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Kirill Smelkov
cython
Commits
b7e14b9a
Commit
b7e14b9a
authored
Aug 19, 2011
by
Mark Florisson
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cimport cython in CyUtility, more tests, nogil slicing
parent
8105941c
Changes
10
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Showing
10 changed files
with
561 additions
and
340 deletions
+561
-340
Cython/Compiler/Code.pxd
Cython/Compiler/Code.pxd
+2
-0
Cython/Compiler/CythonScope.py
Cython/Compiler/CythonScope.py
+10
-5
Cython/Compiler/ExprNodes.py
Cython/Compiler/ExprNodes.py
+14
-14
Cython/Compiler/MemoryView.py
Cython/Compiler/MemoryView.py
+64
-180
Cython/Compiler/UtilityCode.py
Cython/Compiler/UtilityCode.py
+10
-5
Cython/Utility/MemoryView.pyx
Cython/Utility/MemoryView.pyx
+218
-88
Cython/Utility/MemoryView_C.c
Cython/Utility/MemoryView_C.c
+2
-2
tests/run/memoryview.pyx
tests/run/memoryview.pyx
+112
-19
tests/run/memslice.pyx
tests/run/memslice.pyx
+113
-13
tests/run/numpy_memoryview.pyx
tests/run/numpy_memoryview.pyx
+16
-14
No files found.
Cython/Compiler/Code.pxd
View file @
b7e14b9a
...
@@ -13,6 +13,8 @@ cdef class UtilityCode(UtilityCodeBase):
...
@@ -13,6 +13,8 @@ cdef class UtilityCode(UtilityCodeBase):
cdef
public
dict
_cache
cdef
public
dict
_cache
cdef
public
list
specialize_list
cdef
public
list
specialize_list
cdef
public
object
proto_block
cdef
public
object
proto_block
cdef
public
object
name
cdef
public
object
file
cpdef
put_code
(
self
,
output
)
cpdef
put_code
(
self
,
output
)
...
...
Cython/Compiler/CythonScope.py
View file @
b7e14b9a
...
@@ -75,10 +75,13 @@ class CythonScope(ModuleScope):
...
@@ -75,10 +75,13 @@ class CythonScope(ModuleScope):
Creates some entries for testing purposes and entries for
Creates some entries for testing purposes and entries for
cython.array() and for cython.view.*.
cython.array() and for cython.view.*.
"""
"""
cython_testscope_utility_code
.
declare_in_scope
(
self
)
cython_testscope_utility_code
.
declare_in_scope
(
cython_test_extclass_utility_code
.
declare_in_scope
(
self
)
self
,
cython_scope
=
self
)
cython_test_extclass_utility_code
.
declare_in_scope
(
self
,
cython_scope
=
self
)
MemoryView
.
cython_array_utility_code
.
declare_in_scope
(
self
)
MemoryView
.
cython_array_utility_code
.
declare_in_scope
(
self
,
cython_scope
=
self
)
#
#
# The view sub-scope
# The view sub-scope
...
@@ -88,9 +91,11 @@ class CythonScope(ModuleScope):
...
@@ -88,9 +91,11 @@ class CythonScope(ModuleScope):
viewscope
.
is_cython_builtin
=
True
viewscope
.
is_cython_builtin
=
True
viewscope
.
pxd_file_loaded
=
True
viewscope
.
pxd_file_loaded
=
True
cythonview_testscope_utility_code
.
declare_in_scope
(
viewscope
)
cythonview_testscope_utility_code
.
declare_in_scope
(
viewscope
,
cython_scope
=
self
)
view_utility_scope
=
MemoryView
.
view_utility_code
.
declare_in_scope
(
viewscope
)
view_utility_scope
=
MemoryView
.
view_utility_code
.
declare_in_scope
(
viewscope
,
cython_scope
=
self
)
# MemoryView.memview_fromslice_utility_code.from_scope = view_utility_scope
# MemoryView.memview_fromslice_utility_code.from_scope = view_utility_scope
# MemoryView.memview_fromslice_utility_code.declare_in_scope(viewscope)
# MemoryView.memview_fromslice_utility_code.declare_in_scope(viewscope)
...
...
Cython/Compiler/ExprNodes.py
View file @
b7e14b9a
...
@@ -2432,7 +2432,8 @@ class IndexNode(ExprNode):
...
@@ -2432,7 +2432,8 @@ class IndexNode(ExprNode):
import
MemoryView
import
MemoryView
skip_child_analysis
=
True
skip_child_analysis
=
True
indices
=
MemoryView
.
unellipsify
(
indices
,
self
.
base
.
type
.
ndim
)
have_slices
,
indices
=
MemoryView
.
unellipsify
(
indices
,
self
.
base
.
type
.
ndim
)
self
.
memslice_index
=
len
(
indices
)
==
self
.
base
.
type
.
ndim
self
.
memslice_index
=
len
(
indices
)
==
self
.
base
.
type
.
ndim
axes
=
[]
axes
=
[]
...
@@ -2462,24 +2463,19 @@ class IndexNode(ExprNode):
...
@@ -2462,24 +2463,19 @@ class IndexNode(ExprNode):
value
=
getattr
(
index
,
attr
)
value
=
getattr
(
index
,
attr
)
if
not
value
.
is_none
:
if
not
value
.
is_none
:
value
=
value
.
coerce_to
(
index_type
,
env
)
value
=
value
.
coerce_to
(
index_type
,
env
)
value
=
value
.
coerce_to_temp
(
env
)
#
value = value.coerce_to_temp(env)
setattr
(
index
,
attr
,
value
)
setattr
(
index
,
attr
,
value
)
new_indices
.
append
(
value
)
new_indices
.
append
(
value
)
elif
index
.
type
.
is_int
:
elif
index
.
type
.
is_int
:
self
.
memslice_index
=
True
self
.
memslice_index
=
True
index
=
index
.
coerce_to
(
index_type
,
env
).
coerce_to_temp
(
index
=
index
.
coerce_to
(
index_type
,
env
)
\
index_type
)
#.coerce_to_temp(
# index_type)
indices
[
i
]
=
index
indices
[
i
]
=
index
new_indices
.
append
(
index
)
new_indices
.
append
(
index
)
if
access
in
(
'ptr'
,
'generic'
)
and
i
!=
0
:
if
access
in
(
'ptr'
,
'generic'
)
and
i
!=
0
and
have_slices
:
# If this dimension is to disappear, then how do we
# indicate that we need to dereference in this dimension
# if the previous dimension is already indirect, or if
# the previous dimension was direct but also indexed?
# Basically only a[i, j, k, :] can work, as you can
# set the base pointer to start in the fourth dimension
self
.
type
=
error_type
self
.
type
=
error_type
return
error
(
index
.
pos
,
return
error
(
index
.
pos
,
"Indexing of non-leading indirect or generic "
"Indexing of non-leading indirect or generic "
...
@@ -2494,6 +2490,8 @@ class IndexNode(ExprNode):
...
@@ -2494,6 +2490,8 @@ class IndexNode(ExprNode):
self
.
original_indices
=
indices
self
.
original_indices
=
indices
self
.
indices
=
new_indices
self
.
indices
=
new_indices
self
.
env
=
env
elif
self
.
base
.
type
.
is_buffer
:
elif
self
.
base
.
type
.
is_buffer
:
# Buffer indexing
# Buffer indexing
if
len
(
indices
)
==
self
.
base
.
type
.
ndim
:
if
len
(
indices
)
==
self
.
base
.
type
.
ndim
:
...
@@ -2893,7 +2891,8 @@ class IndexNode(ExprNode):
...
@@ -2893,7 +2891,8 @@ class IndexNode(ExprNode):
self
.
original_indices
,
self
.
original_indices
,
self
.
base
.
type
,
self
.
base
.
type
,
self
.
type
,
self
.
type
,
self
.
result
())
self
.
result
(),
have_gil
=
not
self
.
env
.
nogil
)
def
put_nonecheck
(
self
,
code
):
def
put_nonecheck
(
self
,
code
):
code
.
globalstate
.
use_utility_code
(
raise_noneindex_error_utility_code
)
code
.
globalstate
.
use_utility_code
(
raise_noneindex_error_utility_code
)
...
@@ -4092,8 +4091,9 @@ class AttributeNode(ExprNode):
...
@@ -4092,8 +4091,9 @@ class AttributeNode(ExprNode):
def
nogil_check
(
self
,
env
):
def
nogil_check
(
self
,
env
):
if
self
.
is_py_attr
:
if
self
.
is_py_attr
:
self
.
gil_error
()
self
.
gil_error
()
import
MemoryView
elif
self
.
type
.
is_memoryviewslice
:
MemoryView
.
err_if_nogil_initialized_check
(
self
.
pos
,
env
,
'attribute'
)
import
MemoryView
MemoryView
.
err_if_nogil_initialized_check
(
self
.
pos
,
env
,
'attribute'
)
gil_message
=
"Accessing Python attribute"
gil_message
=
"Accessing Python attribute"
...
...
Cython/Compiler/MemoryView.py
View file @
b7e14b9a
...
@@ -228,189 +228,72 @@ class MemoryViewSliceBufferEntry(Buffer.BufferEntry):
...
