add rasch functionality to form generation

This commit is contained in:
brmnjsh 2023-10-24 20:06:20 +00:00
parent 8ba6b95f21
commit 73f25edfa6
4 changed files with 10 additions and 1 deletions

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@ -1,6 +1,7 @@
import logging
from lib.irt.models.three_parameter_logistic import ThreeParameterLogistic
from lib.irt.models.rasch import Rasch
from lib.errors.item_generation_error import ItemGenerationError
@ -20,6 +21,10 @@ class ItemInformationFunction():
return (self.model_data.a_param * q *
(p - self.model_data.c_param)**2) / (p * (
(1 - self.model_data.c_param)**2))
elif self.model_data.model == 'RASCH':
p = Rasch(self.model_data, kwargs).result()
q = 1 - p
return p * q
else:
# potentially error out
raise ItemGenerationError(

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@ -1,4 +1,5 @@
from lib.irt.models.three_parameter_logistic import ThreeParameterLogistic
from lib.irt.models.rasch import Rasch
from lib.errors.item_generation_error import ItemGenerationError
@ -10,5 +11,7 @@ class ItemResponseFunction():
def calculate(self, **kwargs):
if self.model_data.model == '3PL':
return ThreeParameterLogistic(self.model_data, kwargs).result()
elif self.model_data.model == 'RASCH':
return Rasch(self.model_data, kwargs).result()
else:
raise ItemGenerationError("irt model not supported or provided")

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@ -5,7 +5,7 @@ from lib.irt.models.base import *
class Rasch(Base):
def result(self):
return 0.0
return (1 / (1 + self.e(-1 * (self.theta - self.b_param))))
@classmethod
def ability_estimate(self, items) -> float:

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@ -72,6 +72,7 @@ class FormGenerationService(Base):
current_drift = 0 # FF Tokyo Drift
# adding an element of randomness to the items and bundles used
# may need to change impl based on limit of items available
selected_items = self.solver_run.select_items_by_percent(30)
selected_bundles = self.solver_run.select_bundles_by_percent(
30)