From 0dbf2bcf5451c2b7bc33a445433eb8dc16676448 Mon Sep 17 00:00:00 2001
From: Eric Tendian <erictendian@gmail.com>
Date: Thu, 2 Jan 2025 00:35:57 -0600
Subject: [PATCH 1/2] Switch database logic to use SQLModel, fix type issues

---
 .vscode/settings.json                         |   2 +-
 app/api.py                                    |  80 ++--
 app/bin/autoscale-vast.py                     |   2 +-
 app/bin/import-to-db.py                       |   4 +-
 .../migrate-from-meilisearch-to-typesense.py  |   6 +-
 app/bin/reindex.py                            |  21 +-
 app/geocoding/geocoding.py                    |  22 +-
 app/geocoding/llm.py                          |  15 +-
 app/geocoding/types.py                        |  21 +
 app/models/base.py                            |   5 -
 app/models/call.py                            |  89 -----
 app/models/database.py                        |   4 +-
 app/models/metadata.py                        |   4 +-
 app/models/models.py                          |  83 ++++
 app/models/transcript.py                      |   4 +-
 app/notifications/config.py                   |   4 +-
 app/search/adapters.py                        |  32 +-
 app/utils/api_client.py                       |   5 +-
 app/utils/storage.py                          |   4 +-
 app/whisper/config.py                         |   4 +-
 app/whisper/deepgram.py                       |   2 +-
 app/whisper/faster_whisper.py                 |   4 +-
 app/whisper/openai.py                         |   2 +-
 app/whisper/transcribe.py                     |   2 +-
 app/whisper/whisper_s2t.py                    |   2 +-
 app/worker.py                                 |  22 +-
 poetry.lock                                   | 374 ++++++++++++------
 pyproject.toml                                |   6 +-
 tests/geocoding/test_geocoding.py             |   8 +-
 tests/notification/test_notification.py       |   8 +-
 tests/radio/test_analog.py                    |   2 +-
 tests/search/test_adapters.py                 |   5 +-
 tests/test_e2e.py                             |   2 -
 tests/utils/test_conversion.py                |   2 +-
 tests/whisper/test_whisper.py                 |   2 +-
 35 files changed, 492 insertions(+), 362 deletions(-)
 create mode 100644 app/geocoding/types.py
 delete mode 100644 app/models/base.py
 delete mode 100644 app/models/call.py
 create mode 100644 app/models/models.py

diff --git a/.vscode/settings.json b/.vscode/settings.json
index 1b59914..ec380fe 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,4 +1,4 @@
 {
-    "python.analysis.typeCheckingMode": "basic",
+    "python.analysis.typeCheckingMode": "off",
     "python.analysis.autoImportCompletions": true
 }
diff --git a/app/api.py b/app/api.py
index c94e267..409efbd 100644
--- a/app/api.py
+++ b/app/api.py
@@ -1,6 +1,6 @@
 #!/usr/bin/env python3
 
-from typing import Annotated
+from typing import Annotated, Generator
 import json
 import logging
 import os
@@ -14,18 +14,18 @@
 from fastapi.exception_handlers import request_validation_exception_handler
 from fastapi.exceptions import RequestValidationError
 from fastapi.responses import JSONResponse
-from sqlalchemy.orm import Session
+from sqlmodel import Session, select, func
 import sentry_sdk
 
 load_dotenv()
 
 from app.search.helpers import get_default_index_name
 from app.utils.exceptions import before_send
-from app.models.database import SessionLocal, engine
+from app.models.database import engine
 from app.models.metadata import Metadata
 from app.utils import storage
 from app import worker
-from app.models import call as call_model, base as base_model
+from app.models import models
 
 sentry_dsn = os.getenv("SENTRY_DSN")
 if sentry_dsn:
@@ -44,9 +44,6 @@
         before_send=before_send,
     )
 
-if os.getenv("POSTGRES_DB") is not None:
-    base_model.Base.metadata.create_all(bind=engine)
-
 app = FastAPI()
 
 logger = logging.getLogger()
@@ -59,17 +56,13 @@
 logger.addHandler(stream_handler)
 
 
-# Dependency
-def get_db():  # type: ignore
-    db = SessionLocal()
-    try:
-        yield db
-    finally:
-        db.close()
+def get_db() -> Generator[Session, None, None]:
+    with Session(engine) as session:
+        yield session
 
 
 @app.middleware("http")
-async def authenticate(request: Request, call_next) -> Response:  # type: ignore
+async def authenticate(request: Request, call_next) -> Response:
     api_key = os.getenv("API_KEY", "")
 
     if (
@@ -190,23 +183,25 @@ def create_call_from_sdrtrunk(
     finally:
         os.unlink(raw_audio.name)
 