@@ -228,189 +228,72 @@ class MemoryViewSliceBufferEntry(Buffer.BufferEntry):
return
bufp
return
bufp
def
generate_buffer_slice_code
(
self
,
code
,
indices
,
type
,
dst_type
,
dst
):
def
generate_buffer_slice_code
(
self
,
code
,
indices
,
type
,
dst_type
,
dst
,
have_gil
):
"""
slicefunc
=
"__pyx_memoryview_slice_memviewslice"
Generate code for a new memoryview slice.
new_ndim
=
0
cname
=
self
.
cname
indices An index in the indices list is either a SliceNode where
start/stop and step are converted to temps of type Py_ssize_t, or a
suboffset_dim
=
code
.
funcstate
.
allocate_temp
(
PyrexTypes
.
c_int_type
,
temp integer index of type Py_ssize_t.
False
)
type is the type that is sliced
index_code
=
(
"%(slicefunc)s(&%(cname)s, &%(dst)s, %(have_gil)d, "
dst_type is the resulting type
"%(dim)d, %(new_ndim)d, &%(suboffset_dim)s, "
dst is the result memoryview slice temp
"%(idx)s, 0, 0, 0, 0, 0, 0)"
)
For every dimension we do the following:
slice_code
=
(
"%(slicefunc)s(&%(cname)s, &%(dst)s, %(have_gil)d, "
"/* dim */ %(dim)d, "
ensure 0 <= start < n and 0 <= stop <= n
"/* new_ndim */ %(new_ndim)d, "
"/* suboffset_dim */ &%(suboffset_dim)s, "
if every dimension is direct:
"/* start */ %(start)s, "
keep track of possible offsets, set data * to
"/* stop */ %(stop)s, "
mslice[0, 0, 0, ...] after the loop
"/* step */ %(step)s, "
else:
"/* have_start */ %(have_start)d, "
keep a variable 'dim' that
"/* have_stop */ %(have_stop)d, "
if < 0
"/* have_step */ %(have_step)d, "
indicates the data *
"/* is_slice */ 1)"
)
else
indicates suboffsets[dim]
def
generate_slice_call
(
expr
):
pos
=
index
.
pos
now set shape, strides and suboffsets according to start/stop/step
if
have_gil
:
add the slice or indexing offset to data * or to suboffsets[dim]
code
.
putln
(
code
.
error_goto_if
(
expr
,
pos
))
update the dim variable if necessary
"""
axes
=
[]
temps
=
[]
dtype
=
PyrexTypes
.
c_py_ssize_t_type
def
put_bounds_code
(
r
,
start
):
"ensure that start 0 <= r < n"
code
.
putln
(
"if (%s < 0) {"
%
r
)
code
.
putln
(
"%s += %s;"
%
(
r
,
shape
))
code
.
putln
(
"if (%s < 0) %s = 0;"
%
(
r
,
r
))
if
start
:
code
.
putln
(
"} else if (%s >= %s) %s = %s - 1;"
%
(
r
,
shape
,
r
,
shape
))
else
:
else
:
code
.
putln
(
"} else if (%s > %s) %s = %s;"
%
(
r
,
shape
,
r
,
shape
))
code
.
putln
(
"{"
)
code
.
putln
(
"const char *__pyx_t_result = %s;"
%
expr
)
def
update_dim
():
"if we are indirect, update our dim index"
if
access
in
(
'ptr'
,
'generic'
):
if
access
==
'generic'
:
code
.
put
(
"if (%s >= 0)"
%
suboffset
)
code
.
putln
(
"%s = %d;"
%
(
offset_dim
,
dst_dim
))
all_direct
=
True
for
access
,
packing
in
type
.
axes
:
all_direct
=
all_direct
and
access
==
'direct'
if
not
all_direct
:
break
if
not
all_direct
:
offset_dim
=
code
.
funcstate
.
allocate_temp
(
PyrexTypes
.
c_int_type
,
False
)
code
.
putln
(
"%s = -1;"
%
(
offset_dim
,))
code
.
putln
(
"%s.data = %s.data;"
%
(
dst
,
self
.
cname
))
dst_dim
=
0
for
dim
,
index
in
enumerate
(
indices
):
goto_err
=
code
.
error_goto
(
index
.
pos
)
shape
=
"%s.shape[%d]"
%
(
self
.
cname
,
dim
)
stride
=
"%s.strides[%d]"
%
(
self
.
cname
,
dim
)
suboffset
=
"%s.suboffsets[%d]"
%
(
self
.
cname
,
dim
)
dst_shape
=
"%s.shape[%d]"
%
(
dst
,
dst_dim
)
dst_stride
=
"%s.strides[%d]"
%
(
dst
,
dst_dim
)
dst_suboffset
=
"%s.suboffsets[%d]"
%
(
dst
,
dst_dim
)
access
,
packing
=
type
.
axes
[
dim
]
if
isinstance
(
index
,
ExprNodes
.
SliceNode
):
code
.
putln
(
"if (unlikely(__pyx_t_result)) {"
)
# slice or part of ellipsis
code
.
put_ensure_gil
()
code
.
putln
(
"PyErr_Format(PyExc_IndexError, "
"__pyx_t_result, %d)"
%
dim
)
code
.
put_release_ensured_gil
()
code
.
putln
(
code
.
goto_error
(
pos
))
code
.
putln
(
"}"
)
start
=
stop
=
step
=
None
dst_dim
+=
1
# First fix the bounds
if
not
index
.
start
.
is_none
:
start
=
index
.
start
.
result
()
put_bounds_code
(
start
,
start
=
True
)
if
not
index
.
stop
.
is_none
:
stop
=
index
.
stop
.
result
()
put_bounds_code
(
stop
,
start
=
False
)
# Compute the new strides
if
not
index
.
step
.
is_none
:
step
=
index
.
step
.
result
()
code
.
putln
(
"%s = %s * %s;"
%
(
dst_stride
,
stride
,
step
))
else
:
code
.
putln
(
"%s = %s;"
%
(
dst_stride
,
stride
))
# Take care of suboffsets
code
.
putln
(
"%s = %s;"
%
(
dst_suboffset
,
suboffset
))
# If start or stop is not specified, then we need to set
# them according to step
if
not
start
or
not
stop
:
if
step
:
code
.
putln
(
"if (%s > 0) {"
%
step
)
if
not
start
:
start
=
code
.
funcstate
.
allocate_temp
(
dtype
,
False
)
temps
.
append
(
start
)
code
.
putln
(
"%s = 0;"
%
start
)
if
not
stop
:
stop
=
code
.
funcstate
.
allocate_temp
(
dtype
,
False
)
temps
.
append
(
stop
)
code
.
putln
(
"%s = %s;"
%
(
stop
,
shape
))
code
.
putln
(
"} else {"
)
if
start
:
code
.
putln
(
"%s = %s - 1;"
%
(
start
,
shape
))
if
stop
:
code
.
putln
(
"%s = -1;"
%
stop
)
code
.
putln
(
"}"
)
else
:
if
not
start
:
start
=
"0"
if
not
stop
:
stop
=
shape
d
=
dict
(
locals
(),
step
=
step
or
"1"
)
# Take care of shape
code
.
putln
(
"%(dst_shape)s = (%(stop)s - %(start)s) / %(step)s;"
%
d
)
code
.
putln
(
"if (%(dst_shape)s && (%(stop)s - %(start)s) %% %(step)s) %(dst_shape)s++;"
%
d
)
code
.
putln
(
"if (%(dst_shape)s < 0) %(dst_shape)s = 0;"
%
d
)
# Take care of slicing offsets
if
start
!=
"0"
:
if
all_direct
:
axes
.
append
([
dim
,
start
,
access
,
packing
])
else
:
offset
=
"%s * %s"
%
(
start
,
stride
)
d
=
dict
(
dim
=
offset_dim
,
dst
=
dst
,
offset
=
offset
)
code
.
putln
(
"if (%(dim)s < 0) %(dst)s.data += %(offset)s;"
%
d
)
code
.
putln
(
"else %(dst)s.suboffsets[%(dim)s] += %(offset)s;"
%
d
)
else
:
# integer index (or object converted to integer index)
# Note: this dimension disappears
assert
access
==
'direct'
r
=
index
.
result
()
# Bounds checking with error
code
.
globalstate
.
use_utility_code
(
Buffer
.
raise_indexerror_code
)
out_of_bounds
=
"%s < 0 || %s >= %s"
%
(
r
,
r
,
shape
)
code
.
putln
(
"if (%s) {"
%
code
.
unlikely
(
out_of_bounds
))
code
.
putln
(
'__Pyx_RaiseBufferIndexError(%d);'
%
dim
)
code
.
putln
(
code
.
error_goto
(
index
.
pos
))
code
.
putln
(
"}"
)
code
.
putln
(
"}"
)
if
all_direct
:
code
.
putln
(
"%s = -1;"
%
suboffset_dim
)
axes
.
append
([
dim
,
index
.
result
(),
access
,
packing
])
code
.
putln
(
"%(dst)s.data = %(cname)s.data;"
%
locals
())
else
:
code
.
putln
(
"%(dst)s.memview = %(cname)s.memview;"
%
locals
())
add_slice_offset
(
r
)
# Take care of data * for direct access in all dimensions
for
dim
,
index
in
enumerate
(
indices
):
if
all_direct
:
if
not
isinstance
(
index
,
ExprNodes
.
SliceNode
):
bufp
=
self
.
