A dockerised service that replaces the defaukt nbgrader Exchange.
nbexchange is an extension to nbgrader which provides a mechanism for assignments to transferred in a distributed Jupyter Notebooks environment.
The default for nbgrader is to assume all users are on the same computer, and files are copied from one directory to another - thus:
When using jupyter notebooks in a distributed [dockerised] system, there is no common filesystem - so an alternative mechanism is needed - something that allows files to be transfered via some independant service - eg:
nbexchange provides both that intermediate filestore, and the plugins for nbgrader to use it.
From nbgrader: Assignments are created
, generated
, released
, fetched
, submitted
, collected
, graded
. Then feedback
can be generated
, released
, and fetched
.
The exchange is responsible for recieving release/fetch path, and submit/collect cycle. It also allows feedback to be transferred from instructor to student.
In doing this, the exchange is the authoritative place to get a list of what's what.
nbexchange
is an external exchange plugin, designed to be run as a docker instance (probably inside a K8 cluster)
It's provides an external store for released & submitted assignments, and the feeback cycle.
Following the lead of other Jupyter services, it is a tornado
application.
The team that created the inital code use nbexchange in a cloud environment, with multiple organisations using a central exchange service. Courses [and this assignments] are differentiated using an org_id
- if you do not need this feature, just set it to 1
for everthing.
This version installs nbgrader
0.9.1 (which makes it compatible with JupyterLab & Notebook 7)
This exchange has some assumptions because of the environment required it.
There are the following assumptions:
- You have an API for authenticating users who connect to the exchange (possibly Jupyterhub, but not always)
- Usernames will be unique across the whole system
- Internal storage is in two parts:
- An sql database for metadata, and
- A filesystem for, well, files.
- There will always be a
course_code
- There may be multiple assignments under one course,
assignment_code
s will be unique to a courseassignment_code
s may be repeated in differentorganisation_id
- Note that default nbgrader does not distinguish
assignment_code
s across differentcourse_codes
, within the samegradebook
database.
- There will always be an
organisation_id
course_code
s must be uniqie within anorganisation_id
,course_code
s may be repeated in differentorganisation_id
nbexchange is a two-part system: it requires
- the
nbexchange
service to be running (in a docker container) - the plugins to be installed in the jupyter notebook (which will also install
nbgrader
)
The nbexchange is designed to be run as a docker instance, possibly in a kubernetes cluster
See the Dockerfile
/ docker-compose.yml
files for creating the service.
The service can be deployed via helm
, ie
helm install --name nbexchange --namespace default ./chart -f myconfiguration.yaml
Installing nbexchange in a jupyter notebook will automatically install nbgrader.
nbexchange is not released to Pypy or anaconda, however you can install direct from GitHub - eg:
pip install https://github.com/edina/nbexchange/archive/v1.4.0.tar.gz
....
Note that nbgrader installs and enables the jupyter extensions automatically - you may wish to switch off formgrader
and create_assignment
for non-teachers: YMMV
The exchange uses nbexchange_config.py
for configuration.
This is an example config file:
from nbexchange.handlers.auth.user_handler import BaseUserHandler
class MyUserHandler(BaseUserHandler):
def get_current_user(self, request):
return {
"name": "s21100286",
"full_name": "Joe Bloggs",
"email": "[email protected]"
"lms_user_id" = "5",
"course_id": "cool_course_id",
"course_title": "cool course",
"course_role": "Student",
"org_id": 1,
}
c.NbExchange.user_plugin_class = MyUserHandler
c.NbExchange.base_url = /services/exchange
c.NbExchange.base_storage_location = /var/data/exchange/storage
c.NbExchange.db_url = mysql://username:password@my.msql.server.host:3306/db_name
user_plugin_class
For the exchange to work it needs some details about the user connecting to it. This parameter defines the class that provides the get_current_user
method.
See below for more details on that.
base_url
This is the service url used by jupyterhub, and defaults to /services/nbexchange/
Can also be defined in the environment variable JUPYTERHUB_SERVICE_PREFIX
base_storage_location
This is where the exchange will store the files uploaded, and defaults to /tmp/courses
Can also be defined in the environment variable NBEX_BASE_STORE
db_url
This is the database connector, and defaults to an in-memory SQLite (sqlite:///:memory:
)
Can also be defined in the environment variable NBEX_DB_URL
db_kwargs
Where to include any kwargs to pass to the database connection.
max_buffer_size
The service will limit the size of uploads. The figure is bytes
By default, upload sizes are limited to 5GB (5253530000)
upgrade_db
,reset_db
,debug_db
Do stuff to the db... see the code for what these do
For the exchange to work, it needs some details about the user connecting to it - specifically, it looks for 6 pieces of information:
name
: The username of the person (egperllaghu
).- Names are indexed, and assumed to be unique.
- In our system, we prefix the persons login username with the org_id for where their from (eg
1-perllaghu
.)
full_name
: The optional full name, if supplied by the remote authenticator.- The full name appears in the
formgrader
UI. - nbgrader stores
first_name
andlast_name
- The full name appears in the
email
: An email address for the user, if supplied by the remote authenticator.- This is an nbgrader field
lms_user_id
: This is the identifier for the user in the LMS/VLE, if supplied by the remote authenticator.- This is an nbgrader field
- username to access the system running notebooks is probably not the same as the ID the LMS uses to idnetify the user.
course_id
: The course code as used in nbgrader (egcool_course
).- This is
course_id
notcourse_code
, as nbgrader usescourse_id
for this piece of data.
- This is
course_title
: A long name for the course (egA course of understanding thermondynamics in bulk refrigerant transport
).course_role
: The role of the user, normallyStudent
orInstructor
. (currently onlyInstructor
get privilaged actions).org_id
: As mentioned above, nbexchange divides courses and users across organisations. This is an id (numeric) for the org_id for the user. It defaults to1
if not given.
The primary reference for this should be the nbgrader
documentation - but in short:
- Use the
nbgrader
code-base that supports the external exchange (nbgrader 0.7 and later) - Install the code from
nbexchange/plugin
intonbgrader
- Include the following in your
nbgrader_config.py
file:
## A plugin for collecting assignments.
c.ExchangeFactory.collect = 'nbexchange.plugin.ExchangeCollect'
## A plugin for exchange.
c.ExchangeFactory.exchange = 'nbexchange.plugin.Exchange'
## A plugin for fetching assignments.
c.ExchangeFactory.fetch_assignment = 'nbexchange.plugin.ExchangeFetchAssignment'
## A plugin for fetching feedback.
c.ExchangeFactory.fetch_feedback = 'nbexchange.plugin.ExchangeFetchFeedback'
## A plugin for listing exchange files.
c.ExchangeFactory.list = 'nbexchange.plugin.ExchangeList'
## A plugin for releasing assignments.
c.ExchangeFactory.release_assignment = 'nbexchange.plugin.ExchangeReleaseAssignment'
## A plugin for releasing feedback.
c.ExchangeFactory.release_feedback = 'nbexchange.plugin.ExchangeReleaseFeedback'
## A plugin for submitting assignments.
c.ExchangeFactory.submit = 'nbexchange.plugin.ExchangeSubmit'
These plugins will also check the size of releases & submissions
c.Exchange.max_buffer_size = 204800 # 200KB
By default, upload sizes are limited to 5GB (5253530000) The figure is bytes
See how_it_works.md for an extended explanation as to how the exchange works, internally
See Contributing.md for details on how to extend/contribute to the code.
- Update
pyproject.toml
andnbexchange/__init__.py
to change to the new version - Create a new git tag doing
git tag -a vx.y.z
to match the version above