields
;
ctx
->
head
->
field
=
type
->
fields
;
...
@@ -142,6 +148,15 @@ static int __Pyx_BufFmt_ParseNumber(const char** ts) {
...
@@ -142,6 +148,15 @@ static int __Pyx_BufFmt_ParseNumber(const char** ts) {
return
count
;
return
count
;
}
}
static
int
__Pyx_BufFmt_ExpectNumber
(
const
char
**
ts
)
{
int
number
=
__Pyx_BufFmt_ParseNumber
(
ts
);
if
(
number
==
-
1
)
/* First char was not a digit */
PyErr_Format
(
PyExc_ValueError
,
\
"Does not understand character buffer dtype format string ('%c')"
,
**
ts
);
return
number
;
}
static
void
__Pyx_BufFmt_RaiseUnexpectedChar
(
char
ch
)
{
static
void
__Pyx_BufFmt_RaiseUnexpectedChar
(
char
ch
)
{
PyErr_Format
(
PyExc_ValueError
,
PyErr_Format
(
PyExc_ValueError
,
"Unexpected format string character: '%c'"
,
ch
);
"Unexpected format string character: '%c'"
,
ch
);
...
@@ -165,6 +180,7 @@ static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
...
@@ -165,6 +180,7 @@ static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
case
'T'
:
return
"a struct"
;
case
'T'
:
return
"a struct"
;
case
'O'
:
return
"Python object"
;
case
'O'
:
return
"Python object"
;
case
'P'
:
return
"a pointer"
;
case
'P'
:
return
"a pointer"
;
case
's'
:
case
'p'
:
return
"a string"
;
case
0
:
return
"end"
;
case
0
:
return
"end"
;
default:
return
"unparseable format string"
;
default:
return
"unparseable format string"
;
}
}
...
@@ -172,7 +188,7 @@ static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
...
@@ -172,7 +188,7 @@ static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
static
size_t
__Pyx_BufFmt_TypeCharToStandardSize
(
char
ch
,
int
is_complex
)
{
static
size_t
__Pyx_BufFmt_TypeCharToStandardSize
(
char
ch
,
int
is_complex
)
{
switch
(
ch
)
{
switch
(
ch
)
{
case
'?'
:
case
'c'
:
case
'b'
:
case
'B'
:
return
1
;
case
'?'
:
case
'c'
:
case
'b'
:
case
'B'
:
case
's'
:
case
'p'
:
return
1
;
case
'h'
:
case
'H'
:
return
2
;
case
'h'
:
case
'H'
:
return
2
;
case
'i'
:
case
'I'
:
case
'l'
:
case
'L'
:
return
4
;
case
'i'
:
case
'I'
:
case
'l'
:
case
'L'
:
return
4
;
case
'q'
:
case
'Q'
:
return
8
;
case
'q'
:
case
'Q'
:
return
8
;
...
@@ -191,7 +207,7 @@ static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
...
@@ -191,7 +207,7 @@ static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
static
size_t
__Pyx_BufFmt_TypeCharToNativeSize
(
char
ch
,
int
is_complex
)
{
static
size_t
__Pyx_BufFmt_TypeCharToNativeSize
(
char
ch
,
int
is_complex
)
{
switch
(
ch
)
{
switch
(
ch
)
{
case
'c'
:
case
'b'
:
case
'B'
:
return
1
;
case
'c'
:
case
'b'
:
case
'B'
:
case
's'
:
case
'p'
:
return
1
;
case
'h'
:
case
'H'
:
return
sizeof
(
short
);
case
'h'
:
case
'H'
:
return
sizeof
(
short
);
case
'i'
:
case
'I'
:
return
sizeof
(
int
);
case
'i'
:
case
'I'
:
return
sizeof
(
int
);
case
'l'
:
case
'L'
:
return
sizeof
(
long
);
case
'l'
:
case
'L'
:
return
sizeof
(
long
);
...
@@ -222,7 +238,7 @@ typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
...
@@ -222,7 +238,7 @@ typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
static
size_t
__Pyx_BufFmt_TypeCharToAlignment
(
char
ch
,
int
is_complex
)
{
static
size_t
__Pyx_BufFmt_TypeCharToAlignment
(
char
ch
,
int
is_complex
)
{
switch
(
ch
)
{
switch
(
ch
)
{
case
'?'
:
case
'c'
:
case
'b'
:
case
'B'
:
return
1
;
case
'?'
