Tips and tricks¶
Preventing code duplication¶
As much as possible, it’s good to avoid copy-pasting the same code in multiple places. Although it sometimes takes a bit of thinking to figure out how to avoid copy-pasting code, you will see that having your code in only one place usually saves you a lot of effort later when you need to change the design of your code or fix bugs.
Below are some techniques to achieve code reuse.
Don’t make multiple copies of your app¶
If possible, you should avoid copying an app’s folder to make a slightly different version, because then you have duplicated code that is harder to maintain.
If you need multiple rounds, set NUM_ROUNDS.
If you need slightly different versions (e.g. different treatments),
then you should use the techniques described in Treatments,
such as making 2 session configs that have a different
'treatment' parameter,
and then checking for session.config['treatment'] in your app’s code.
How to make many fields¶
Let’s say your app has many fields that are almost the same, such as:
class Player(BasePlayer):
f1 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f2 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f3 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f4 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f5 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f6 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f7 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f8 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f9 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
f10 = models.IntegerField(
choices=[-1, 0, 1], widget=widgets.RadioSelect,
blank=True, initial=0
)
# etc...
This is quite complex; you should look for a way to simplify.
Are the fields all displayed on separate pages? If so, consider converting this to a 10-round game with just one field.
If that’s not possible, then you can reduce the amount of repeated code by defining a function that returns a field:
def make_field(label):
return models.IntegerField(
choices=[1,2,3,4,5],
label=label,
widget=widgets.RadioSelect,
)
class Player(BasePlayer):
q1 = make_field('I am quick to understand things.')
q2 = make_field('I use difficult words.')
q3 = make_field('I am full of ideas.')
q4 = make_field('I have excellent ideas.')
Prevent duplicate pages by using multiple rounds¶
If you have many many pages that are almost the same, consider just having 1 page and looping it for multiple rounds. One sign that your code can be simplified is if it looks something like this:
# [pages 1 through 7....]
class Decision8(Page):
form_model = 'player'
form_fields = ['decision8']
class Decision9(Page):
form_model = 'player'
form_fields = ['decision9']
# etc...
Avoid duplicated validation methods¶
If you have many repetitive FIELD_error_message methods, you can replace them with a single error_message function. For example:
def quiz1_error_message(player, value):
if value != 42:
return 'Wrong answer'
def quiz2_error_message(player, value):
if value != 'Ottawa':
return 'Wrong answer'
def quiz3_error_message(player, value):
if value != 3.14:
return 'Wrong answer'
def quiz4_error_message(player, value):
if value != 'George Washington':
return 'Wrong answer'
You can instead define this function on your page:
@staticmethod
def error_message(player, values):
solutions = dict(
quiz1=42,
quiz2='Ottawa',
quiz3='3.14',
quiz4='George Washington'
)
error_messages = dict()
for field_name in solutions:
if values[field_name] != solutions[field_name]:
error_messages[field_name] = 'Wrong answer'
return error_messages
(Usually error_message is used to return a single error message as a string, but you can also return a dict.)
Avoid duplicated page functions¶
Any page function can be moved out of the page class, and into a top-level function. This is a handy way to share the same function across multiple pages. For example, let’s say many pages need to have these 2 functions:
class Page1(Page):
@staticmethod
def is_displayed(player: Player):
participant = player.participant
return participant.expiry - time.time() > 0
@staticmethod
def get_timeout_seconds(player):
participant = player.participant
import time
return participant.expiry - time.time()
You can move those functions before all the pages (remove the @staticmethod),
and then reference them wherever they need to be used:
def is_displayed1(player: Player):
participant = player.participant
return participant.expiry - time.time() > 0
def get_timeout_seconds1(player: Player):
participant = player.participant
import time
return participant.expiry - time.time()
class Page1(Page):
is_displayed = is_displayed1
get_timeout_seconds = get_timeout_seconds1
class Page2(Page):
is_displayed = is_displayed1
get_timeout_seconds = get_timeout_seconds1
(In the sample games, after_all_players_arrive and live_method are frequently defined in this manner.)
Improving code performance¶
You should avoid redundant use of get_players(), get_player_by_id(), in_*_rounds(),
get_others_in_group(), or any other methods that return a player or list of players.
These methods all require a database query,
which can be slow.
For example, this code has a redundant query because it asks the database 5 times for the exact same player:
@staticmethod
def vars_for_template(player):
return dict(
a=player.in_round(1).a,
b=player.in_round(1).b,
c=player.in_round(1).c,
d=player.in_round(1).d,
e=player.in_round(1).e
)
It should be simplified to this:
@staticmethod
def vars_for_template(player):
round_1_player = player.in_round(1)
return dict(
a=round_1_player.a,
b=round_1_player.b,
c=round_1_player.c,
d=round_1_player.d,
e=round_1_player.e
)
As an added benefit, this usually makes the code more readable.
Use BooleanField instead of StringField, where possible¶
Many StringFields should be broken down into BooleanFields, especially
if they only have 2 distinct values.
Suppose you have a field called treatment:
treatment = models.StringField()
And let’s say treatment it can only have 4 different values:
high_income_high_taxhigh_income_low_taxlow_income_high_taxlow_income_low_tax
In your pages, you might use it like this:
class HighIncome(Page):
@staticmethod
def is_displayed(player):
return player.treatment == 'high_income_high_tax' or player.treatment == 'high_income_low_tax'
class HighTax(Page):
@staticmethod
def is_displayed(player):
return player.treatment == 'high_income_high_tax' or player.treatment == 'low_income_high_tax'
It would be much better to break this to 2 separate BooleanFields:
high_income = models.BooleanField()
high_tax = models.BooleanField()
Then your pages could be simplified to:
class HighIncome(Page):
@staticmethod
def is_displayed(player):
return player.high_income
class HighTax(Page):
@staticmethod
def is_displayed(player):
return player.high_tax
field_maybe_none¶
If you access a Player/Group/Subsession field whose value is None, oTree will raise a TypeError.
This is designed to catch situations where a user forgot to assign a value to that field,
or forgot to include it in form_fields.
However, sometimes you need to intentionally access a field whose value may be None.
To do this, use field_maybe_none, which will suppress the error:
# instead of player.abc, do:
abc = player.field_maybe_none('abc')
# also works on group and subsession
Note
field_maybe_none is new in oTree 5.4 (August 2021).
An alternative solution is to assign an initial value to the field so that its value is never None:
abc = models.BooleanField(initial=False)
xyz = models.StringField(initial='')