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dataAnalysis
cfel_fmt
Commits
0674b738
Commit
0674b738
authored
7 years ago
by
Valerio Mariani
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Initial wok on the CXI Writer
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cfel_cxi.py
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0674b738
# This file is part of cfelpyutils.
#
# cfelpyutils is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# cfelpyutils is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with cfelpyutils. If not, see <http://www.gnu.org/licenses/>.
"""
Utilities for interoperability with the CrystFEL software package.
This module contains reimplementation of Crystfel functions and utilities.
"""
from
__future__
import
absolute_import
from
__future__
import
division
from
__future__
import
print_function
from
__future__
import
unicode_literals
from
builtins
import
str
from
collections
import
namedtuple
import
h5py
import
numpy
class
_Stack
:
def
__init__
(
self
,
path
,
data
):
self
.
_data_type
=
type
(
data
)
if
isinstance
(
data
,
(
str
,
int
,
float
)):
self
.
_data_shape
=
(
1
,)
else
:
self
.
_data_shape
=
data
.
shape
self
.
_data_to_write
=
data
self
.
_path
=
path
def
write_initial_slice
(
self
,
file_handle
,
max_num_slices
):
file_handle
.
create_dataset
(
self
.
_path
,
shape
=
(
max_num_slices
,)
+
self
.
_data_shape
,
maxshape
=
(
max_num_slices
,)
+
self
.
_data_shape
,
chunks
=
(
1
,)
+
self
.
_data_shape
)
file_handle
[
self
.
_path
][
0
]
=
self
.
_data_to_write
self
.
_data_to_write
=
None
def
write_slice
(
self
,
file_handle
,
curr_slice
):
file_handle
[
self
.
_path
][
curr_slice
]
=
self
.
_data_to_write
self
.
_data_to_write
=
None
def
append_data
(
self
,
data
):
if
self
.
_data_to_write
is
not
None
:
raise
RuntimeError
(
'
Cannot append data to the stack entry at {}. The previous slice has not been written
'
'
yet.
'
.
format
(
self
.
_path
))
if
type
(
data
)
!=
self
.
_data_type
:
raise
RuntimeError
(
'
The type of the input data does not match what is already present in the stack.
'
)
if
isinstance
(
data
,
(
str
,
int
,
float
)):
curr_data_shape
=
(
1
,)
else
:
curr_data_shape
=
data
.
shape
if
curr_data_shape
!=
self
.
_data_shape
:
raise
RuntimeError
(
'
The shape of the input data does not match what is already present in the stack.
'
)
self
.
_data_to_write
=
data
def
finalize
(
self
,
file_handle
,
curr_slice
):
if
self
.
_data_to_write
is
not
None
:
raise
RuntimeError
(
'
Cannot finalize the stack at {}, there is data waiting to be
'
'
written.
'
.
format
(
self
.
_path
))
final_size
=
curr_slice
file_handle
[
self
.
_path
].
resize
((
final_size
,)
+
self
.
_data_shape
)
def
_validate_data
(
data
):
if
not
isinstance
(
data
,
(
str
,
int
,
float
,
numpy
.
ndarray
)):
raise
RuntimeError
(
'
The CXI Writer only accepts numpy objects, numbers and strings.
'
)
class
CXIWriter
:
def
__init__
(
self
,
filename
,
max_num_slices
=
5000
):
self
.
_cxi_stacks
=
{}
self
.
_pending_simple_entries
=
[]
self
.
_intialized
=
False
self
.
_curr_slice
=
0
self
.
_max_num_slices
=
max_num_slices
self
.
_file_is_open
=
False
self
.
_initialized
=
False
try
:
self
.
_fh
=
h5py
.
File
(
filename
,
'
w
'
)
self
.
_file_is_open
=
True
except
OSError
:
raise
RuntimeError
(
'
Error opening the cxi file:
'
,
filename
)
def
_write_simple_entry
(
self
,
entry
):
if
entry
.
path
in
self
.
_fh
:
if
entry
.
overwrite
is
True
:
del
self
.
_fh
[
entry
.
path
]
else
:
raise
RuntimeError
(
'
Cannot write the entry. Data is already present at the specified path.
'
)
self
.
_fh
.
create_dataset
(
entry
.
path
,
data
=
entry
.
data
)
def
add_stack_to_writer
(
self
,
name
,
path
,
initial_data
,
overwrite
=
True
):
_validate_data
(
initial_data
)
if
self
.
_initialized
is
True
:
raise
RuntimeError
(
'
Adding stacks to the writer is not possible after initialization.
'
)
if
name
in
self
.
_cxi_stacks
:
if
overwrite
is
True
:
del
(
self
.
_cxi_stacks
[
name
])
else
:
raise
RuntimeError
(
'
Cannot write the entry. Data is already present at the specified path.
'
)
new_stack
=
_Stack
(
path
,
initial_data
)
self
.
_cxi_stacks
[
name
]
=
new_stack
def
write_entry
(
self
,
path
,
data
,
overwrite
=
False
):
_validate_data
(
data
)
SimpleEntry
=
namedtuple
(
'
SimpleEntry
'
,
[
'
path
'
,
'
data
'
,
'
overwrite
'
])
new_entry
=
SimpleEntry
(
path
,
data
,
overwrite
)
if
self
.