:
case
'c'
:
case
'b'
:
case
'B'
:
case
's'
:
case
'p'
:
return
1
;
case
'h'
:
case
'H'
:
return
sizeof
(
__Pyx_st_short
)
-
sizeof
(
short
);
case
'h'
:
case
'H'
:
return
sizeof
(
__Pyx_st_short
)
-
sizeof
(
short
);
case
'i'
:
case
'I'
:
return
sizeof
(
__Pyx_st_int
)
-
sizeof
(
int
);
case
'i'
:
case
'I'
:
return
sizeof
(
__Pyx_st_int
)
-
sizeof
(
int
);
case
'l'
:
case
'L'
:
return
sizeof
(
__Pyx_st_long
)
-
sizeof
(
long
);
case
'l'
:
case
'L'
:
return
sizeof
(
__Pyx_st_long
)
-
sizeof
(
long
);
...
@@ -239,13 +255,53 @@ static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, int is_complex) {
...
@@ -239,13 +255,53 @@ static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, int is_complex) {
}
}
}
}
/* These are for computing the padding at the end of the struct to align
on the first member of the struct. This will probably the same as above,
but we don't have any guarantees.
*/
typedef
struct
{
short
x
;
char
c
;
}
__Pyx_pad_short
;
typedef
struct
{
int
x
;
char
c
;
}
__Pyx_pad_int
;
typedef
struct
{
long
x
;
char
c
;
}
__Pyx_pad_long
;
typedef
struct
{
float
x
;
char
c
;
}
__Pyx_pad_float
;
typedef
struct
{
double
x
;
char
c
;
}
__Pyx_pad_double
;
typedef
struct
{
long
double
x
;
char
c
;
}
__Pyx_pad_longdouble
;
typedef
struct
{
void
*
x
;
char
c
;
}
__Pyx_pad_void_p
;
#ifdef HAVE_LONG_LONG
typedef
struct
{
PY_LONG_LONG
x
;
char
c
;
}
__Pyx_pad_longlong
;
#endif
static
size_t
__Pyx_BufFmt_TypeCharToPadding
(
char
ch
,
int
is_complex
)
{
switch
(
ch
)
{
case
'?'
:
case
'c'
:
case
'b'
:
case
'B'
:
case
's'
:
case
'p'
:
return
1
;
case
'h'
:
case
'H'
:
return
sizeof
(
__Pyx_pad_short
)
-
sizeof
(
short
);
case
'i'
:
case
'I'
:
return
sizeof
(
__Pyx_pad_int
)
-
sizeof
(
int
);
case
'l'
:
case
'L'
:
return
sizeof
(
__Pyx_pad_long
)
-
sizeof
(
long
);
#ifdef HAVE_LONG_LONG
case
'q'
:
case
'Q'
:
return
sizeof
(
__Pyx_pad_longlong
)
-
sizeof
(
PY_LONG_LONG
);
#endif
case
'f'
:
return
sizeof
(
__Pyx_pad_float
)
-
sizeof
(
float
);
case
'd'
:
return
sizeof
(
__Pyx_pad_double
)
-
sizeof
(
double
);
case
'g'
:
return
sizeof
(
__Pyx_pad_longdouble
)
-
sizeof
(
long
double
);
case
'P'
:
case
'O'
:
return
sizeof
(
__Pyx_pad_void_p
)
-
sizeof
(
void
*
);
default:
__Pyx_BufFmt_RaiseUnexpectedChar
(
ch
);
return
0
;
}
}
static
char
__Pyx_BufFmt_TypeCharToGroup
(
char
ch
,
int
is_complex
)
{
static
char
__Pyx_BufFmt_TypeCharToGroup
(
char
ch
,
int
is_complex
)
{
switch
(
ch
)
{
switch
(
ch
)
{
case
'c'
:
case
'b'
:
case
'h'
:
case
'i'
:
case
'l'
:
case
'q'
:
return
'I'
;
case
'c'
:
case
'b'
:
case
'h'
:
case
'i'
:
case
'B'
:
case
'H'
:
case
'I'
:
case
'L'
:
case
'Q'
:
return
'U'
;
case
'l'
:
case
'q'
:
case
's'
:
case
'p'
:
case
'f'
:
case
'd'
:
case
'g'
:
return
(
is_complex
?
'C'
:
'R'
);
return
'I'
;
case
'O'
:
return
'O'
;
case
'B'
:
case
'H'
:
case
'I'
:
case
'L'
:
case
'Q'
:
case
'P'
:
return
'P'
;
return
'U'
;
case
'f'
:
case
'd'
:
case
'g'
:
return
(
is_complex
?