_generate_buffer_lookup_code
(
code
,
axes
,
idx
=
index
.
result
()
cast_result
=
False
)
generate_slice_call
(
index_code
%
locals
())
code
.
putln
(
"%s.data = %s;"
%
(
dst
,
bufp
))
else
:
d
=
{}
for
s
in
"start stop step"
.
split
():
idx
=
getattr
(
index
,
s
)
have_idx
=
d
[
'have_'
+
s
]
=
not
idx
.
is_none
if
have_idx
:
d
[
s
]
=
idx
.
result
()
else
:
d
[
s
]
=
"0"
# Finally take care of memview
d
.
update
(
locals
())
code
.
putln
(
"%s.memview = %s.memview;"
%
(
dst
,
self
.
cname
))
generate_slice_call
(
slice_code
%
d
)
new_ndim
+=
1
for
temp
in
temps
:
code
.
funcstate
.
release_temp
(
suboffset_dim
)
code
.
funcstate
.
release_temp
(
temp
)
def
empty_slice
(
pos
):
def
empty_slice
(
pos
):
none
=
ExprNodes
.
NoneNode
(
pos
)
none
=
ExprNodes
.
NoneNode
(
pos
)
...
@@ -420,10 +303,13 @@ def empty_slice(pos):
...
@@ -420,10 +303,13 @@ def empty_slice(pos):
def
unellipsify
(
indices
,
ndim
):
def
unellipsify
(
indices
,
ndim
):
result
=
[]
result
=
[]
seen_ellipsis
=
False
seen_ellipsis
=
False
have_slices
=
False
for
index
in
indices
:
for
index
in
indices
:
if
isinstance
(
index
,
ExprNodes
.
EllipsisNode
):
if
isinstance
(
index
,
ExprNodes
.
EllipsisNode
):
have_slices
=
True
full_slice
=
empty_slice
(
index
.
pos
)
full_slice
=
empty_slice
(
index
.
pos
)
if
seen_ellipsis
:
if
seen_ellipsis
:
result
.
append
(
full_slice
)
result
.
append
(
full_slice
)
else
:
else
:
...
@@ -431,13 +317,15 @@ def unellipsify(indices, ndim):
...
@@ -431,13 +317,15 @@ def unellipsify(indices, ndim):
result
.
extend
([
full_slice
]
*
nslices
)
result
.
extend
([
full_slice
]
*
nslices
)
seen_ellipsis
=
True
seen_ellipsis
=
True
else
:
else
:
have_slices
=
have_slices
or
isinstance
(
index
,
ExprNodes
.
SliceNode
)
result
.
append
(
index
)
result
.
append
(
index
)
if
len
(
result
)
<
ndim
:
if
len
(
result
)
<
ndim
:
have_slices
=
True
nslices
=
ndim
-
len
(
result
)
nslices
=
ndim
-
len
(
result
)
result
.
extend
([
empty_slice
(
indices
[
-
1
].
pos
)]
*
nslices
)
result
.
extend
([
empty_slice
(
indices
[
-
1
].
pos
)]
*
nslices
)
return
result
return
have_slices
,
result
def
get_memoryview_flag
(
access
,
packing
):
def
get_memoryview_flag
(
access
,
packing
):
if
access
==
'full'
and
packing
in
(
'strided'
,
'follow'
):
if
access
==
'full'
and
packing
in
(
'strided'
,
'follow'
):
...
@@ -885,10 +773,6 @@ view_constant_to_access_packing = {
...
@@ -885,10 +773,6 @@ view_constant_to_access_packing = {
'indirect_contiguous'
:
(
'ptr'
,
'contig'
),
'indirect_contiguous'
:
(
'ptr'
,
'contig'
),
}
}
def
get_access_packing
(
view_scope_constant
):
if
view_scope_constant
.
name
==
'generic'
:
return
'full'
,
def
validate_axes_specs
(
positions
,
specs
):
def
validate_axes_specs
(
positions
,
specs
):
packing_specs
=
(
'contig'
,
'strided'
,
'follow'
)
packing_specs
=
(
'contig'
,
'strided'
,
'follow'
)
...
...
Cython/Compiler/UtilityCode.py
View file @
b7e14b9a
...
@@ -9,6 +9,7 @@ class NonManglingModuleScope(Symtab.ModuleScope):
...
@@ -9,6 +9,7 @@ class NonManglingModuleScope(Symtab.ModuleScope):
def
__init__
(
self
,
prefix
,
*
args
,
**
kw
):
def
__init__
(
self
,
prefix
,
*
args
,
**
kw
):
self
.
prefix
=
prefix
self
.
prefix
=
prefix
self
.
cython_scope
=
None
Symtab
.
ModuleScope
.
__init__
(
self
,
*
args
,
**
kw
)
Symtab
.
ModuleScope
.
__init__
(
self
,
*
args
,
**
kw
)
def
add_imported_entry
(
self
,
name
,
entry
,
pos
):
def
add_imported_entry
(
self
,
name
,
entry
,
pos
):
...
@@ -31,9 +32,12 @@ class CythonUtilityCodeContext(StringParseContext):
...
@@ -31,9 +32,12 @@ class CythonUtilityCodeContext(StringParseContext):
def
find_module
(
self
,
module_name
,
relative_to
=
None
,
pos
=
None
,
def
find_module
(
self
,
module_name
,
relative_to
=
None
,
pos
=
None
,
need_pxd
=
1
):
need_pxd
=
1
):
if
module_name
!=
self
.
module_name
:
if
module_name
!=
self
.
module_name
:
raise
AssertionError
(
"Not yet supporting any cimports/includes "
if
module_name
not
in
self
.
modules
:
"from string code snippets"
)
raise
AssertionError
(
"Only the cython cimport is supported."
)
else
:
return
self
.
modules
[
module_name
]
if
self
.
scope
is
None
:
if
self
.
scope
is
None
:
self
.
scope
=
NonManglingModuleScope
(
self
.
prefix
,
self
.
scope
=
NonManglingModuleScope
(
self
.
prefix
,
...
@@ -78,7 +82,7 @@ class CythonUtilityCode(Code.UtilityCodeBase):
...
@@ -78,7 +82,7 @@ class CythonUtilityCode(Code.UtilityCodeBase):
self
.
requires
=
requires
or
[]
self
.
requires
=
requires
or
[]
self
.
from_scope
=
from_scope
self
.
from_scope
=
from_scope
def
get_tree
(
self
,
entries_only
=
False
):
def
get_tree
(
self
,
entries_only
=
False
,
cython_scope
=
None
):
from
AnalysedTreeTransforms
import
AutoTestDictTransform
from
AnalysedTreeTransforms
import
AutoTestDictTransform
# The AutoTestDictTransform creates the statement "__test__ = {}",
# The AutoTestDictTransform creates the statement "__test__ = {}",
# which when copied into the main ModuleNode overwrites
# which when copied into the main ModuleNode overwrites
...
@@ -88,6 +92,7 @@ class CythonUtilityCode(Code.UtilityCodeBase):
...
@@ -88,6 +92,7 @@ class CythonUtilityCode(Code.UtilityCodeBase):
import
Pipeline
,
ParseTreeTransforms
import
Pipeline
,
ParseTreeTransforms
context
=
CythonUtilityCodeContext
(
self
.
name
)
context
=
CythonUtilityCodeContext
(
self
.
name
)
context
.
prefix
=
self
.
prefix
context
.
prefix
=
self
.
prefix
context
.
cython_scope
=
cython_scope
#context = StringParseContext(self.name)
#context = StringParseContext(self.name)
tree
=
parse_from_strings
(
self
.
name
,
self
.
impl
,
context
=
context
,
tree
=
parse_from_strings
(
self
.
name
,
self
.
impl
,
context
=
context
,
allow_struct_enum_decorator
=
True
)
allow_struct_enum_decorator
=
True
)
...
@@ -125,13 +130,13 @@ class CythonUtilityCode(Code.UtilityCodeBase):
...
@@ -125,13 +130,13 @@ class CythonUtilityCode(Code.UtilityCodeBase):
def
put_code
(
self
,
output
):
def
put_code
(
self
,
output
):
pass
pass
def
declare_in_scope
(
self
,
dest_scope
,
used
=
False
):
def
declare_in_scope
(
self
,
dest_scope
,
used
=
False
,
cython_scope
=
None
):
"""
"""
Declare all entries from the utility code in dest_scope. Code will only
Declare all entries from the utility code in dest_scope. Code will only
be included for used entries. If module_name is given, declare the
be included for used entries. If module_name is given, declare the
type entries with that name.
type entries with that name.
"""
"""
tree
=
self
.
get_tree
(
entries_only
=
True
)
tree
=
self
.
get_tree
(
entries_only
=
True
,
cython_scope
=
cython_scope
)
entries
=
tree
.
scope
.
entries
entries
=
tree
.
scope
.
entries
entries
.
pop
(
'__name__'
)
entries
.
pop
(
'__name__'
)
...
...
Cython/Utility/MemoryView.pyx
View file @
b7e14b9a
...
@@ -165,6 +165,8 @@ cdef array array_cwrapper(tuple shape, Py_ssize_t itemsize, char *format, char *
...
@@ -165,6 +165,8 @@ cdef array array_cwrapper(tuple shape, Py_ssize_t itemsize, char *format, char *
########## View.MemoryView ##########
########## View.MemoryView ##########
import
cython
# from cpython cimport ...
# from cpython cimport ...
cdef
extern
from
"Python.h"
:
cdef
extern
from
"Python.h"
:
int
PyIndex_Check
(
object
)
int
PyIndex_Check
(
object
)
...
@@ -245,7 +247,6 @@ cdef class memoryview(object):
...
