Browse code

Fix zesje post

Joseph Weston authored on 28/03/2021 23:33:13
Showing 7 changed files
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similarity index 83%
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rename from content/posts/coding/zesje.rst
2 204
rename to content/posts/coding/zesje/index.md
... ...
@@ -3,7 +3,6 @@ title: Low effort exam grading
3 3
 date: 2017-09-13
4 4
 tags:
5 5
   - coding
6
-draft: true
7 6
 ---
8 7
 
9 8
 Last semester Anton was lecturing on the undergraduate Solid State Physics course
... ...
@@ -16,12 +15,12 @@ Anton came up with the idea to try and streamline the grading process by grading
16 15
 manuscripts electronically, rather than by hand. The idea would be to have some kind
17 16
 of web app where we could upload scans of the exam manuscripts, and then view
18 17
 and assign feedback for the students' answers on a question-by-question basis.
19
-Although there is a local startup, `Ans <https://ans-delft.nl>`_, that provides basically
18
+Although there is a local startup, [Ans](https://ans-delft.nl), that provides basically
20 19
 this service, the cost is quite prohibitive. We decided that, for our needs, a
21 20
 "just good enough" solution would be satisfactory.
22 21
 
23 22
 The result of a few week's worth of evening hacking sessions is
24
-`Zesje <https://gitlab.kwant-project.org/zesje/zesje>`_,  named for the Dutch
23
+[Zesje](https://gitlab.kwant-project.org/zesje/zesje),  named for the Dutch
25 24
 term *zesjescultuur*, which is the attitude of applying the minimal amount
26 25
 of effort to get a passable result. While a bit tongue in cheek, we think that
27 26
 the name represents well the aims of the project. In fact, the success of the
... ...
@@ -38,28 +37,20 @@ for the same problem, and above that is where we can select different tabs e.g.
38 37
 the possible feedback options for this question.
39 38
 
40 39
 
41
-.. figure:: /images/zesje/screenshot-annotated.png
42
-   :align: center
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-   :scale: 70%
44
-   :alt: zesje screenshot
45
-
46
-   A screenshot of the main Zesje interface.
47
-
40
+{{<figure src="images/screenshot-annotated.png" caption="A screenshot of the main Zesje interface">}}
48 41
 
49 42
 In the rest of this post I'll give a bit of insight into the different technologies that
50 43
 we used to build Zesje, as well as our motivation for each piece (spoiler alert: the
51 44
 motivation was to write as little code as possible).
52 45
 
53
-
54
-We have the technology!
46
+## We have the technology!
55 47
 
56 48
 Our first task was to generate PDFs for the exam the students would be taking. Anton was
57 49
 already writing the exam in Latex anyway, so the natural solution was to write a package
58 50
 that can do things like define labeled answer boxes (e.g. "question 1a"), and insert
59 51
 machine-readable identifiers into each page (so that the exam pages do not need to be
60
-scanned in order). Luckily there is already an excellent Latex package for `generating
61
-QR codes <https://ctan.org/pkg/qrcode>`_, so that part was pretty easy; we uniquely
52
+scanned in order). Luckily there is already an excellent Latex package for [generating
53
+QR codes](https://ctan.org/pkg/qrcode), so that part was pretty easy; we uniquely
62 54
 identify an exam page by the name of the exam, a submission number, and the page number
63 55
 within the submission. In addition to inserting elements into the generated PDF, the
64 56
 Latex class we wrote also generates a metadata file that encodes the positions and
... ...
@@ -71,25 +62,24 @@ pretty nifty scanners that could scan an entire stack (400 or so pages) in a mat
71 62
 of a few minutes. Our next task was to read the scans and group pages together by
72 63
 their submission ID (corresponding to a single student's answers). This amounted to
73 64
 getting the coordinates of the QR codes from our previously-generated metadata file
74
-and using `zbar <http://zbar.sourceforge.net/>`_ (although any other QR code library
65
+and using [zbar](http://zbar.sourceforge.net/) (although any other QR code library
75 66
 would have worked too) to identify the page. We also toyed a bit with using
76
-`OpenCV <https://opencv.org/>`_ to identify students' ID numbers (we had students
67
+[OpenCV](https://opencv.org/) to identify students' ID numbers (we had students
77 68
 fill in their IDs by shading appropriate entries in a grid), but this was pretty
78 69
 hit-and-miss and depended a lot on the scan quality. It is, of course, entirely
79 70
 possible that we just hadn't tuned the image recognition parameters correctly,
80
-but in the spirit of Zesje we decided not to optimize this ``O(# of students)``
71
+but in the spirit of Zesje we decided not to optimize this `O(# of students)`
81 72
 cost per exam, reasoning that it is the same for the human grader as just grading
82 73
 one extra question.
83 74
 