'C'
:
'R'
);
case
'O'
:
return
'O'
;
case
'P'
:
return
'P'
;
default:
{
default:
{
__Pyx_BufFmt_RaiseUnexpectedChar
(
ch
);
__Pyx_BufFmt_RaiseUnexpectedChar
(
ch
);
return
0
;
return
0
;
...
@@ -281,8 +337,40 @@ static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
...
@@ -281,8 +337,40 @@ static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
static
int
__Pyx_BufFmt_ProcessTypeChunk
(
__Pyx_BufFmt_Context
*
ctx
)
{
static
int
__Pyx_BufFmt_ProcessTypeChunk
(
__Pyx_BufFmt_Context
*
ctx
)
{
char
group
;
char
group
;
size_t
size
,
offset
;
size_t
size
,
offset
,
arraysize
=
1
;
/* printf("processing... %s\n", ctx->head->field->type->name); */
if
(
ctx
->
enc_type
==
0
)
return
0
;
if
(
ctx
->
enc_type
==
0
)
return
0
;
/* Validate array size */
if
(
ctx
->
head
->
field
->
type
->
arraysize
[
0
])
{
int
i
,
ndim
=
0
;
/* handle strings ('s' and 'p') */
if
(
ctx
->
enc_type
==
's'
||
ctx
->
enc_type
==
'p'
)
{
ctx
->
is_valid_array
=
ctx
->
head
->
field
->
type
->
ndim
==
1
;
ndim
=
1
;
if
(
ctx
->
enc_count
!=
ctx
->
head
->
field
->
type
->
arraysize
[
0
])
{
PyErr_Format
(
PyExc_ValueError
,
"Expected a dimension of size %zu, got %zu"
,
ctx
->
head
->
field
->
type
->
arraysize
[
0
],
ctx
->
enc_count
);
return
-
1
;
}
}
if
(
!
ctx
->
is_valid_array
)
{
PyErr_Format
(
PyExc_ValueError
,
"Expected %d dimensions, got %d"
,
ctx
->
head
->
field
->
type
->
ndim
,
ndim
);
return
-
1
;
}
for
(
i
=
0
;
i
<
ctx
->
head
->
field
->
type
->
ndim
;
i
++
)
{
arraysize
*=
ctx
->
head
->
field
->
type
->
arraysize
[
i
];
}
ctx
->
is_valid_array
=
0
;
ctx
->
enc_count
=
1
;
}
group
=
__Pyx_BufFmt_TypeCharToGroup
(
ctx
->
enc_type
,
ctx
->
is_complex
);
group
=
__Pyx_BufFmt_TypeCharToGroup
(
ctx
->
enc_type
,
ctx
->
is_complex
);
do
{
do
{
__Pyx_StructField
*
field
=
ctx
->
head
->
field
;
__Pyx_StructField
*
field
=
ctx
->
head
->
field
;
...
@@ -293,12 +381,17 @@ static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
...
@@ -293,12 +381,17 @@ static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
}
else
{
}
else
{
size
=
__Pyx_BufFmt_TypeCharToStandardSize
(
ctx
->
enc_type
,
ctx
->
is_complex
);
size
=
__Pyx_BufFmt_TypeCharToStandardSize
(
ctx
->
enc_type
,
ctx
->
is_complex
);
}
}
if
(
ctx
->
enc_packmode
==
'@'
)
{
if
(
ctx
->
enc_packmode
==
'@'
)
{
size_t
align_at
=
__Pyx_BufFmt_TypeCharToAlignment
(
ctx
->
enc_type
,
ctx
->
is_complex
);
size_t
align_at
=
__Pyx_BufFmt_TypeCharToAlignment
(
ctx
->
enc_type
,
ctx
->
is_complex
);
size_t
align_mod_offset
;
size_t
align_mod_offset
;
if
(
align_at
==
0
)
return
-
1
;
if
(
align_at
==
0
)
return
-
1
;
align_mod_offset
=
ctx
->
fmt_offset
%
align_at
;
align_mod_offset
=
ctx
->
fmt_offset
%
align_at
;
if
(
align_mod_offset
>
0
)
ctx
->
fmt_offset
+=
align_at
-
align_mod_offset
;
if
(
align_mod_offset
>
0
)
ctx
->
fmt_offset
+=
align_at
-
align_mod_offset
;
if
(
ctx
->
struct_alignment
==
0
)
ctx
->
struct_alignment
=
__Pyx_BufFmt_TypeCharToPadding
(
ctx
->
enc_type
,
ctx
->
is_complex
);
}
}
if
(
type
->
size
!=
size
||
type
->
typegroup
!=
group
)
{
if
(
type
->
size
!=
size
||
type
->
typegroup
!=
group
)
{
...
@@ -324,6 +417,8 @@ static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
...