@@ -245,7 +247,6 @@ cdef class memoryview(object):
cdef
char
*
itemp
=
<
char
*>
self
.
view
.
buf
cdef
char
*
itemp
=
<
char
*>
self
.
view
.
buf
for
dim
,
idx
in
enumerate
(
index
):
for
dim
,
idx
in
enumerate
(
index
):
_check_index
(
idx
)
itemp
=
pybuffer_index
(
&
self
.
view
,
itemp
,
idx
,
dim
)
itemp
=
pybuffer_index
(
&
self
.
view
,
itemp
,
idx
,
dim
)
return
itemp
return
itemp
...
@@ -255,13 +256,13 @@ cdef class memoryview(object):
...
@@ -255,13 +256,13 @@ cdef class memoryview(object):
if
index
is
Ellipsis
:
if
index
is
Ellipsis
:
return
self
return
self
have_slices
,
ind
ex
=
_unellipsify
(
index
,
self
.
view
.
ndim
)
have_slices
,
ind
ices
=
_unellipsify
(
index
,
self
.
view
.
ndim
)
cdef
char
*
itemp
cdef
char
*
itemp
if
have_slices
:
if
have_slices
:
return
pybuffer_slice
(
self
,
index
)
return
memview_slice
(
self
,
indices
)
else
:
else
:
itemp
=
self
.
get_item_pointer
(
ind
ex
)
itemp
=
self
.
get_item_pointer
(
ind
ices
)
return
self
.
convert_item_to_object
(
itemp
)
return
self
.
convert_item_to_object
(
itemp
)
@
cname
(
'__pyx_memoryview_setitem'
)
@
cname
(
'__pyx_memoryview_setitem'
)
...
@@ -355,12 +356,11 @@ cdef class memoryview(object):
...
@@ -355,12 +356,11 @@ cdef class memoryview(object):
cdef
memoryview_cwrapper
(
object
o
,
int
flags
):
cdef
memoryview_cwrapper
(
object
o
,
int
flags
):
return
memoryview
(
o
,
flags
)
return
memoryview
(
o
,
flags
)
cdef
_check_index
(
index
):
if
not
PyIndex_Check
(
index
):
raise
TypeError
(
"Cannot index with %s"
%
type
(
index
))
cdef
tuple
_unellipsify
(
object
index
,
int
ndim
):
cdef
tuple
_unellipsify
(
object
index
,
int
ndim
):
"""
Replace all ellipses with full slices and fill incomplete indices with
full slices.
"""
if
not
isinstance
(
index
,
tuple
):
if
not
isinstance
(
index
,
tuple
):
tup
=
(
index
,)
tup
=
(
index
,)
else
:
else
:
...
@@ -373,11 +373,14 @@ cdef tuple _unellipsify(object index, int ndim):
...
@@ -373,11 +373,14 @@ cdef tuple _unellipsify(object index, int ndim):
if
item
is
Ellipsis
:
if
item
is
Ellipsis
:
if
not
seen_ellipsis
:
if
not
seen_ellipsis
:
result
.
extend
([
slice
(
None
)]
*
(
ndim
-
len
(
tup
)
+
1
))
result
.
extend
([
slice
(
None
)]
*
(
ndim
-
len
(
tup
)
+
1
))
result
.
extend
(
tup
[
idx
+
1
:])
seen_ellipsis
=
True
else
:
else
:
result
.
append
(
slice
(
None
))
result
.
append
(
slice
(
None
))
have_slices
=
True
have_slices
=
True
else
:
else
:
if
not
isinstance
(
item
,
slice
)
and
not
PyIndex_Check
(
item
):
raise
TypeError
(
"Cannot index with type '%s'"
%
type
(
item
))
have_slices
=
have_slices
or
isinstance
(
item
,
slice
)
have_slices
=
have_slices
or
isinstance
(
item
,
slice
)
result
.
append
(
item
)
result
.
append
(
item
)
...
@@ -385,102 +388,212 @@ cdef tuple _unellipsify(object index, int ndim):
...
@@ -385,102 +388,212 @@ cdef tuple _unellipsify(object index, int ndim):
if
nslices
:
if
nslices
:
result
.
extend
([
slice
(
None
)]
*
nslices
)
result
.
extend
([
slice
(
None
)]
*
nslices
)
for
idx
in
tup
:
return
have_slices
or
nslices
,
tuple
(
result
)
if
isinstance
(
idx
,
slice
):
return
True
,
tup
return
False
,
tup
#
### Slicing a memoryview
#
@
cname
(
'__pyx_pybuffer_slice'
)
@
cname
(
'__pyx_memview_slice'
)
cdef
memoryview
pybuffer_slice
(
memoryview
memview
,
object
indices
):
cdef
memoryview
memview_slice
(
memoryview
memview
,
object
indices
):
cdef
Py_ssize_t
idx
,
dim
,
new_dim
=
0
,
suboffset_dim
=
-
1
cdef
int
new_ndim
=
0
,
suboffset_dim
=
-
1
,
dim
cdef
Py_ssize_t
shape
,
stride
cdef
bint
negative_step
cdef
bint
negative_step
cdef
int
new_ndim
=
0
cdef
{{
memviewslice_name
}}
dst
,
src
cdef
{{
memviewslice_name
}}
dst
cdef
{{
memviewslice_name
}}
*
p_src
for
dim
,
index
in
enumerate
(
indices
):
cdef
_memoryviewslice
memviewsliceobj
shape
=
memview
.
view
.
shape
[
dim
]
stride
=
memview
.
view
.
strides
[
dim
]
assert
memview
.
view
.
ndim
>
0
if
isinstance
(
memview
,
_memoryviewslice
):
memviewsliceobj
=
memview
p_src
=
&
memviewsliceobj
.
from_slice
else
:
create_slice
(
memview
,
&
src
)
p_src
=
&
src
# Note: don't use variable src at this point
# SubNote: we should be able to declare variables in blocks...
# memoryview_fromslice() will inc our dst slice
dst
.
memview
=
p_src
.
memview
dst
.
data
=
p_src
.
data
for
dim
,
index
in
enumerate
(
indices
):
if
PyIndex_Check
(
index
):
if
PyIndex_Check
(
index
):
idx
=
index
slice_memviewslice
(
p_src
,
&
dst
,
True
,
dim
,
new_ndim
,
&
suboffset_dim
,
if
idx
<
0
:
index
,
0
,
0
,
0
,
0
,
0
,
False
)
idx
+=
shape
if
not
0
<=
idx
<
shape
:
raise
IndexError
(
"Index out of bounds (axis %d)"
%
dim
)
else
:
else
:
# index is a slice
slice_memviewslice
(
p_src
,
&
dst
,
True
,
dim
,
new_ndim
,
&
suboffset_dim
,
index
.
start
or
0
,
index
.
stop
or
0
,
index
.
step
or
0
,
index
.
start
is
not
None
,
index
.
stop
is
not
None
,
index
.
step
is
not
None
,
True
)
new_ndim
+=
1
new_ndim
+=
1
start
,
stop
,
step
=
index
.
start
,
index
.
stop
,
index
.
step
if
isinstance
(
memview
,
_memoryviewslice
):
negative_step
=
step
and
step
<
0
return
memoryview_fromslice
(
&
dst
,
new_ndim
,
memviewsliceobj
.
to_object_func
,
memviewsliceobj
.
to_dtype_func
)
else
:
return
memoryview_fromslice
(
&
dst
,
new_ndim
,
NULL
,
NULL
)
# set some defaults
#
if
not
start
:
### Slicing in a single dimension of a memoryviewslice
if
negative_step
:
#
start
=
shape
-
1
else
:
start
=
0
if
not
stop
:
cdef
extern
from
"stdlib.h"
:
if
negative_step
:
void
abort
()
nogil
stop
=
-
1
else
:
cdef
extern
from
"stdio.h"
:
stop
=
shape
ctypedef
struct
FILE
FILE
*
stderr
int
fputs
(
char
*
s
,
FILE
*
stream
)
cdef
extern
from
"pystate.h"
:
void
PyThreadState_Get
()
nogil
# These are not actually nogil, but we check for the GIL before calling them
void
PyErr_SetString
(
PyObject
*
type
,
char
*
msg
)
nogil
PyObject
*
PyErr_Format
(
PyObject
*
exc
,
char
*
msg
,
...)
nogil
cdef
:
char
*
ERR_OOB
=
"Index out of bounds (axis %d)"
char
*
ERR_STEP
=
"Step must not be zero (axis %d)"
char
*
ERR_INDIRECT_GIL
=
(
"Cannot make indirect dimension %d disappear "
"through indexing, consider slicing with %d:%d"
)
char
*
ERR_INDIRECT_NOGIL
=
(
"Cannot make indirect dimension %d disappear "
"through indexing"
)
PyObject
*
exc
=
<
PyObject
*>
IndexError
@
cname
(
'__pyx_memoryview_slice_memviewslice'
)
cdef
char
*
slice_memviewslice
({{
memviewslice_name
}}
*
src
,
{{
memviewslice_name
}}
*
dst
,
bint
have_gil
,
int
dim
,
int
new_ndim
,
int
*
suboffset_dim
,
Py_ssize_t
start
,
Py_ssize_t
stop
,
Py_ssize_t
step
,
int
have_start
,
int
have_stop
,
int
have_step
,
bint
is_slice
)
nogil
except
*
:
"""
Create a new slice dst given slice src.
have_gil - if true, the GIL must be held and exceptions may be raised
dim - the current src dimension (indexing will make dimensions
disappear)
new_dim - the new dst dimension
suboffset_dim - pointer to a single int initialized to -1 to keep track of
where slicing offsets should be added
"""
# check our bounds
cdef
:
Py_ssize_t
shape
,
stride
,
suboffset
Py_ssize_t
new_shape
bint
negative_step
if
have_gil
:
# Assert the GIL
PyThreadState_Get
()
shape
=
src
.
