Reputation: 2166
I want to save all the variables in my current python environment. It seems one option is to use the 'pickle' module. However, I don't want to do this for 2 reasons:
pickle.dump()
for each variablepickle.load()
to retrieve each variable.I am looking for some command which would save the entire session, so that when I load this saved session, all my variables are restored. Is this possible?
Edit: I guess I don't mind calling pickle.dump()
for each variable that I would like to save, but remembering the exact order in which the variables were saved seems like a big restriction. I want to avoid that.
Upvotes: 128
Views: 144292
Reputation: 1473
One very easy way that might satisfy your needs. For me, it did pretty well:
Simply, click on this icon on the Variable Explorer (right side of Spider):
Upvotes: 14
Reputation: 1
You can save it as a text file or a CVS file. People use Spyder for example to save variables but it has a known issue: for specific data types it fails to import down in the road.
Upvotes: 0
Reputation: 2467
Having sat here and failed to save the globals()
as a dictionary, I discovered you can pickle a session using the dill library.
This can be done by using:
import dill #pip install dill --user
filename = 'globalsave.pkl'
dill.dump_session(filename)
# and to load the session again:
dill.load_session(filename)
Upvotes: 93
Reputation: 5231
If you want the accepted answer abstracted to function you can use:
import shelve
def save_workspace(filename, names_of_spaces_to_save, dict_of_values_to_save):
'''
filename = location to save workspace.
names_of_spaces_to_save = use dir() from parent to save all variables in previous scope.
-dir() = return the list of names in the current local scope
dict_of_values_to_save = use globals() or locals() to save all variables.
-globals() = Return a dictionary representing the current global symbol table.
This is always the dictionary of the current module (inside a function or method,
this is the module where it is defined, not the module from which it is called).
-locals() = Update and return a dictionary representing the current local symbol table.
Free variables are returned by locals() when it is called in function blocks, but not in class blocks.
Example of globals and dir():
>>> x = 3 #note variable value and name bellow
>>> globals()
{'__builtins__': <module '__builtin__' (built-in)>, '__name__': '__main__', 'x': 3, '__doc__': None, '__package__': None}
>>> dir()
['__builtins__', '__doc__', '__name__', '__package__', 'x']
'''
print 'save_workspace'
print 'C_hat_bests' in names_of_spaces_to_save
print dict_of_values_to_save
my_shelf = shelve.open(filename,'n') # 'n' for new
for key in names_of_spaces_to_save:
try:
my_shelf[key] = dict_of_values_to_save[key]
except TypeError:
#
# __builtins__, my_shelf, and imported modules can not be shelved.
#
#print('ERROR shelving: {0}'.format(key))
pass
my_shelf.close()
def load_workspace(filename, parent_globals):
'''
filename = location to load workspace.
parent_globals use globals() to load the workspace saved in filename to current scope.
'''
my_shelf = shelve.open(filename)
for key in my_shelf:
parent_globals[key]=my_shelf[key]
my_shelf.close()
an example script of using this:
import my_pkg as mp
x = 3
mp.save_workspace('a', dir(), globals())
to get/load the workspace:
import my_pkg as mp
x=1
mp.load_workspace('a', globals())
print x #print 3 for me
it worked when I ran it. I will admit I don't understand dir()
and globals()
100% so I am not sure if there might be some weird caveat, but so far it seems to work. Comments are welcome :)
after some more research if you call save_workspace
as I suggested with globals and save_workspace
is within a function it won't work as expected if you want to save the veriables in a local scope. For that use locals()
. This happens because globals takes the globals from the module where the function is defined, not from where it is called would be my guess.
Upvotes: 2
Reputation: 41
Here is a way saving the Spyder workspace variables using the spyderlib functions
#%% Load data from .spydata file
from spyderlib.utils.iofuncs import load_dictionary
globals().update(load_dictionary(fpath)[0])
data = load_dictionary(fpath)
#%% Save data to .spydata file
from spyderlib.utils.iofuncs import save_dictionary
def variablesfilter(d):
from spyderlib.widgets.dicteditorutils import globalsfilter
from spyderlib.plugins.variableexplorer import VariableExplorer
from spyderlib.baseconfig import get_conf_path, get_supported_types
data = globals()
settings = VariableExplorer.get_settings()
get_supported_types()
data = globalsfilter(data,
check_all=True,
filters=tuple(get_supported_types()['picklable']),
exclude_private=settings['exclude_private'],
exclude_uppercase=settings['exclude_uppercase'],
exclude_capitalized=settings['exclude_capitalized'],
exclude_unsupported=settings['exclude_unsupported'],
excluded_names=settings['excluded_names']+['settings','In'])
return data
def saveglobals(filename):
data = globalsfiltered()
save_dictionary(data,filename)
#%%
savepath = 'test.spydata'
saveglobals(savepath)
Let me know if it works for you. David B-H
Upvotes: 4
Reputation: 879401
If you use shelve, you do not have to remember the order in which the objects are pickled, since shelve
gives you a dictionary-like object:
To shelve your work:
import shelve
T='Hiya'
val=[1,2,3]
filename='/tmp/shelve.out'
my_shelf = shelve.open(filename,'n') # 'n' for new
for key in dir():
try:
my_shelf[key] = globals()[key]
except TypeError:
#
# __builtins__, my_shelf, and imported modules can not be shelved.
#
print('ERROR shelving: {0}'.format(key))
my_shelf.close()
To restore:
my_shelf = shelve.open(filename)
for key in my_shelf:
globals()[key]=my_shelf[key]
my_shelf.close()
print(T)
# Hiya
print(val)
# [1, 2, 3]
Upvotes: 100
Reputation: 7098
What you're trying to do is to hibernate your process. This was discussed already. The conclusion is that there are several hard-to-solve problems exist while trying to do so. For example with restoring open file descriptors.
It is better to think about serialization/deserialization subsystem for your program. It is not trivial in many cases, but is far better solution in long-time perspective.
Although if I've exaggerated the problem. You can try to pickle your global variables dict. Use globals()
to access the dictionary. Since it is varname-indexed you haven't to bother about the order.
Upvotes: 2