@@ -324,6 +417,8 @@ static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
}
}
ctx
->
fmt_offset
+=
size
;
ctx
->
fmt_offset
+=
size
;
if
(
arraysize
)
ctx
->
fmt_offset
+=
(
arraysize
-
1
)
*
size
;
--
ctx
->
enc_count
;
/* Consume from buffer string */
--
ctx
->
enc_count
;
/* Consume from buffer string */
...
@@ -360,10 +455,67 @@ static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
...
@@ -360,10 +455,67 @@ static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
return
0
;
return
0
;
}
}
/* Parse an array in the format string (e.g. (1,2,3)) */
static
CYTHON_INLINE
PyObject
*
__pyx_buffmt_parse_array
(
__Pyx_BufFmt_Context
*
ctx
,
const
char
**
tsp
)
{
const
char
*
ts
=
*
tsp
;
int
i
=
0
,
number
;
int
ndim
=
ctx
->
head
->
field
->
type
->
ndim
;
;
++
ts
;
if
(
ctx
->
new_count
!=
1
)
{
PyErr_SetString
(
PyExc_ValueError
,
"Cannot handle repeated arrays in format string"
);
return
NULL
;
}
/* Process the previous element */
if
(
__Pyx_BufFmt_ProcessTypeChunk
(
ctx
)
==
-
1
)
return
NULL
;
/* Parse all numbers in the format string */
while
(
*
ts
&&
*
ts
!=
')'
)
{
if
(
isspace
(
*
ts
))
continue
;
number
=
__Pyx_BufFmt_ExpectNumber
(
&
ts
);
if
(
number
==
-
1
)
return
NULL
;
if
(
i
<
ndim
&&
(
size_t
)
number
!=
ctx
->
head
->
field
->
type
->
arraysize
[
i
])
return
PyErr_Format
(
PyExc_ValueError
,
"Expected a dimension of size %zu, got %d"
,
ctx
->
head
->
field
->
type
->
arraysize
[
i
],
number
);
if
(
*
ts
!=
','
&&
*
ts
!=
')'
)
return
PyErr_Format
(
PyExc_ValueError
,
"Expected a comma in format string, got '%c'"
,
*
ts
);
if
(
*
ts
==
','
)
ts
++
;
i
++
;
}
if
(
i
!=
ndim
)
return
PyErr_Format
(
PyExc_ValueError
,
"Expected %d dimension(s), got %d"
,
ctx
->
head
->
field
->
type
->
ndim
,
i
);
if
(
!*
ts
)
{
PyErr_SetString
(
PyExc_ValueError
,
"Unexpected end of format string, expected ')'"
);
return
NULL
;
}
ctx
->
is_valid_array
=
1
;
ctx
->
new_count
=
1
;
*
tsp
=
++
ts
;
return
Py_None
;
}
static
const
char
*
__Pyx_BufFmt_CheckString
(
__Pyx_BufFmt_Context
*
ctx
,
const
char
*
ts
)
{
static
const
char
*
__Pyx_BufFmt_CheckString
(
__Pyx_BufFmt_Context
*
ctx
,
const
char
*
ts
)
{
int
got_Z
=
0
;
int
got_Z
=
0
;
while
(
1
)
{
while
(
1
)
{
switch
(
*
ts
)
{
switch
(
*
ts
)
{
/* puts(ts); */
case
0
:
case
0
:
if
(
ctx
->
enc_type
!=
0
&&
ctx
->
head
==
NULL
)
{
if
(
ctx
->
enc_type
!=
0
&&
ctx
->
head
==
NULL
)
{
__Pyx_BufFmt_RaiseExpected
(
ctx
);
__Pyx_BufFmt_RaiseExpected
(
ctx
);
...
@@ -406,12 +558,17 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
...
@@ -406,12 +558,17 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
{
{
const
char
*
ts_after_sub
;
const
char
*
ts_after_sub
;
size_t
i
,
struct_count
=
ctx
->
new_count
;
size_t
i
,
struct_count
=
ctx
->
new_count
;
size_t
struct_alignment
=
ctx
->
struct_alignment
;
ctx
->
new_count
=
1
;
ctx
->
new_count
=
1
;
++
ts
;
++
ts
;
if
(
*
ts
!=
'{'
)
{
if
(
*
ts
!=
'{'
)
{
PyErr_SetString
(
PyExc_ValueError
,
"Buffer acquisition: Expected '{' after 'T'"
);
PyErr_SetString
(
PyExc_ValueError
,
"Buffer acquisition: Expected '{' after 'T'"
);
return
NULL
;
return
NULL
;
}
}
if
(
__Pyx_BufFmt_ProcessTypeChunk
(
ctx
)
==
-
1
)
return
NULL
;
ctx
->
enc_type
=
0
;
/* Erase processed last struct element */
ctx
->
enc_count
=
0
;
ctx
->
struct_alignment
=
0
;
++
ts
;
++
ts
;
ts_after_sub
=
ts
;
ts_after_sub
=
ts
;
for
(
i
=
0
;
i
!=
struct_count
;
++
i
)
{
for
(
i
=
0
;
i
!=
struct_count
;
++
i
)
{
...