84
-Database + ORM
85
-**************
75
+## Database + ORM
86 76
 
87 77
 OK, so now we had a bunch of scans grouped together according to which student
88 78
 submitted them; now all we had to do was grade them! Obviously we would need some
89 79
 sort of database into which to record the feedback and grades the students received
90 80
 for each problem. We knew we wanted to use an object-relational mapper (ORM) — because
91 81
 only people with too much time on their hands write raw SQL anymore — and
92
-decided on `pony <https://ponyorm.com/>`_
82
+decided on [pony](https://ponyorm.com/)
93 83
 over other more established candidates (e.g. SQLAlchemy) because it looked so damn
94 84
 simple to use! The price for this simplicity, as we later learned,
95 85
 is that Pony seems to do some pretty gnarly things under the
... ...
@@ -99,13 +89,12 @@ leviathan rising from the deep in a cacophony of wailing and garbled error messa
99 89
 On the plus side we got plenty of laugh-out-loud moments when googling for how
100 90
 to get stuff done:
101 91
 
102
-.. figure:: /images/zesje/pony-migration.jpg
103
-   :width: 50%
104
-   :align: center
105
-   :alt: ponies, lol
106 92
 
107
-   A typical scene when trying to migrate a database to a new schema using
108
-   Pony ORM.
93
+{{<figure
94
+  src="images/pony-migration.jpg"
95
+  caption=
96
+    "A typical scene when trying to migrate  a database to a new schema using Pony ORM"
97
+>}}
109 98
 
110 99
 
111 100
 So yeah, ponies. Anyway. Our data model consisted of having a bunch of possible feedback
... ...
@@ -113,12 +102,11 @@ for each question, such as "all correct" or "missing factor of 2", which are *ed
113 102
 during grading* — students' responses are unpredictable! — and which could be assigned to
114 103
 student responses. This also neatly compartmentalized the problem of designing
115 104
 a grading scheme, as the points awarded for each feedback option could be modified
116
-*a posteriori* for ``O(1)`` effort, after having consulted with the whole course team.
105
+*a posteriori* for `O(1)` effort, after having consulted with the whole course team.
117 106
 We also gain extra transparency, because a student's final grade is just a function
118 107
 of the feedback options that were assigned to them, which is great!
119 108
 
120
-Web-based user interface
121
-************************
109
+## Web-based user interface
122 110
 
