IPython Notebook Integration¶
IPython/Jupyter provides a browser based interactive shell that supports data visualization. The storlets integration with IPython allows an easy deployment and invocation of storlets via an IPython notebook. In the below sections we describe how to setup IPython notebook to work with storlets, how to deploy a python storlet and how to invoke a storlet.
Set up IPython to work with storlets¶
Setting up an IPython notebook to work with storlets involves:
Providing the authentication information of a storlet enabled Swift account. This is done by setting environment variables similar to those used by swift client. The exact variables that need to be set are dependent on the auth middleware used and the auth protocol version. For more details please refer to: python-swiftclient docs.
Load the storlets IPython extension.
The below shows environment variables definitions that comply with the default storlets development environment installation (s2aio).
import os os.environ['OS_AUTH_VERSION'] = '3' os.environ['OS_AUTH_URL'] = 'http://127.0.0.1/v3' os.environ['OS_USERNAME'] = 'tester' os.environ['OS_PASSWORD'] = 'testing' os.environ['OS_USER_DOMAIN_NAME'] = 'default' os.environ['OS_PROJECT_DOMAIN_NAME'] = 'default' os.environ['OS_PROJECT_NAME'] = 'test'
To load the storlets IPython extension simply enter and execute the below:
%load_ext storlets.tools.extensions.ipython
Deploy a Python storlet¶
General background on storlets deployment is found here.
In a new notebook cell, enter the ‘%%storletapp’ directive followed by the storlet name. Followng that type the storlet code. Below is an example of a simple ‘identitiy’ storlet. Executing the cell will deploy the storlet into Swift.
%%storletapp test.TestStorlet
class TestStorlet(object):
def __init__(self, logger):
self.logger = logger
def __call__(self, in_files, out_files, params):
"""
The function called for storlet invocation
:param in_files: a list of StorletInputFile
:param out_files: a list of StorletOutputFile
:param params: a dict of request parameters
"""
self.logger.debug('Returning metadata')
metadata = in_files[0].get_metadata()
for key in params.keys():
metadata[key] = params[key]
out_files[0].set_metadata(metadata)
self.logger.debug('Start to return object data')
content = ''
while True:
buf = in_files[0].read(16)
if not buf:
break
content += buf
self.logger.debug('Received %d bytes' % len(content))
self.logger.debug('Writing back %d bytes' % len(content))
out_files[0].write(content)
self.logger.debug('Complete')
in_files[0].close()
out_files[0].close()
Note
To run the storlet on an actual data set, one can enter the following at the top of the cell
%%storletapp test.TestStorlet --with-invoke --input path:/<container>/<object> --print-result
N.B. Useful commands such as ‘dry-run’ is under development. And more details for options are in the next section.
Invoke a storlet¶
General information on storlet invocation can be found here.
Here is how an invocation works:
Define an optional dictionay variable params that would hold the invocation parameters:
myparams = {'color' : 'red'}
To invoke test.TestStorlet on a get just type the following:
%get --storlet test.py --input path:/<container>/<object> -i myparams -o myresult
The invocation will execute test.py over the specified swift object with parameters read from myparams. The result is placed in myresults. The ‘-i’ argument is optional, however, if specified the supplied value must be a name of a defined dictionary variable. myresults is an instance of storlets.tools.extensions.ipython.Response. This class has the following members:
status - An integer holding the Http response status
headers - A dictionary holding the storlet invocation response headers
iter_content - An iterator over the response body
content - The content of the response body
To invoke test.TestStorlet on a put just type the following:
%put --storlet test.py --input <full path to local file> --output path:/<container>/<object> -i myparams -o myresult
The invocation will execute test.py over the uploaded file specified with the –input option which must be a full local path. test.py is invoked with parameters read from myparams. The result is placed in myresults. The ‘-i’ argument is optional, however, if specified the supplied value must be a name of a defined variable. myresults is a dictionary with the following keys:
status - An integer holding the Http response status
headers - A dictionary holding the storlet invocation response headers
To invoke test.TestStorlet on a copy just type the following:
%copy --storlet test.py --input path:/<container>/<object> --output path:/<container>/<object> -i myparams -o myresult
The invocation will execute test.py over the input object specified with the –input option. The execution result will be saved in the output object specified with the –output option. test.py is invoked with parameters read from myparams. The result is placed in myresults. The ‘-i’ argument is optional, however, if specified the supplied value must be a name of a defined variable. myresults is a dictionary with the following keys:
status - An integer holding the Http response status
headers - A dictionary holding the storlet invocation response headers
Extension docs¶
Implementation of magic funcs for interaction with the OpenStack Storlets.