@@ -419,10 +576,20 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
...
@@ -419,10 +576,20 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
if
(
!
ts_after_sub
)
return
NULL
;
if
(
!
ts_after_sub
)
return
NULL
;
}
}
ts
=
ts_after_sub
;
ts
=
ts_after_sub
;
if
(
struct_alignment
)
ctx
->
struct_alignment
=
struct_alignment
;
}
}
break
;
break
;
case
'}'
:
/* end of substruct; either repeat or move on */
case
'}'
:
/* end of substruct; either repeat or move on */
{
size_t
alignment
=
ctx
->
struct_alignment
;
++
ts
;
++
ts
;
if
(
__Pyx_BufFmt_ProcessTypeChunk
(
ctx
)
==
-
1
)
return
NULL
;
ctx
->
enc_type
=
0
;
/* Erase processed last struct element */
if
(
alignment
&&
ctx
->
fmt_offset
%
alignment
)
{
/* Pad struct on size of the first member */
ctx
->
fmt_offset
+=
alignment
-
(
ctx
->
fmt_offset
%
alignment
);
}
}
return
ts
;
return
ts
;
case
'x'
:
case
'x'
:
if
(
__Pyx_BufFmt_ProcessTypeChunk
(
ctx
)
==
-
1
)
return
NULL
;
if
(
__Pyx_BufFmt_ProcessTypeChunk
(
ctx
)
==
-
1
)
return
NULL
;
...
@@ -443,7 +610,7 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
...
@@ -443,7 +610,7 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
case
'c'
:
case
'b'
:
case
'B'
:
case
'h'
:
case
'H'
:
case
'i'
:
case
'I'
:
case
'c'
:
case
'b'
:
case
'B'
:
case
'h'
:
case
'H'
:
case
'i'
:
case
'I'
:
case
'l'
:
case
'L'
:
case
'q'
:
case
'Q'
:
case
'l'
:
case
'L'
:
case
'q'
:
case
'Q'
:
case
'f'
:
case
'd'
:
case
'g'
:
case
'f'
:
case
'd'
:
case
'g'
:
case
'O'
:
case
'O'
:
case
's'
:
case
'p'
:
if
(
ctx
->
enc_type
==
*
ts
&&
got_Z
==
ctx
->
is_complex
&&
if
(
ctx
->
enc_type
==
*
ts
&&
got_Z
==
ctx
->
is_complex
&&
ctx
->
enc_packmode
==
ctx
->
new_packmode
)
{
ctx
->
enc_packmode
==
ctx
->
new_packmode
)
{
/* Continue pooling same type */
/* Continue pooling same type */
...
@@ -465,14 +632,13 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
...
@@ -465,14 +632,13 @@ static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const cha
while
(
*
ts
!=
':'
)
++
ts
;
while
(
*
ts
!=
':'
)
++
ts
;
++
ts
;
++
ts
;
break
;
break
;
case
'('
:
if
(
!
__pyx_buffmt_parse_array
(
ctx
,
&
ts
))
return
NULL
;
break
;
default:
default:
{
{
int
number
=
__Pyx_BufFmt_ParseNumber
(
&
ts
);
int
number
=
__Pyx_BufFmt_ExpectNumber
(
&
ts
);
if
(
number
==
-
1
)
{
/* First char was not a digit */
if
(
number
==
-
1
)
return
NULL
;
PyErr_Format
(
PyExc_ValueError
,
"Does not understand character buffer dtype format string ('%c')"
,
*
ts
);
return
NULL
;
}
ctx
->
new_count
=
(
size_t
)
number
;
ctx
->
new_count
=
(
size_t
)
number
;
}
}
}
}
...
...
Cython/Utility/MemoryView.pyx
View file @
a04c0f4e
...
@@ -394,7 +394,6 @@ cdef class memoryview(object):
...