shape
[
dim
]
stride
=
src
.
strides
[
dim
]
suboffset
=
src
.
suboffsets
[
dim
]
if
not
is_slice
:
# index is a normal integer-like index
if
start
<
0
:
start
+=
shape
if
not
0
<=
start
<
shape
:
if
have_gil
:
PyErr_Format
(
exc
,
ERR_OOB
,
dim
)
return
ERR_OOB
else
:
# index is a slice
negative_step
=
have_step
!=
0
and
step
<
0
if
have_step
and
step
==
0
:
if
have_gil
:
# ValueError might be more appropriate, but this will make it consistent
# with nogil slicing
PyErr_SetString
(
exc
,
ERR_STEP
)
return
ERR_STEP
# check our bounds and set defaults
if
have_start
:
if
start
<
0
:
if
start
<
0
:
start
+=
shape
start
+=
shape
if
start
<
0
:
if
start
<
0
:
start
=
0
start
=
0
elif
start
>=
shape
:
elif
start
>=
shape
:
if
negative_step
:
start
=
shape
-
1
else
:
start
=
shape
else
:
if
negative_step
:
start
=
shape
-
1
start
=
shape
-
1
else
:
start
=
0
if
have_stop
:
if
stop
<
0
:
if
stop
<
0
:
stop
+=
shape
stop
+=
shape
if
stop
<
0
:
if
stop
<
0
:
stop
=
0
stop
=
0
elif
stop
>
shape
:
elif
stop
>
shape
:
stop
=
shape
stop
=
shape
else
:
if
negative_step
:
stop
=
-
1
else
:
stop
=
shape
step
=
step
or
1
if
not
have_step
:
step
=
1
# shape/strides/suboffsets
# len = ceil( (stop - start) / step )
dst
.
strides
[
new_dim
]
=
stride
*
step
with
cython
.
cdivision
(
True
):
dst
.
shape
[
new_dim
]
=
(
stop
-
start
)
/
step
new_shape
=
(
stop
-
start
)
//
step
if
(
stop
-
start
)
%
step
:
dst
.
shape
[
new_dim
]
+=
1
dst
.
suboffsets
[
new_dim
]
=
memview
.
view
.
suboffsets
[
dim
]
# set this for the slicing offset
if
(
stop
-
start
)
%
step
:
if
negative_step
:
new_shape
+=
1
idx
=
stop
else
:
idx
=
start
# Add the slicing or idexing offsets to the right suboffset or base data *
if
new_shape
<
0
:
if
suboffset_dim
<
0
:
new_shape
=
0
dst
.
data
+=
idx
*
stride
else
:
dst
.
suboffsets
[
suboffset_dim
]
+=
idx
*
stride
if
memview
.
view
.
suboffsets
[
dim
]:
# shape/strides/suboffsets
if
PyIndex_Check
(
index
):
dst
.
strides
[
new_ndim
]
=
stride
*
step
raise
IndexError
(
dst
.
shape
[
new_ndim
]
=
new_shape
"Cannot make indirect dimension %d disappear through "
dst
.
suboffsets
[
new_ndim
]
=
suboffset
"indexing, consider slicing with %d:%d"
%
(
dim
,
idx
,
idx
+
1
))
suboffset_dim
=
new_dim
cdef
_memoryviewslice
memviewsliceobj
# Add the slicing or idexing offsets to the right suboffset or base data *
if
isinstance
(
memview
,
_memoryviewslice
):
if
suboffset_dim
[
0
]
<
0
:
memviewsliceobj
=
memview
dst
.
data
+=
start
*
stride
return
memoryview_fromslice
(
&
dst
,
new_dim
,
memviewsliceobj
.
to_object_func
,
memviewsliceobj
.
to_dtype_func
)
else
:
else
:
return
memoryview_fromslice
(
&
dst
,
new_dim
,
NULL
,
NULL
)
dst
.
suboffsets
[
suboffset_dim
[
0
]]
+=
start
*
stride
if
suboffset
>=
0
:
if
not
is_slice
:
if
have_gil
:
PyErr_Format
(
exc
,
ERR_INDIRECT_GIL
,
dim
,
start
,
start
+
1
)
return
ERR_INDIRECT_NOGIL
else
:
suboffset_dim
[
0
]
=
new_ndim
return
NULL
#
### Index a memoryview
#
@
cname
(
'__pyx_pybuffer_index'
)
@
cname
(
'__pyx_pybuffer_index'
)
cdef
char
*
pybuffer_index
(
Py_buffer
*
view
,
char
*
bufp
,
Py_ssize_t
index
,
cdef
char
*
pybuffer_index
(
Py_buffer
*
view
,
char
*
bufp
,
Py_ssize_t
index
,
int
dim
)
except
NULL
:
int
dim
)
except
NULL
:
...
@@ -511,13 +624,16 @@ cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,
...
@@ -511,13 +624,16 @@ cdef char *pybuffer_index(Py_buffer *view, char *bufp, Py_ssize_t index,
return
resultp
return
resultp
#
### Creating new memoryview objects from slices and memoryviews
#
@
cname
(
'__pyx_memoryviewslice'
)
@
cname
(
'__pyx_memoryviewslice'
)
cdef
class
_memoryviewslice
(
memoryview
):
cdef
class
_memoryviewslice
(
memoryview
):
"Internal class for passing memory
view slices to Python"
"Internal class for passing memoryview slices to Python"
# We need this to keep our shape/strides/suboffset pointers valid
# We need this to keep our shape/strides/suboffset pointers valid
cdef
{{
memviewslice_name
}}
from_slice
cdef
{{
memviewslice_name
}}
from_slice
# We need this only to print it's class
es
name
# We need this only to print it's class
'
name
cdef
object
from_object
cdef
object
from_object
cdef
object
(
*
to_object_func
)(
char
*
)
cdef
object
(
*
to_object_func
)(
char
*
)
...
@@ -550,9 +666,12 @@ cdef memoryview_fromslice({{memviewslice_name}} *memviewslice,
...
@@ -550,9 +666,12 @@ cdef memoryview_fromslice({{memviewslice_name}} *memviewslice,
object
(
*
to_object_func
)(
char
*
),
object
(
*
to_object_func
)(
char
*
),
int
(
*
to_dtype_func
)(
char
*
,
object
)
except
0
):
int
(
*
to_dtype_func
)(
char
*
,
object
)
except
0
):
cdef
_memoryviewslice
result
cdef
int
i
assert
0
<
ndim
<=
memviewslice
.
memview
.
view
.
ndim
,
(
ndim
,
memviewslice
.
memview
.
view
.
ndim
)
assert
0
<
ndim
<=
memviewslice
.
memview
.
view
.
ndim
,
(
ndim
,
memviewslice
.
memview
.
view
.
ndim
)
cdef
_memoryviewslice
result
=
_memoryviewslice
(
None
,
0
)
result
=
_memoryviewslice
(
None
,
0
)
result
.
from_slice
=
memviewslice
[
0
]
result
.
from_slice
=
memviewslice
[
0
]
__PYX_INC_MEMVIEW
(
memviewslice
,
1
)
__PYX_INC_MEMVIEW
(
memviewslice
,
1
)
...
@@ -560,30 +679,41 @@ cdef memoryview_fromslice({{memviewslice_name}} *memviewslice,
...
@@ -560,30 +679,41 @@ cdef memoryview_fromslice({{memviewslice_name}} *memviewslice,
result
.
from_object
=
<
object
>
memviewslice
.
memview
.
obj
result
.
from_object
=
<
object
>
memviewslice
.
memview
.
obj
result
.
view
=
memviewslice
.
memview
.
view
result
.
view
=
memviewslice
.
memview
.
view
result
.
view
.
shape
=
<
Py_ssize_t
*>
&
result
.
from_slice
.
shape
result
.
view
.
buf
=
<
void
*>
memviewslice
.
data
result
.
view
.
strides
=
<
Py_ssize_t
*>
result
.
from_slice
.
strides
result
.
view
.
suboffsets
=
<
Py_ssize_t
*>
&
result
.
from_slice
.
suboffsets
result
.
view
.
ndim
=
ndim
result
.
view
.
ndim
=
ndim
result
.
view
.
shape
=
<
Py_ssize_t
*>
result
.
from_slice
.
shape
result
.
view
.
strides
=
<
Py_ssize_t
*>
result
.
from_slice
.
strides
result
.
view
.
suboffsets
=
<
Py_ssize_t
*>
result
.
from_slice
.
suboffsets
result
.
view
.
len
=
result
.
view
.
itemsize
for
i
in
range
(
ndim
):
result
.
view
.
len
*=
result
.
view
.
shape
[
i
]
result
.
to_object_func
=
to_object_func
result
.
to_object_func
=
to_object_func
result
.
to_dtype_func
=
to_dtype_func
result
.
to_dtype_func
=
to_dtype_func
return
result
return
result
@
cname
(
'__pyx_memoryview_create_slice'
)
cdef
void
create_slice
(
memoryview
memview
,
{{
memviewslice_name
}}
*
dst
):
cdef
int
dim
dst
.
memview
=
<
__pyx_memoryview
*>
memview
dst
.
data
=
<
char
*>
memview
.
view
.
buf
for
dim
in
range
(
memview
.
view
.
ndim
):
dst
.
shape
[
dim
]
=
memview
.
view
.
shape
[
dim
]
dst
.
strides
[
dim
]
=
memview
.
view
.
strides
[
dim
]
dst
.