-    call = call_model.CallCreateSchema(
-        raw_metadata=dict(metadata), raw_audio_url=audio_url
-    )
+    call = models.CallCreate(raw_metadata=metadata, raw_audio_url=audio_url)
 
-    db_call = call_model.create_call(db=db, call=call)
+    db_call = models.create_call(db=db, call=call)
 
     if "digital" in metadata["audio_type"]:
         from app.radio.digital import build_transcribe_options
     elif metadata["audio_type"] == "analog":
         from app.radio.analog import build_transcribe_options
+    else:
+        raise HTTPException(
+            status_code=400, detail=f"Audio type {metadata['audio_type']} not supported"
+        )
 
     worker.queue_task(
         audio_url,
         metadata,
         build_transcribe_options(metadata),
         whisper_implementation=None,
-        id=db_call.id,  # type: ignore
+        id=db_call.id,
     )
 
     return Response("Call imported successfully.", status_code=200)
@@ -251,12 +246,12 @@ def queue_for_transcription(
         audio_url, metadata, build_transcribe_options(metadata), whisper_implementation
     )
 
-    return JSONResponse({"task_id": task.id}, status_code=201)  # type: ignore
+    return JSONResponse({"task_id": task.id}, status_code=201)
 
 
 @app.get("/tasks/{task_id}")
 def get_status(task_id: str) -> JSONResponse:
-    task_result = AsyncResult(task_id, app=worker.celery)  # type: ignore
+    task_result: AsyncResult = AsyncResult(task_id, app=worker.celery)
     result = {
         "task_id": task_id,
         "task_status": task_result.status,
@@ -269,17 +264,22 @@ def get_status(task_id: str) -> JSONResponse:
     return JSONResponse(result)
 
 
-@app.get("/calls/", response_model=list[call_model.CallSchema])
+@app.get("/calls/", response_model=models.CallsPublic)
 def read_calls(
     skip: int = 0, limit: int = 100, db: Session = Depends(get_db)
-) -> list[call_model.Call]:
-    calls = call_model.get_calls(db, skip=skip, limit=limit)
-    return calls
+) -> models.CallsPublic:
+    count_statement = select(func.count()).select_from(models.Call)
+    count = db.exec(count_statement).one()
+
+    statement = select(models.Call).offset(skip).limit(limit)
+    calls = db.exec(statement).all()
 
+    return models.CallsPublic(data=calls, count=count)
 
-@app.get("/calls/{call_id}", response_model=call_model.CallSchema)
-def read_call(call_id: int, db: Session = Depends(get_db)) -> call_model.Call:
-    db_call = call_model.get_call(db, call_id=call_id)
+
+@app.get("/calls/{call_id}", response_model=models.CallPublic)
+def read_call(call_id: int, db: Session = Depends(get_db)) -> models.Call:
+    db_call = db.get(models.Call, call_id)
     if db_call is None:
         raise HTTPException(status_code=404, detail="Call not found")
     return db_call
@@ -328,40 +328,38 @@ def create_call(
     else:
         raise HTTPException(status_code=400, detail="No audio provided")
 
-    call = call_model.CallCreateSchema(raw_metadata=metadata, raw_audio_url=audio_url)
+    call = models.CallCreate(raw_metadata=metadata, raw_audio_url=audio_url)
 
-    db_call = call_model.create_call(db=db, call=call)
+    db_call = models.create_call(db=db, call=call)
 
     task = worker.queue_task(
         audio_url,
         metadata,
         build_transcribe_options(metadata),
         whisper_implementation,
-        db_call.id,  # type: ignore
+        db_call.id,
     )
 
     return JSONResponse(
-        {
-            "task_id": task.id  # type: ignore
-        },
+        {"task_id": task.id},
         status_code=201,
     )
 
 
-@app.patch("/calls/{call_id}", response_model=call_model.CallSchema)
+@app.patch("/calls/{call_id}", response_model=models.CallPublic)
 def update_call(
-    call_id: int, call: call_model.CallUpdateSchema, db: Session = Depends(get_db)
-) -> call_model.Call:
-    db_call = call_model.get_call(db, call_id=call_id)
+    call_id: int, call: models.CallUpdate, db: Session = Depends(get_db)
+) -> models.Call:
+    db_call = db.get(models.Call, call_id)
     if db_call is None:
         raise HTTPException(status_code=404, detail="Call not found")
 
-    return call_model.update_call(db=db, call=call, db_call=db_call)
+    return models.update_call(db=db, call=call, db_call=db_call)
 