123 111
 Next was an important piece of the puzzle — the user interface. Because
124 112
 it made sense for all the PDF scanning etc. to happen once, and for several graders to
... ...
@@ -126,8 +114,8 @@ be able to grade simultaneously, a web app seemed the most sensible choice.
126 114
 Just one problem — web apps are a lot of effort! Even the most basic web app
127 115
 requires maintaining an *entire extra software stack*
128 116
 (for the frontend), in addition to trying to get the frontend and backend to act
129
-as a single coherent piece [1]_ ; ain't nobody got time for that. The solution came
130
-in the form of `ipywidgets <https://ipywidgets.readthedocs.io>`_; a library
117
+as a single coherent piece[^webapp] ; ain't nobody got time for that. The solution came
118
+in the form of [ipywidgets](https://ipywidgets.readthedocs.io); a library
131 119
 of Python objects that interact with other Python code, but which know how to represent
132 120
 themselves as HTML. The idea is that you can have, say, a text box displayed
133 121
 in a web page whose contents can be read and written to "directly" by Python code
... ...
@@ -135,20 +123,19 @@ executing on the server. IPywidgets handles all the nasty details (and Javascrip
135 123
 related to transferring these state changes between the browser and the server.
136 124
 We had actually been using a subset of these widgets for some time within the
137 125
 group (mainly for interactive simulations and data visualization), and so already
138
-knew how to work with them. Our web app then consisted of a bunch of `Jupyter notebooks <https://jupyter.org/>`_
126
+knew how to work with them. Our web app then consisted of a bunch of [Jupyter notebooks](https://jupyter.org/)
139 127
 that declare the layout of the rendered page (again, by composing Python objects) and the behavior
140 128
 (by binding Python functions to certain events, such as the user clicking a button) and
141 129
 the rest was handled by Jupyter. Jupyter notebooks are also incorporating components
142 130
 to make it easy to create such workflows as "dashboards", which hide the code from the
143 131
 person viewing the notebook and allow them to only interact with the HTML widgets
144 132
 presented by the code. We used the (unfortunately now deprecated)
145
-`dashboard server <https://github.com/jupyter/dashboards/wiki>`_ that runs a
133
+[dashboard server](https://github.com/jupyter/dashboards/wiki) that runs a
146 134
 bunch of notebooks and serves the resulting dashboards as interactive
147 135
 web pages; it even includes password authentication, which meant that we could secure
148 136
 access to Zesje instances for no extra effort — score!
149 137
 
150
-Email templating with Jinja2
151
-****************************
138
+## Email templating with Jinja2
152 139
 
153 140
 The final piece of functionality was something that we kind of just threw in because it
154 141
 didn't cost us much, but turned out to be a major boon for the students: personalized
... ...
@@ -158,7 +145,7 @@ from the rubric for each problem. These feedback options have a number of points
158 145
 associated with them, and also a detailed explanation of what
159 146
 the feedback means. The grader only needs to define this feedback option once, but can
160 147
 then assign it to a number of students. It's then pretty easy to write an email template
161
-(we used the `Jinja2 <http://jinja.pocoo.org/>`_ templating language because we
148
+(we used the [Jinja2](http://jinja.pocoo.org/) templating language because we
162 149
 were familiar with the syntax) that enumerates the feedback the student received for each
163 150
 answer (with the detailed explanations). This template can can be rendered for each student and mailed to them
164 151
 directly with a PDF attachment of their scanned exam. This feature turned out to be
... ...
@@ -172,8 +159,7 @@ needed to get all this functioning; it just goes to show that you can actually g
172 159
 pretty cool results just by gluing together existing code.
173 160
 
174 161
 
175
-Final thoughts
162
+## Final thoughts
176 163
 
177 164
 Zesje is, of course, prototype-level
178 165
 software that was hacked together in a few evenings and weekends to achieve a very specific goal.
... ...
@@ -186,10 +172,11 @@ insightful than grading paper. This not only delivers value to the course team (
186 172
 less time grading), but also to the students (they get personalized feedback at no extra cost
187 173
 to the course team).
188 174
 
189
-Those interested in learning a bit more can check out a sandbox deployment of Zesje over `here
190
-<https://sandbox.grading.quantumtinkerer.tudelft.nl/dashboards/README>`_.
175
+Those interested in learning a bit more can check out a sandbox deployment of Zesje over
176
+[here](https://sandbox.grading.quantumtinkerer.tudelft.nl).
177
+
191 178
 
179
+Reposted from the [Quantum Tinkerer](https://quantumtinkerer.tudelft.nl/blog/zesje/) blog.
192 180
 
193
-.. [1] As far as I can tell the abstract problem of making a web app is entirely this (modulo business logic).
181
+[^webapp]: As far as I can tell the abstract problem of making a web app is entirely this (modulo business logic).
194 182
 
195
-.. note:: Reposted from the `Quantum Tinkerer <https://quantumtinkerer.tudelft.nl/blog/zesje/>`_ blog.