suboffsets
[
dim
]
=
memview
.
view
.
suboffsets
[
dim
]
@
cname
(
'__pyx_memoryview_copy'
)
cdef
memoryview_copy
(
memoryview
memview
):
cdef
memoryview_copy
(
memoryview
memview
):
cdef
{{
memviewslice_name
}}
memviewslice
cdef
{{
memviewslice_name
}}
memviewslice
cdef
int
dim
cdef
object
(
*
to_object_func
)(
char
*
)
cdef
object
(
*
to_object_func
)(
char
*
)
cdef
int
(
*
to_dtype_func
)(
char
*
,
object
)
except
0
cdef
int
(
*
to_dtype_func
)(
char
*
,
object
)
except
0
memviewslice
.
memview
=
<
__pyx_memoryview
*>
memview
create_slice
(
memview
,
&
memviewslice
)
memviewslice
.
data
=
<
char
*>
memview
.
view
.
buf
# Copy all of these as from_slice will
for
dim
in
range
(
memview
.
view
.
ndim
):
memviewslice
.
shape
[
dim
]
=
memview
.
view
.
shape
[
dim
]
memviewslice
.
strides
[
dim
]
=
memview
.
view
.
strides
[
dim
]
memviewslice
.
suboffsets
[
dim
]
=
memview
.
view
.
suboffsets
[
dim
]
if
isinstance
(
memview
,
_memoryviewslice
):
if
isinstance
(
memview
,
_memoryviewslice
):
to_object_func
=
(
<
_memoryviewslice
>
memview
).
to_object_func
to_object_func
=
(
<
_memoryviewslice
>
memview
).
to_object_func
...
...
Cython/Utility/MemoryView_C.c
View file @
b7e14b9a
...
@@ -284,7 +284,7 @@ static CYTHON_INLINE void __Pyx_INC_MEMVIEW({{memviewslice_name}} *memslice,
...
@@ -284,7 +284,7 @@ static CYTHON_INLINE void __Pyx_INC_MEMVIEW({{memviewslice_name}} *memslice,
if
(
!
memview
)
if
(
!
memview
)
return
;
/* allow uninitialized memoryview assignment */
return
;
/* allow uninitialized memoryview assignment */
if
(
memview
->
acquisition_count
<
=
0
)
if
(
memview
->
acquisition_count
<
0
)
__pyx_fatalerror
(
"Acquisition count is %d (line %d)"
,
__pyx_fatalerror
(
"Acquisition count is %d (line %d)"
,
memview
->
acquisition_count
,
lineno
);
memview
->
acquisition_count
,
lineno
);
...
@@ -463,4 +463,4 @@ int {{set_function}}(const char *itemp, PyObject *obj) {
...
@@ -463,4 +463,4 @@ int {{set_function}}(const char *itemp, PyObject *obj) {
Py_DECREF
(
*
(
PyObject
**
)
itemp
);
Py_DECREF
(
*
(
PyObject
**
)
itemp
);
*
(
PyObject
**
)
itemp
=
obj
;
*
(
PyObject
**
)
itemp
=
obj
;
return
1
;
return
1
;
}
}
\ No newline at end of file
tests/run/memoryview.pyx
View file @
b7e14b9a
...
@@ -588,40 +588,122 @@ def assign_temporary_to_object(object[:] mslice):
...
@@ -588,40 +588,122 @@ def assign_temporary_to_object(object[:] mslice):
buf
=
mslice
buf
=
mslice
buf
[
1
]
=
{
3
-
2
:
2
+
(
2
*
4
)
-
2
}
buf
[
1
]
=
{
3
-
2
:
2
+
(
2
*
4
)
-
2
}
def
test_slicing
(
arg
):
def
print_int_offsets
(
*
args
):
for
item
in
args
:
print
item
/
sizeof
(
int
),
print
def
test_generic_slicing
(
arg
):
"""
"""
Test simple slicing
Test simple slicing
>>> test_slicing(IntMockBuffer("A", range(8 * 14 * 11), shape=(8, 14, 11)))
>>> test_
generic_
slicing(IntMockBuffer("A", range(8 * 14 * 11), shape=(8, 14, 11)))
acquired A
acquired A
3 9 2
(3, 9, 2)
1232 -44 4
308 -11 1
-1 -1 -1
-1 -1 -1
released A
released A
Test direct slicing, negative slice oob in dim 2
Test direct slicing, negative slice oob in dim 2
>>> test_slicing(IntMockBuffer("A", range(1 * 2 * 3), shape=(1, 2, 3)))
>>> test_
generic_
slicing(IntMockBuffer("A", range(1 * 2 * 3), shape=(1, 2, 3)))
acquired A
acquired A
0 0 2
(0, 0, 2)
48 -12 4
12 -3 1
-1 -1 -1
-1 -1 -1
released A
released A
Test indirect slicing
Test indirect slicing
>>> L = [[range(k * 12 + j * 4, k * 12 + j * 4 + 4) for j in xrange(3)] for k in xrange(5)]
>>> L = [[range(k * 12 + j * 4, k * 12 + j * 4 + 4) for j in xrange(3)] for k in xrange(5)]
>>> test_slicing(IntMockBuffer("A", L, shape=(5, 3, 4)))
>>> test_
generic_
slicing(IntMockBuffer("A", L, shape=(5, 3, 4)))
acquired A
acquired A
2 0 2
(2, 0, 2)
8 -4 4
0 1 -1
0 0 -1
released A
released A
>>> stride1 = 21 * 14
>>> stride2 = 21
>>> L = [[range(k * stride1 + j * stride2, k * stride1 + j * stride2 + 21) for j in xrange(14)] for k in xrange(9)]
>>> test_generic_slicing(IntMockBuffer("A", L, shape=(9, 14, 21)))
acquired A
(3, 9, 2)
20 1 -1
released A
"""
"""
cdef
int
[::
view
.
generic
,
::
view
.
generic
,
:]
_a
=
arg
cdef
int
[::
view
.
generic
,
::
view
.
generic
,
:]
_a
=
arg
a
=
_a
a
=
_a
b
=
a
[
2
:
8
:
2
,
-
4
:
1
:
-
1
,
1
:
3
]
b
=
a
[
2
:
8
:
2
,
-
4
:
1
:
-
1
,
1
:
3
]
print
b
.
shape
[
0
],
b
.
shape
[
1
],
b
.
shape
[
2
]
print
b
.
shape
print
b
.
strides
[
0
],
b
.
strides
[
1
],
b
.
strides
[
2
]
if
b
.
suboffsets
[
0
]
<
0
:
print
b
.
suboffsets
[
0
],
b
.
suboffsets
[
1
],
b
.
suboffsets
[
2
]
print_int_offsets
(
*
b
.
strides
)
print_int_offsets
(
*
b
.
suboffsets
)
cdef
int
i
,
j
,
k
for
i
in
range
(
b
.
shape
[
0
]):
for
j
in
range
(
b
.
shape
[
1
]):
for
k
in
range
(
b
.
shape
[
2
]):
itemA
=
a
[
2
+
2
*
i
,
-
4
-
j
,
1
+
k
]
itemB
=
b
[
i
,
j
,
k
]
assert
itemA
==
itemB
,
(
i
,
j
,
k
,
itemA
,
itemB
)
def
test_indirect_slicing
(
arg
):
"""
Test indirect slicing
>>> L = [[range(k * 12 + j * 4, k * 12 + j * 4 + 4) for j in xrange(3)] for k in xrange(5)]
>>> test_indirect_slicing(IntMockBuffer("A", L, shape=(5, 3, 4)))
acquired A
(5, 3, 2)
0 0 -1
58
released A
>>> stride1 = 21 * 14
>>> stride2 = 21
>>> L = [[range(k * stride1 + j * stride2, k * stride1 + j * stride2 + 21) for j in xrange(14)] for k in xrange(9)]
>>> test_indirect_slicing(IntMockBuffer("A", L, shape=(9, 14, 21)))
acquired A
(5, 14, 3)
0 16 -1
2412
released A
"""
cdef
int
[::
view
.
indirect
,
::
view
.
indirect
,
:]
_a
=
arg
a
=
_a
b
=
a
[
-
5
:,
...,
-
5
:
100
:
2
]
print
b
.
shape
print_int_offsets
(
*
b
.
suboffsets
)
print
b
[
4
,
2
,
1
]
def
test_direct_slicing
(
arg
):
"""
Fused types would be convenient to test this stuff!
Test simple slicing
>>> test_direct_slicing(IntMockBuffer("A", range(8 * 14 * 11), shape=(8, 14, 11)))
acquired A
(3, 9, 2)
308 -11 1
-1 -1 -1
released A
Test direct slicing, negative slice oob in dim 2
>>> test_direct_slicing(IntMockBuffer("A", range(1 * 2 * 3), shape=(1, 2, 3)))
acquired A
(0, 0, 2)
12 -3 1
-1 -1 -1
released A
"""
cdef
int
[:,
:,
:]
_a
=
arg
a
=
_a
b
=
a
[
2
:
8
:
2
,
-
4
:
1
:
-
1
,
1
:
3
]
print
b
.
shape
print_int_offsets
(
*
b
.
strides
)
print_int_offsets
(
*
b
.
suboffsets
)
cdef
int
i
,
j
,
k
cdef
int
i
,
j
,
k
for
i
in
range
(
b
.
shape
[
0
]):
for
i
in
range
(
b
.
shape
[
0
]):
...
@@ -631,13 +713,14 @@ def test_slicing(arg):
...