@@ -394,7 +394,6 @@ cdef class memoryview(object):
info
.
readonly
=
0
info
.
readonly
=
0
info
.
obj
=
self
info
.
obj
=
self
# Some properties that have the same sematics as in NumPy
# Some properties that have the same sematics as in NumPy
property
T
:
property
T
:
@
cname
(
'__pyx_memoryview_transpose'
)
@
cname
(
'__pyx_memoryview_transpose'
)
...
@@ -920,6 +919,8 @@ cdef extern from *:
...
@@ -920,6 +919,8 @@ cdef extern from *:
char
*
name
char
*
name
__Pyx_StructField
*
fields
__Pyx_StructField
*
fields
size_t
size
size_t
size
size_t
arraysize
[
8
]
int
ndim
char
typegroup
char
typegroup
char
is_unsigned
char
is_unsigned
int
flags
int
flags
...
@@ -945,6 +946,11 @@ cdef extern from *:
...
@@ -945,6 +946,11 @@ cdef extern from *:
@
cname
(
'__pyx_format_from_typeinfo'
)
@
cname
(
'__pyx_format_from_typeinfo'
)
cdef
format_from_typeinfo
(
__Pyx_TypeInfo
*
type
):
cdef
format_from_typeinfo
(
__Pyx_TypeInfo
*
type
):
"""
We want to return bytes, but python 3 doesn't allow you to do anything
useful with bytes. So use str and convert back and forth to/from unicode.
Thank you python 3 for making bytes the most useless thing ever!
"""
cdef
__Pyx_StructField
*
field
cdef
__Pyx_StructField
*
field
cdef
__pyx_typeinfo_string
fmt
cdef
__pyx_typeinfo_string
fmt
...
@@ -960,12 +966,16 @@ cdef format_from_typeinfo(__Pyx_TypeInfo *type):
...
@@ -960,12 +966,16 @@ cdef format_from_typeinfo(__Pyx_TypeInfo *type):
field
=
type
.
fields
field
=
type
.
fields
while
field
.
type
:
while
field
.
type
:
parts
.
append
(
format_from_typeinfo
(
field
.
type
))
parts
.
append
(
format_from_typeinfo
(
field
.
type
)
.
decode
(
'ascii'
)
)
field
+=
1
field
+=
1
result
=
alignment
.
join
(
parts
)
+
'}'
result
=
alignment
.
join
(
parts
)
+
'}'
else
:
else
:
fmt
=
__Pyx_TypeInfoToFormat
(
type
)
fmt
=
__Pyx_TypeInfoToFormat
(
type
)
result
=
fmt
.
string
if
type
.
arraysize
[
0
]:
extents
=
[
str
(
type
.
arraysize
[
i
])
for
i
in
range
(
type
.
ndim
)]
result
=
"(%s)%s"
%
(
','
.
join
(
extents
),
fmt
.
string
.
decode
(
'ascii'
))
else
:
result
=
fmt
.
string
.
decode
(
'ascii'
)
return
result
return
result
.
encode
(
'ascii'
)
tests/errors/memview_declarations.pyx
View file @
a04c0f4e
...
@@ -46,6 +46,14 @@ cdef intp[:, :] myarray
...
@@ -46,6 +46,14 @@ cdef intp[:, :] myarray
cdef
int
[:]
a10
=
<
int
[:
10
]
>
object
()
cdef
int
[:]
a10
=
<
int
[:
10
]
>
object
()
cdef
int
[:]
a11
=
<
int
[:
5.4
]
>
<
int
*>
1
cdef
int
[:]
a11
=
<
int
[:
5.4
]
>
<
int
*>
1
cdef
struct
Valid
:
int
array
[
1
][
2
][
3
][
4
][
5
][
6
][
7
][
8
]
cdef
struct
Invalid
:
int
array
[
1
][
2
][
3
][
4
][
5
][
6
][
7
][
8
][
9
]
cdef
Valid
[:]
validslice
cdef
Invalid
[:]
invalidslice
# These are VALID
# These are VALID
cdef
int
[::
view
.
indirect_contiguous
,
::
view
.
contiguous
]
a9
cdef
int
[::
view
.
indirect_contiguous
,
::
view
.
contiguous
]
a9
...
@@ -70,4 +78,5 @@ _ERRORS = u'''
...
@@ -70,4 +78,5 @@ _ERRORS = u'''
44:10: Invalid base type for memoryview slice: intp
44:10: Invalid base type for memoryview slice: intp
46:35: Can only create cython.array from pointer or array
46:35: Can only create cython.array from pointer or array
47:24: Cannot assign type 'double' to 'Py_ssize_t'
47:24: Cannot assign type 'double' to 'Py_ssize_t'
55:13: Invalid base type for memoryview slice: Invalid
'''
'''
tests/run/memslice.pyx
View file @
a04c0f4e
...
