How to handle aggregated query results with SQLAlchemy, pydantic and FastAPI
I would like to create an API that returns the aggregated values for each department as a response. I am new to FastAPI and pydantic and would appreciate any support. It seems the part where the query results are mapped in pydantic is not working well.
get method in main.py
@app.get("/api/{client_id}", response_model=List[schemas.Overview])
def read_overview(client_id: str, db: Session = Depends(get_db)):
db_overview = crud.get_overview(db, client_id=client_id)
if db_overview is None:
raise HTTPException(status_code=404, detail="Overview not found")
return db_overview
crud.py Get the data corresponding to the three department codes, 1000001, 1000002, and 2000001, aggregated by client_id and deptCode.
from sqlalchemy.orm import Session
from sqlalchemy import func
from . import models, schemas
import datetime
def get_overview(db: Session, client_id: str):
text = '1000001,1000002,2000001'
depts = text.split(',')
tbl = models.Overview
overview = db.query(tbl.client_id, tbl.deptCode, tbl.deptName, func.sum(tbl.count), func.sum(tbl.item1), func.sum(tbl.item2), func.sum(tbl.item3), func.sum(tbl.item4), func.sum(tbl.item5), func.sum(tbl.item6)).\
filter(tbl.client_id==client_id). \
filter(tbl.deptCode.in_(depts)). \
group_by(tbl.client_id, tbl.deptCode, tbl.deptName).all()
# print(“overview”, overview)
return overview
If I check the result retrieved by QUERY with print(), I can see that three rows have been retrieved as expected.
Result - overview on terminal by using print()
[('C012345', '1000001', 'A地域', Decimal('25'), Decimal('7'), Decimal('0'), Decimal('2'), Decimal('0'), Decimal('0'), Decimal('0')), ('C012345', '1000002', 'Z地域', Decimal('55'), Decimal('15'), Decimal('2'), Decimal('12'), Decimal('0'), Decimal('0'), Decimal('0')), ('C012345', '2000001', 'あ小学校', Decimal('15'), Decimal('5'), Decimal('0'), Decimal('2'), Decimal('0'), Decimal('0'), Decimal('0'))]
However, I get the error message "value is not a valid integer" and "field required", resulting in an error as follows. Error
File "/Users/junya/mr2edu_server/venv/lib/python3.9/site-packages/fastapi/routing.py", line 137, in serialize_response
raise ValidationError(errors, field.type_)
pydantic.error_wrappers.ValidationError: 21 validation errors for Overview
response -> 0 -> count
value is not a valid integer (type=type_error.integer)
response -> 0 -> item1
field required (type=value_error.missing)
response -> 0 -> item2
field required (type=value_error.missing)
response -> 0 -> item3
field required (type=value_error.missing)
response -> 0 -> item4
field required (type=value_error.missing)
response -> 0 -> item5
field required (type=value_error.missing)
response -> 0 -> item6
field required (type=value_error.missing)
…. continued ...
I also show schemas.py and models.py.
schemas.py
from pydantic import BaseModel
import datetime
class Overview(BaseModel):
client_id: str
deptCode: str
deptName: str
count: int
item1: int
item2: int
item3: int
item4: int
item5: int
item6: int
class Config:
orm_mode = True
models.py
from sqlalchemy import Column, Date, Integer, String
from sqlalchemy.orm import relationship
from .database import Base
class Overview(Base):
__tablename__ = "overview"
id = Column(String, primary_key=True, index=True)
client_id = Column(String)
date = Column(Date)
deptCode = Column(String)
deptName = Column(String)
level = Column(Integer)
count = Column(Integer)
item1 = Column(Integer)
item2 = Column(Integer)
item3 = Column(Integer)
item4 = Column(Integer)
item5 = Column(Integer)
item6 = Column(Integer)
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