@@ -631,13 +713,14 @@ def test_slicing(arg):
itemB
=
b
[
i
,
j
,
k
]
itemB
=
b
[
i
,
j
,
k
]
assert
itemA
==
itemB
,
(
i
,
j
,
k
,
itemA
,
itemB
)
assert
itemA
==
itemB
,
(
i
,
j
,
k
,
itemA
,
itemB
)
def
test_slicing_and_indexing
(
arg
):
def
test_slicing_and_indexing
(
arg
):
"""
"""
>>> a = IntStridedMockBuffer("A", range(10 * 3 * 5), shape=(10, 3, 5))
>>> a = IntStridedMockBuffer("A", range(10 * 3 * 5), shape=(10, 3, 5))
>>> test_slicing_and_indexing(a)
>>> test_slicing_and_indexing(a)
acquired A
acquired A
5 2
(5, 2)
60 8
15 2
126 113
126 113
[111]
[111]
released A
released A
...
@@ -648,8 +731,8 @@ def test_slicing_and_indexing(arg):
...
@@ -648,8 +731,8 @@ def test_slicing_and_indexing(arg):
c
=
b
[
4
:
1
:
-
1
,
::
-
1
]
c
=
b
[
4
:
1
:
-
1
,
::
-
1
]
d
=
c
[
2
,
1
:
2
]
d
=
c
[
2
,
1
:
2
]
print
b
.
shape
[
0
],
b
.
shape
[
1
]
print
b
.
shape
print
b
.
strides
[
0
],
b
.
strides
[
1
]
print
_int_offsets
(
*
b
.
strides
)
cdef
int
i
,
j
cdef
int
i
,
j
for
i
in
range
(
b
.
shape
[
0
]):
for
i
in
range
(
b
.
shape
[
0
]):
...
@@ -659,4 +742,14 @@ def test_slicing_and_indexing(arg):
...
@@ -659,4 +742,14 @@ def test_slicing_and_indexing(arg):
assert
itemA
==
itemB
,
(
i
,
j
,
itemA
,
itemB
)
assert
itemA
==
itemB
,
(
i
,
j
,
itemA
,
itemB
)
print
c
[
1
,
1
],
c
[
2
,
0
]
print
c
[
1
,
1
],
c
[
2
,
0
]
print
[
d
[
i
]
for
i
in
range
(
d
.
shape
[
0
])]
print
[
d
[
i
]
for
i
in
range
(
d
.
shape
[
0
])]
\ No newline at end of file
def
test_oob
():
"""
>>> test_oob()
Traceback (most recent call last):
...
IndexError: Index out of bounds (axis 1)
"""
cdef
int
[:,
:]
a
=
IntMockBuffer
(
"A"
,
range
(
4
*
9
),
shape
=
(
4
,
9
))
print
a
[:,
20
]
tests/run/memslice.pyx
View file @
b7e14b9a
...
@@ -2,6 +2,7 @@
...
@@ -2,6 +2,7 @@
from
__future__
import
unicode_literals
from
__future__
import
unicode_literals
cimport
cython
from
cython
cimport
view
from
cython
cimport
view
__test__
=
{}
__test__
=
{}
...
@@ -1158,40 +1159,127 @@ def test_cdef_function2():
...
@@ -1158,40 +1159,127 @@ def test_cdef_function2():
cdef
_function2
(
global_A
,
global_B
)
cdef
_function2
(
global_A
,
global_B
)
def
print_int_offsets
(
*
args
):
for
item
in
args
:
print
item
/
sizeof
(
int
),
print
@
testcase
@
testcase
def
test_slicing
(
arg
):
def
test_
generic_
slicing
(
arg
):
"""
"""
Test simple slicing
Test simple slicing
>>> test_slicing(IntMockBuffer("A", range(8 * 14 * 11), shape=(8, 14, 11)))
>>> test_
generic_
slicing(IntMockBuffer("A", range(8 * 14 * 11), shape=(8, 14, 11)))
acquired A
acquired A
3 9 2
3 9 2
1232 -44 4
308 -11 1
-1 -1 -1
-1 -1 -1
released A
released A
Test direct slicing, negative slice oob in dim 2
Test direct slicing, negative slice oob in dim 2
>>> test_slicing(IntMockBuffer("A", range(1 * 2 * 3), shape=(1, 2, 3)))
>>> test_
generic_
slicing(IntMockBuffer("A", range(1 * 2 * 3), shape=(1, 2, 3)))
acquired A
acquired A
0 0 2
0 0 2
48 -12 4
12 -3 1
-1 -1 -1
-1 -1 -1
released A
released A
Test indirect slicing
Test indirect slicing
>>> L = [[range(k * 12 + j * 4, k * 12 + j * 4 + 4) for j in xrange(3)] for k in xrange(5)]
>>> L = [[range(k * 12 + j * 4, k * 12 + j * 4 + 4) for j in xrange(3)] for k in xrange(5)]
>>> test_slicing(IntMockBuffer("A", L, shape=(5, 3, 4)))
>>> test_
generic_
slicing(IntMockBuffer("A", L, shape=(5, 3, 4)))
acquired A
acquired A
2 0 2
2 0 2
8 -4 4
0 1 -1
0 0 -1
released A
>>> stride1 = 21 * 14
>>> stride2 = 21
>>> L = [[range(k * stride1 + j * stride2, k * stride1 + j * stride2 + 21) for j in xrange(14)] for k in xrange(9)]
>>> test_generic_slicing(IntMockBuffer("A", L, shape=(9, 14, 21)))
acquired A
3 9 2
20 1 -1
released A
released A
"""
"""
cdef
int
[::
view
.
generic
,
::
view
.
generic
,
:]
a
=
arg
cdef
int
[::
view
.
generic
,
::
view
.
generic
,
:]
a
=
arg
cdef
int
[::
view
.
generic
,
::
view
.
generic
,
:]
b
=
a
[
2
:
8
:
2
,
-
4
:
1
:
-
1
,
1
:
3
]
cdef
int
[::
view
.
generic
,
::
view
.
generic
,
:]
b
=
a
[
2
:
8
:
2
,
-
4
:
1
:
-
1
,
1
:
3
]
print
b
.
shape
[
0
],
b
.
shape
[
1
],
b
.
shape
[
2
]
print
b
.
shape
[
0
],
b
.
shape
[
1
],
b
.
shape
[
2
]
print
b
.
strides
[
0
],
b
.
strides
[
1
],
b
.
strides
[
2
]
if
b
.
suboffsets
[
0
]
<
0
:
print
b
.
suboffsets
[
0
],
b
.
suboffsets
[
1
],
b
.
suboffsets
[
2
]
print_int_offsets
(
b
.
strides
[
0
],
b
.
strides
[
1
],
b
.
strides
[
2
])
print_int_offsets
(
b
.
suboffsets
[
0
],
b
.
suboffsets
[
1
],
b
.
suboffsets
[
2
])
cdef
int
i
,
j
,
k
for
i
in
range
(
b
.
shape
[
0
]):
for
j
in
range
(
b
.
shape
[
1
]):
for
k
in
range
(
b
.
shape
[
2
]):
itemA
=
a
[
2
+
2
*
i
,
-
4
-
j
,
1
+
k
]
itemB
=
b
[
i
,
j
,
k
]
assert
itemA
==
itemB
,
(
i
,
j
,
k
,
itemA
,
itemB
)
@
testcase
def
test_indirect_slicing
(
arg
):
"""
Test indirect slicing
>>> L = [[range(k * 12 + j * 4, k * 12 + j * 4 + 4) for j in xrange(3)] for k in xrange(5)]
>>> test_indirect_slicing(IntMockBuffer("A", L, shape=(5, 3, 4)))
acquired A
5 3 2
0 0 -1
58
56
released A
>>> stride1 = 21 * 14
>>> stride2 = 21
>>> L = [[range(k * stride1 + j * stride2, k * stride1 + j * stride2 + 21) for j in xrange(14)] for k in xrange(9)]
>>> test_indirect_slicing(IntMockBuffer("A", L, shape=(9, 14, 21)))
acquired A
5 14 3
0 16 -1
2412
2410
released A
"""
cdef
int
[::
view
.
indirect
,
::
view
.
indirect
,
:]
a
=
arg
cdef
int
[::
view
.
indirect
,
::
view
.
indirect
,
:]
b
=
a
[
-
5
:,
...,
-
5
:
100
:
2
]
cdef
int
[::
view
.
indirect
,
::
view
.
indirect
]
c
=
b
[...,
0
]
print
b
.
shape
[
0
],
b
.
shape
[
1
],
b
.
shape
[
2
]
print_int_offsets
(
b
.
suboffsets
[
0
],
b
.
suboffsets
[
1
],
b
.
suboffsets
[
2
])
print
b
[
4
,
2
,
1
]
print
c
[
4
,
2
]
@
testcase
def
test_direct_slicing
(
arg
):
"""
Fused types would be convenient to test this stuff!
Test simple slicing
>>> test_direct_slicing(IntMockBuffer("A", range(8 * 14 * 11), shape=(8, 14, 11)))
acquired A
3 9 2
308 -11 1
-1 -1 -1
released A
Test direct slicing, negative slice oob in dim 2
>>> test_direct_slicing(IntMockBuffer("A", range(1 * 2 * 3), shape=(1, 2, 3)))
acquired A
0 0 2
12 -3 1
-1 -1 -1
released A
"""
cdef
int
[:,
:,
::
1
]
a
=
arg
cdef
int
[:,
:,
:]
b
=
a
[
2
:
8
:
2
,
-
4
:
1
:
-
1
,
1
:
3
]
print
b
.
shape
[
0
],
b
.
shape
[
1
],
b
.
shape
[
2
]
print_int_offsets
(
b
.
strides
[
0
],
b
.
strides
[
1
],
b
.
strides
[
2
])
print_int_offsets
(
b
.
suboffsets
[
0
],
b
.
suboffsets
[
1
],
b
.
suboffsets
[
2
])
cdef
int
i
,
j
,
k
cdef
int
i
,
j
,
k
for
i
in
range
(
b
.
shape
[
0
]):
for
i
in
range
(
b
.
shape
[
0
]):
...