@@ -1456,6 +1456,151 @@ def test_memslice_prange(arg):
...
@@ -1456,6 +1456,151 @@ def test_memslice_prange(arg):
for
k
in
range
(
src
.
shape
[
2
]):
for
k
in
range
(
src
.
shape
[
2
]):
assert
src
[
i
,
j
,
k
]
==
dst
[
i
,
j
,
k
],
(
src
[
i
,
j
,
k
]
==
dst
[
i
,
j
,
k
])
assert
src
[
i
,
j
,
k
]
==
dst
[
i
,
j
,
k
],
(
src
[
i
,
j
,
k
]
==
dst
[
i
,
j
,
k
])
# Test arrays in structs
cdef
struct
ArrayStruct
:
int
ints
[
10
]
char
chars
[
3
]
cdef
packed
struct
PackedArrayStruct
:
int
ints
[
10
]
char
chars
[
3
]
cdef
fused
FusedStruct
:
ArrayStruct
PackedArrayStruct
@
testcase
def
test_memslice_struct_with_arrays
():
"""
>>> test_memslice_struct_with_arrays()
abc
abc
"""
cdef
ArrayStruct
a1
[
10
]
cdef
PackedArrayStruct
a2
[
10
]
test_structs_with_arr
(
a1
)
test_structs_with_arr
(
a2
)
cdef
test_structs_with_arr
(
FusedStruct
array
[
10
]):
cdef
FusedStruct
[:]
myslice1
,
myslice2
,
myslice3
,
myslice4
cdef
int
i
,
j
myslice1
=
<
FusedStruct
[:
10
]
>
array
for
i
in
range
(
10
):
for
j
in
range
(
10
):
myslice1
[
i
].
ints
[
j
]
=
i
for
j
in
range
(
3
):
myslice1
[
i
].
chars
[
j
]
=
97
+
j
if
sys
.
version_info
[:
2
]
>=
(
2
,
7
):
if
sys
.
version_info
[
0
]
<
3
:
import
__builtin__
as
builtins
else
:
import
builtins
size1
=
sizeof
(
FusedStruct
)
size2
=
len
(
builtins
.
memoryview
(
myslice1
)[
0
])
assert
size1
==
size2
,
(
size1
,
size2
,
builtins
.
memoryview
(
myslice1
).
format
)
myslice2
=
builtins
.
memoryview
(
myslice1
)
for
i
in
range
(
10
):
assert
myslice2
[
i
].
ints
[
i
]
==
myslice1
[
i
].
ints
[
i
]
assert
myslice2
[
i
].
chars
[
i
]
==
myslice1
[
i
].
chars
[
i
]
myslice3
=
<
object
>
myslice1
myslice4
=
myslice1
for
i
in
range
(
10
):
for
j
in
range
(
10
):
assert
myslice3
[
i
].
ints
[
j
]
==
myslice4
[
i
].
ints
[
j
]
==
myslice1
[
i
].
ints
[
j
]
for
j
in
range
(
3
):
assert
myslice3
[
i
].
chars
[
j
]
==
myslice4
[
i
].
chars
[
j
]
==
myslice1
[
i
].
chars
[
j
]
print
myslice1
[
0
].
chars
[:
3
].
decode
(
'ascii'
)
# Test padding at the end of structs in the buffer support
cdef
struct
PaddedAtEnd
:
int
a
[
3
]
char
b
[
3
]
cdef
struct
AlignedNested
:
PaddedAtEnd
a
char
chars
[
1
]
cdef
struct
PaddedAtEndNormal
:
int
a
char
b
char
c
char
d
cdef
struct
AlignedNestedNormal
:
PaddedAtEndNormal
a
char
chars
# Test nested structs in a struct, make sure we compute padding each time
# accordingly. If the first struct member is a struct, align on the first
# member of that struct (recursively)
cdef
struct
A
:
double
d
char
c
cdef
struct
B
:
char
c1
A
a
char
c2
cdef
struct
C
:
A
a
char
c1
cdef
struct
D
:
B
b
C
cstruct
int
a
[
2
]
char
c
cdef
fused
FusedPadded
:
ArrayStruct
PackedArrayStruct
AlignedNested
AlignedNestedNormal
A
B
C
D
@
testcase
def
test_padded_structs
():
"""
>>> test_padded_structs()
"""
cdef
ArrayStruct
a1
[
10
]
cdef
PackedArrayStruct
a2
[
10
]
cdef
AlignedNested
a3
[
10
]
cdef
AlignedNestedNormal
a4
[
10
]
cdef
A
a5
[
10
]
cdef
B
a6
[
10
]
cdef
C
a7
[
10
]
cdef
D
a8
[
10
]
_test_padded
(
a1
)
_test_padded
(
a2
)
_test_padded
(
a3
)
_test_padded
(
a4
)
_test_padded
(
a5
)
_test_padded
(
a6
)
_test_padded
(
a7
)
# There is a pre-existing bug that doesn't parse the format for this
# struct properly -- fix this
#_test_padded(a8)
cdef
_test_padded
(
FusedPadded
myarray
[
10
]):
