Why we don't use python native enums
Problem 1: no semantics
The fundamental problem with enums is that they don’t have a semantic meaning for the left and right side. Let’s look at an example:
class Fruits(Enum):
apple = 'Apple'
It’s not at all clear why the cases of apple and Apple are different here, and what does the difference in case mean? Which of those two do we store in the database for example? Which do we show to the user?
Our experience over the years has made us believe that naming things helps, but subtle names help very little. We’ve tried naming the user facing string label and title. Both those are no good and are frequently misunderstood. We’ve settled for display_name as hard to misunderstand.
The example above written with tri.tokens becomes:
class Fruits(TokenContainer):
apple = Token(display_name='Apple')
The only problem here is that the word apple still has no name associated with it. We think this is an ok trade off, and we call this string the “name”, or sometimes “code name”. This is the string that goes into the database. Never anything else!
Problem 2: Hard to add data
With python enums it’s difficult to add additional data for the cases. You can use tuples but it has the same problem of no semantics but it gets worse the bigger the tuple is. This is an example from the official documentation:
class Planet(Enum):
MERCURY = (3.303e+23, 2.4397e6)
VENUS = (4.869e+24, 6.0518e6)
EARTH = (5.976e+24, 6.37814e6)
MARS = (6.421e+23, 3.3972e6)
JUPITER = (1.9e+27, 7.1492e7)
SATURN = (5.688e+26, 6.0268e7)
URANUS = (8.686e+25, 2.5559e7)
NEPTUNE = (1.024e+26, 2.4746e7)
def __init__(self, mass, radius):
self.mass = mass # in kilograms
self.radius = radius # in meters
It’s impossible to understand the definition of the data without reading the constructor (and the constructor is a bit weird too as self here are the cases, not the Planet class!). The constructor then changes this positional chaos to the named members mass and radius. In tri.token this would be:
class Planet(Token):
mass = TokenAttribute()
radius = TokenAttribute()
class Planets(TokenContainer):
MERCURY = Planet(mass=3.303e+23, radius=2.4397e6)
VENUS = Planet(mass=4.869e+24, radius=6.0518e6)
EARTH = Planet(mass=5.976e+24, radius=6.37814e6)
MARS = Planet(mass=6.421e+23, radius=3.3972e6)
JUPITER = Planet(mass=1.9e+27, radius=7.1492e7)
SATURN = Planet(mass=5.688e+26, radius=6.0268e7)
URANUS = Planet(mass=8.686e+25, radius=2.5559e7)
NEPTUNE = Planet(mass=1.024e+26, radius=2.4746e7)
This has clear semantics for each row and removes the need for the constructor on the Enum class.
Another common solution to the problem above is to have the data for mass and radius somewhere else. This results in several dicts you need to reconcile and validate.
Problem 3: scales badly for sparse data
We have many cases with sparse data. This is what it would look with enums:
class Fields(Enum):
party_group_name = (default, None, None, None, None, 'rec_party', default, None, None, None)
None here means it doesn’t exist and the sentinel default means to automatically generate the default. In tri.token this would be:
class Fields(TokenContainer):
party_group_name = Field(total_download_name, dw_name="rec_party")
total_download_name here is a special sentinel value so we can shorten total_download_name=default to just total_download_name.
This problem grows with each case of the enum. As of this writing the Fields container from this example has 486 cases, making the sparse data issue much worse.
Problem 4: dangerous to work around these problems
One could make all the cases for an Enum into dicts:
class Fields(Enum):
party_group_name = dict(
total_download_name=True,
dw_name="rec_party",
)
instrument_type = dict()
agreement_curr = dict(
file_column
)
This doesn’t work though because all empty dicts are the same so if you add avg_mtm_diff_usd = dict() now data is thrown away silently.
Summary
Python native enums are great for what they were designed to do, but we’ve found that they are limited and don’t allow you to grow the complexity and usage in a sane way. We developed tri.token before python enums and were hoping we could throw away tri.token and replace it with enums, but unfortunately this wasn’t the case.