Nesting models
You've been asked to create a schema for a batch job that executes a weather prediction model on a list of inputs and returns all the results in a list.
This exercise is part of the course
Deploying AI into Production with FastAPI
Exercise instructions
- Import the class from
typing
that can be used for nested lists. - Create class
BatchInput
usingBaseModel
. - In the
BatchInput
model, complete theinputs
field so that it has a list ofModelInput
schemas.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
from datetime import date
from pydantic import BaseModel
# Import class for nested lists
from typing import ____
class ModelInput(BaseModel):
latitude: float
longitude: float
date: date
# Create batch input model
class ____(BaseModel):
job_name: str
# Inputs are list of model inputs
inputs: ___[___]