_initialized
is
not
True
:
self
.
_pending_simple_entries
.
append
(
new_entry
)
else
:
self
.
_write_simple_entry
(
new_entry
)
def
initialize_stacks
(
self
):
if
self
.
_file_is_open
is
not
True
:
raise
RuntimeError
(
'
The file is closed. Cannot initialize the file.
'
)
if
self
.
_initialized
is
True
:
raise
RuntimeError
(
'
The file is already initialized. Cannot initialize file.
'
)
for
entry
in
self
.
_cxi_stacks
.
values
():
entry
.
write_initial_slice
(
self
.
_fh
,
self
.
_max_num_slices
)
self
.
_curr_slice
+=
1
for
entry
in
self
.
_pending_simple_entries
:
self
.
_write_simple_entry
(
entry
)
self
.
_pending_simple_entries
=
[]
self
.
_initialized
=
True
def
append_to_stack
(
self
,
name
,
data
):
_validate_data
(
data
)
if
self
.
_initialized
is
False
:
raise
RuntimeError
(
'
Cannot append to a stack before initialization of the file.
'
)
if
name
not
in
self
.
_cxi_stacks
:
raise
RuntimeError
(
'
Cannot append to stack {}. The stack does not exists.
'
.
format
(
name
))
try
:
self
.
_cxi_stacks
[
name
].
append_data
(
data
)
except
RuntimeError
as
e
:
raise
RuntimeError
(
'
Error appending to stack {}: {}
'
.
format
(
name
,
e
))
def
write_stack_slice_and_increment
(
self
):
if
self
.
_file_is_open
is
not
True
:
raise
RuntimeError
(
'
The file is closed. The slice cannot be written.
'
)
if
self
.
_initialized
is
False
:
raise
RuntimeError
(
'
Cannot write slice. The file is not initialized.
'
)
if
self
.
_curr_slice
>=
self
.
_max_num_slices
:
raise
RuntimeError
(
'
The file already holds the maximum allowed number of slices, and should be closed
'
)
for
entry
in
self
.
_cxi_stacks
.
values
():
if
entry
.
_data_to_write
is
None
:
raise
RuntimeError
(
'
The slice is incomplete and will not be written. The following stac is not
'
'
present in the current slice:
'
,
entry
.
path
)
for
entry
in
self
.
_cxi_stacks
.
values
():
entry
.
write_slice
(
self
.
_fh
,
self
.
_curr_slice
)
self
.
_curr_slice
+=
1
def
get_file_handle
(
self
):
if
self
.
_file_is_open
is
not
True
:
raise
RuntimeError
(
'
The file is closed. Cannot get the file handle.
'
)
return
self
.
_fh
def
close_file
(
self
):
if
self
.
_file_is_open
is
not
True
:
raise
RuntimeError
(
'
The file is already closed. Cannot close the file.
'
)
for
entry
in
self
.
_cxi_stacks
.
values
():
entry
.
finalize
(
self
.
_fh
,
self
.
_curr_slice
)
self
.
_fh
.
close
()
self
.
_file_is_open
=
False
if
__name__
==
"
__main__
"
:
c1
=
0
c2
=
0
f1
=
CXIWriter
(
'
/data/test1.h5
'
,
)
f2
=
CXIWriter
(
'
/data/test2.h5
'
,
)
f1
.
add_stack_to_writer
(
'
detector1
'
,
'
/entry_1/detector_1/data
'
,
numpy
.
random
.
rand
(
2
,
2
))
f2
.
add_stack_to_writer
(
'
detector2
'
,
'
/entry_1/detector_1/data
'
,
numpy
.
random
.
rand
(
3
,
2
))
f1
.
add_stack_to_writer
(
'
counter1
'
,
'
/entry_1/detector_1/count
'
,
c1
)
f2
.
add_stack_to_writer
(
'
counter2
'
,
'
/entry_1/detector_1/count
'
,
c2
)
f1
.
write_entry
(
'
/entry_1/detector_1/name
'
,
'
FrontCSPAD
'
)
f2
.
write_entry
(
'
/entry_1/detector_1/name
'
,
'
BackCSPAD
'
)
f1
.
initialize_stacks
()
f2
.
initialize_stacks
()
for
i
in
range
(
1
,
60
):
print
(
'
Writing slice:
'
,
i
)
a
=
numpy
.
random
.
rand
(
2
,
2
)
b
=
numpy
.
random
.
rand
(
2
,
2
)
c1
+=
1
c2
+=
2
f1
.
append_to_stack
(
'
detector1
'
,
a
)
f2
.
append_to_stack
(
'
detector2
'
,
b
)
f1
.
append_to_stack
(
'
counter1
'
,
c1
)
f2
.
append_to_stack
(
'
counter2
'
,
c2
)
f1
.
write_stack_slice_and_increment
()
f2
.
write_stack_slice_and_increment
()
f1
.
close_file
()
f2
.
close_file
()
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