# test that the buffer format parser accepts our format string...
cdef
FusedPadded
[:]
myslice
=
<
FusedPadded
[:
10
]
>
myarray
obj
=
myslice
cdef
FusedPadded
[:]
myotherslice
=
obj
@
testcase
@
testcase
def
test_object_indices
():
def
test_object_indices
():
"""
"""
...
...
tests/run/numpy_memoryview.pyx
View file @
a04c0f4e
...
@@ -391,3 +391,120 @@ def acquire_release_cycle(obj):
...
@@ -391,3 +391,120 @@ def acquire_release_cycle(obj):
del
buf
del
buf
gc
.
collect
()
gc
.
collect
()
cdef
packed
struct
StructArray
:
int
a
[
4
]
char
b
[
5
]
@
testcase_numpy_1_5
def
test_memslice_structarray
(
data
,
dtype
):
"""
>>> data = [(range(4), 'spam
\
\
0'), (range(4, 8), 'ham
\
\
0
\
\
0'), (range(8, 12), 'eggs
\
\
0')]
>>> dtype = np.dtype([('a', '4i'), ('b', '5b')])
>>> test_memslice_structarray([(L, map(ord, s)) for L, s in data], dtype)
0
1
2
3
spam
4
5
6
7
ham
8
9
10
11
eggs
Test the same thing with the string format specifier
>>> dtype = np.dtype([('a', '4i'), ('b', 'S5')])
>>> test_memslice_structarray(data, dtype)
0
1
2
3
spam
4
5
6
7
ham
8
9
10
11
eggs
"""
a
=
np
.
empty
((
3
,),
dtype
=
dtype
)
a
[:]
=
data
cdef
StructArray
[:]
myslice
=
a
cdef
int
i
,
j
for
i
in
range
(
3
):
for
j
in
range
(
4
):
print
myslice
[
i
].
a
[
j
]
print
myslice
[
i
].
b
@
testcase_numpy_1_5
def
test_structarray_errors
(
StructArray
[:]
a
):
"""
>>> dtype = np.dtype([('a', '4i'), ('b', '5b')])
>>> test_structarray_errors(np.empty((5,), dtype=dtype))
>>> dtype = np.dtype([('a', '6i'), ('b', '5b')])
>>> test_structarray_errors(np.empty((5,), dtype=dtype))
Traceback (most recent call last):
...
ValueError: Expected a dimension of size 4, got 6
>>> dtype = np.dtype([('a', '(4,4)i'), ('b', '5b')])
>>> test_structarray_errors(np.empty((5,), dtype=dtype))
Traceback (most recent call last):
...
ValueError: Expected 1 dimension(s), got 2
Test the same thing with the string format specifier
>>> dtype = np.dtype([('a', '4i'), ('b', 'S5')])
>>> test_structarray_errors(np.empty((5,), dtype=dtype))
>>> dtype = np.dtype([('a', '6i'), ('b', 'S5')])
>>> test_structarray_errors(np.empty((5,), dtype=dtype))
Traceback (most recent call last):
...
ValueError: Expected a dimension of size 4, got 6
>>> dtype = np.dtype([('a', '(4,4)i'), ('b', 'S5')])
>>> test_structarray_errors(np.empty((5,), dtype=dtype))
Traceback (most recent call last):
...
ValueError: Expected 1 dimension(s), got 2
"""
cdef
struct
StringStruct
:
char
c
[
4
][
4
]
ctypedef
char
String
[
4
][
4
]
def
stringstructtest
(
StringStruct
[:]
view
):
pass
def
stringtest
(
String
[:]
view
):
pass
@
testcase_numpy_1_5
def
test_string_invalid_dims
():
"""
>>> dtype = np.dtype([('a', 'S4')])
>>> data = ['spam', 'eggs']
>>> stringstructtest(np.array(data, dtype=dtype))
Traceback (most recent call last):
...
ValueError: Expected 2 dimensions, got 1
>>> stringtest(np.array(data, dtype='S4'))
Traceback (most recent call last):
...
ValueError: Expected 2 dimensions, got 1
"""
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