This extension is desined to use os environment variables to set authentication and storage target host. (for now)
-
class
storlets.tools.extensions.ipython.
Response
(status, headers, body_iter=None)¶ Bases:
object
Response object to return the object to ipython cell
- Parameters
status – int for status code
headers – a dict for repsonse headers
body_iter – an iterator object which takes the body content from
-
class
storlets.tools.extensions.ipython.
StorletMagics
(shell=None, **kwargs)¶ Bases:
IPython.core.magic.Magics
Magics to interact with OpenStack Storlets
-
copy
(line)¶ %copy [--input INPUT] [--output OUTPUT] [--storlet STORLET] [-i I] [-o O]
- optional arguments:
- --input INPUT
The input object for the storlet executionthis option must be of the form “path:<container>/<object>”
- --output OUTPUT
The output object for the storlet executionthis option must be of the form “path:<container>/<object>”
- --storlet STORLET
The storlet to execute over the input
- -i I
A name of a variable defined in the environment holding a dictionary with the storlet invocation input parameters
- -o O
A name of an output variable to hold the invocation result The output variable is a dictionary with the fields: status, headers, holding the response status and headers accordingly
-
get
(line)¶ %get [--input INPUT] [--storlet STORLET] [-i I] [-o O]
- optional arguments:
- --input INPUT
The input object for the storlet executionthis option must be of the form “path:<container>/<object>”
- --storlet STORLET
The storlet to execute over the input
- -i I
A name of a variable defined in the environment holding a dictionary with the storlet invocation input parameters
- -o O
A name of an output variable to hold the invocation result The output variable is a dictionary with the fields: status, headers, content_iter holding the response status, headers, and body iterator accordingly
-
put
(line)¶ %put [--input INPUT] [--output OUTPUT] [--storlet STORLET] [-i I] [-o O]
- optional arguments:
- --input INPUT
The local input object for uploadthis option must be a full path of a local file
- --output OUTPUT
The output object of the storlet executionthis option must be of the form “path:<container>/<object>”
- --storlet STORLET
The storlet to execute over the input
- -i I
A name of a variable defined in the environment holding a dictionary with the storlet invocation input parameters
- -o O
A name of an output variable to hold the invocation result The output variable is a dictionary with the fields: status, headers, holding the response status and headers accordingly
-
storletapp
(line, cell)¶ %storletapp [-c CONTAINER] [-d DEPENDENCIES] [--with-invoke] [--input INPUT] [--print-result] module_class
- positional arguments:
module_class module and class name to upload
- optional arguments:
- -c CONTAINER, --container CONTAINER
Storlet container name, “storlet” in default
- -d DEPENDENCIES, --dependencies DEPENDENCIES
Storlet container name, “storlet” in default
- --with-invoke
An option to run storlet for testing. This requires –input option
- --input INPUT
Specifiy input object path that must be of the form “path:/<container>/<object>”
- --print-result
Print result objet to stdout. Note that this may be a largebinary depends on your app
-
uploadfile
(line, cell)¶ %uploadfile container_obj
Upload the contents of the cell to OpenStack Swift.
- positional arguments:
container_obj container/object path to upload
-