@@ -1208,7 +1296,7 @@ def test_slicing_and_indexing(arg):
...
@@ -1208,7 +1296,7 @@ def test_slicing_and_indexing(arg):
>>> test_slicing_and_indexing(a)
>>> test_slicing_and_indexing(a)
acquired A
acquired A
5 2
5 2
60 8
15 2
126 113
126 113
[111]
[111]
released A
released A
...
@@ -1219,7 +1307,7 @@ def test_slicing_and_indexing(arg):
...
@@ -1219,7 +1307,7 @@ def test_slicing_and_indexing(arg):
cdef
int
[:]
d
=
c
[
2
,
1
:
2
]
cdef
int
[:]
d
=
c
[
2
,
1
:
2
]
print
b
.
shape
[
0
],
b
.
shape
[
1
]
print
b
.
shape
[
0
],
b
.
shape
[
1
]
print
b
.
strides
[
0
],
b
.
strides
[
1
]
print
_int_offsets
(
b
.
strides
[
0
],
b
.
strides
[
1
])
cdef
int
i
,
j
cdef
int
i
,
j
for
i
in
range
(
b
.
shape
[
0
]):
for
i
in
range
(
b
.
shape
[
0
]):
...
@@ -1229,4 +1317,16 @@ def test_slicing_and_indexing(arg):
...
@@ -1229,4 +1317,16 @@ def test_slicing_and_indexing(arg):
assert
itemA
==
itemB
,
(
i
,
j
,
itemA
,
itemB
)
assert
itemA
==
itemB
,
(
i
,
j
,
itemA
,
itemB
)
print
c
[
1
,
1
],
c
[
2
,
0
]
print
c
[
1
,
1
],
c
[
2
,
0
]
print
[
d
[
i
]
for
i
in
range
(
d
.
shape
[
0
])]
print
[
d
[
i
]
for
i
in
range
(
d
.
shape
[
0
])]
\ No newline at end of file
@
testcase
def
test_oob
():
"""
>>> test_oob()
Traceback (most recent call last):
...
IndexError: Index out of bounds (axis 1)
"""
cdef
int
[:,
:]
a
=
IntMockBuffer
(
"A"
,
range
(
4
*
9
),
shape
=
(
4
,
9
))
print
a
[:,
20
]
tests/run/numpy_memoryview.pyx
View file @
b7e14b9a
...
@@ -6,13 +6,15 @@ Test slicing for memoryviews and memoryviewslices
...
@@ -6,13 +6,15 @@ Test slicing for memoryviews and memoryviewslices
"""
"""
cimport
numpy
as
np
cimport
numpy
as
np
import
numpy
import
numpy
as
np
ctypedef
np
.
int32_t
dtype_t
def
get_array
():
def
get_array
():
# We need to type our array to get a __pyx_get_buffer() that typechecks
# We need to type our array to get a __pyx_get_buffer() that typechecks
# for np.ndarray and calls __getbuffer__ in numpy.pxd
# for np.ndarray and calls __getbuffer__ in numpy.pxd
cdef
np
.
ndarray
[
in
t
,
ndim
=
3
]
a
cdef
np
.
ndarray
[
dtype_
t
,
ndim
=
3
]
a
a
=
n
umpy
.
arange
(
8
*
14
*
11
).
reshape
(
8
,
14
,
11
)
a
=
n
p
.
arange
(
8
*
14
*
11
,
dtype
=
np
.
int32
).
reshape
(
8
,
14
,
11
)
return
a
return
a
a
=
get_array
()
a
=
get_array
()
...
@@ -31,11 +33,11 @@ def test_partial_slicing(array):
...
@@ -31,11 +33,11 @@ def test_partial_slicing(array):
"""
"""
>>> test_partial_slicing(a)
>>> test_partial_slicing(a)
"""
"""
cdef
in
t
[:,
:,
:]
a
=
array
cdef
dtype_
t
[:,
:,
:]
a
=
array
obj
=
array
[
4
]
obj
=
array
[
4
]
cdef
in
t
[:,
:]
b
=
a
[
4
,
:]
cdef
dtype_
t
[:,
:]
b
=
a
[
4
,
:]
cdef
in
t
[:,
:]
c
=
a
[
4
]
cdef
dtype_
t
[:,
:]
c
=
a
[
4
]
ae
(
b
.
shape
[
0
],
c
.
shape
[
0
],
obj
.
shape
[
0
])
ae
(
b
.
shape
[
0
],
c
.
shape
[
0
],
obj
.
shape
[
0
])
ae
(
b
.
shape
[
1
],
c
.
shape
[
1
],
obj
.
shape
[
1
])
ae
(
b
.
shape
[
1
],
c
.
shape
[
1
],
obj
.
shape
[
1
])
...
@@ -46,15 +48,15 @@ def test_ellipsis(array):
...
@@ -46,15 +48,15 @@ def test_ellipsis(array):
"""
"""
>>> test_ellipsis(a)
>>> test_ellipsis(a)
"""
"""
cdef
in
t
[:,
:,
:]
a
=
array
cdef
dtype_
t
[:,
:,
:]
a
=
array
cdef
in
t
[:,
:]
b
=
a
[...,
4
]
cdef
dtype_
t
[:,
:]
b
=
a
[...,
4
]
b_obj
=
array
[...,
4
]
b_obj
=
array
[...,
4
]
cdef
in
t
[:,
:]
c
=
a
[
4
,
...]
cdef
dtype_
t
[:,
:]
c
=
a
[
4
,
...]
c_obj
=
array
[
4
,
...]
c_obj
=
array
[
4
,
...]
cdef
in
t
[:,
:]
d
=
a
[
2
:
8
,
...,
2
]
cdef
dtype_
t
[:,
:]
d
=
a
[
2
:
8
,
...,
2
]
d_obj
=
array
[
2
:
8
,
...,
2
]
d_obj
=
array
[
2
:
8
,
...,
2
]
ae
(
tuple
([
b
.
shape
[
i
]
for
i
in
range
(
2
)]),
b_obj
.
shape
)
ae
(
tuple
([
b
.
shape
[
i
]
for
i
in
range
(
2
)]),
b_obj
.
shape
)
...
@@ -75,7 +77,7 @@ def test_ellipsis(array):
...
@@ -75,7 +77,7 @@ def test_ellipsis(array):
for
j
in
range
(
d
.
shape
[
1
]):
for
j
in
range
(
d
.
shape
[
1
]):
ae
(
d
[
i
,
j
],
d_obj
[
i
,
j
])
ae
(
d
[
i
,
j
],
d_obj
[
i
,
j
])
cdef
in
t
[:]
e
=
a
[...,
5
,
6
]
cdef
dtype_
t
[:]
e
=
a
[...,
5
,
6
]
e_obj
=
array
[...,
5
,
6
]
e_obj
=
array
[...,
5
,
6
]
ae
(
e
.
shape
[
0
],
e_obj
.
shape
[
0
])
ae
(
e
.
shape
[
0
],
e_obj
.
shape
[
0
])
ae
(
e
.
strides
[
0
],
e_obj
.
strides
[
0
])
ae
(
e
.
strides
[
0
],
e_obj
.
strides
[
0
])
...
@@ -88,7 +90,7 @@ def test_partial_slicing_memoryview(array):
...
@@ -88,7 +90,7 @@ def test_partial_slicing_memoryview(array):
"""
"""
>>> test_partial_slicing_memoryview(a)
>>> test_partial_slicing_memoryview(a)
"""
"""
cdef
in
t
[:,
:,
:]
_a
=
array
cdef
dtype_
t
[:,
:,
:]
_a
=
array
a
=
_a
a
=
_a
obj
=
array
[
4
]
obj
=
array
[
4
]
...
@@ -104,7 +106,7 @@ def test_ellipsis_memoryview(array):
...
@@ -104,7 +106,7 @@ def test_ellipsis_memoryview(array):
"""
"""
>>> test_ellipsis_memoryview(a)
>>> test_ellipsis_memoryview(a)
"""
"""
cdef
in
t
[:,
:,
:]
_a
=
array
cdef
dtype_
t
[:,
:,
:]
_a
=
array
a
=
_a
a
=
_a
b
=
a
[...,
4
]
b
=
a
[...,
4
]
...
@@ -137,4 +139,4 @@ def test_ellipsis_memoryview(array):
...
@@ -137,4 +139,4 @@ def test_ellipsis_memoryview(array):
e
=
a
[...,
5
,
6
]
e
=
a
[...,
5
,
6
]
e_obj
=
array
[...,
5
,
6
]
e_obj
=
array
[...,
5
,
6
]
ae
(
e
.
shape
[
0
],
e_obj
.
shape
[
0
])
ae
(
e
.
shape
[
0
],
e_obj
.
shape
[
0
])
ae
(
e
.
strides
[
0
],
e_obj
.
strides
[
0
])
ae
(
e
.
strides
[
0
],
e_obj
.
strides
[
0
])
\ No newline at end of file
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