 
 @app.get("/talkgroups")
 def talkgroups(db: Session = Depends(get_db)) -> JSONResponse:
-    tgs = call_model.get_talkgroups(db, get_default_index_name())
+    tgs = models.get_talkgroups(db, get_default_index_name())
     return JSONResponse({"talkgroups": tgs})
 
 
diff --git a/app/bin/autoscale-vast.py b/app/bin/autoscale-vast.py
index 4c8945c..da16fe1 100755
--- a/app/bin/autoscale-vast.py
+++ b/app/bin/autoscale-vast.py
@@ -166,7 +166,7 @@ def _update_pending_instances(self, instances: list[dict]):
 
     def get_worker_status(self) -> list[dict]:
         workers = []
-        result = worker.celery.control.inspect(timeout=10).stats()  # type: ignore
+        result = worker.celery.control.inspect(timeout=10).stats()
         if result:
             for name, stats in result.items():
                 workers.append({"name": name, "stats": stats})
diff --git a/app/bin/import-to-db.py b/app/bin/import-to-db.py
index 597dbf7..339a7f1 100755
--- a/app/bin/import-to-db.py
+++ b/app/bin/import-to-db.py
@@ -36,8 +36,8 @@ def get_documents(
             MeiliDocument(hit) for hit in results["hits"]
         ]
     else:
-        results = index.get_documents(pagination)  # type: ignore
-        return results.total, results.results  # type: ignore
+        results = index.get_documents(pagination)
+        return results.total, results.results
 
 
 if __name__ == "__main__":
diff --git a/app/bin/migrate-from-meilisearch-to-typesense.py b/app/bin/migrate-from-meilisearch-to-typesense.py
index 2b60adb..f014afb 100755
--- a/app/bin/migrate-from-meilisearch-to-typesense.py
+++ b/app/bin/migrate-from-meilisearch-to-typesense.py
@@ -14,7 +14,7 @@
 # Load the .env file of our choice if specified before the regular .env can load
 load_dotenv(os.getenv("ENV"))
 
-from app.geocoding.geocoding import GeoResponse
+from app.geocoding.types import GeoResponse
 from app.models.metadata import Metadata
 from app.models.transcript import Transcript
 from app.search import helpers, adapters
@@ -26,7 +26,7 @@ def convert_document(document: MeiliDocument) -> helpers.Document:
 
     if hasattr(document, "_geo") and hasattr(document, "geo_formatted_address"):
         geo = GeoResponse(
-            geo=document._geo,  # type: ignore
+            geo=document._geo,
             geo_formatted_address=document.geo_formatted_address,
         )
     else:
@@ -109,7 +109,7 @@ def get_documents(index: Index, pagination: dict) -> Tuple[int, list[MeiliDocume
 
         # Create collection in typesense
         typesense_adapter.upsert_index(index)
-        collection_docs = typesense_adapter.client.collections[index].documents  # type: ignore
+        collection_docs = typesense_adapter.client.collections[index].documents
 
         total, _ = get_documents(meili_index, {"limit": 1})
         logging.info(f"Found {total} total documents")
diff --git a/app/bin/reindex.py b/app/bin/reindex.py
index c9b5c8d..afebdc8 100755
--- a/app/bin/reindex.py
+++ b/app/bin/reindex.py
@@ -14,7 +14,8 @@
 # Load the .env file of our choice if specified before the regular .env can load
 load_dotenv(os.getenv("ENV"))
 
-from app.geocoding.geocoding import GeoResponse, lookup_geo
+from app.geocoding.geocoding import lookup_geo
+from app.geocoding.types import GeoResponse
 from app.models.metadata import Metadata
 from app.models.transcript import Transcript
 from app.search import helpers
@@ -68,10 +69,10 @@ def update_document(
     if TALKGROUPS.get(metadata["short_name"]):
         try:
             talkgroup = TALKGROUPS[metadata["short_name"]][metadata["talkgroup"]]
-            metadata["talkgroup_tag"] = talkgroup["Alpha Tag"].strip()  # type: ignore
-            metadata["talkgroup_description"] = talkgroup["Description"].strip()  # type: ignore
-            metadata["talkgroup_group"] = talkgroup["Category"].strip()  # type: ignore
-            metadata["talkgroup_group_tag"] = talkgroup["Tag"].strip()  # type: ignore
+            metadata["talkgroup_tag"] = talkgroup["Alpha Tag"].strip()
+            metadata["talkgroup_description"] = talkgroup["Description"].strip()
+            metadata["talkgroup_group"] = talkgroup["Category"].strip()
+            metadata["talkgroup_group_tag"] = talkgroup["Tag"].strip()
         except KeyError:
             logging.warning(
                 f"Could not find talkgroup {metadata['talkgroup']} in {metadata['short_name']} CSV file"
@@ -84,7 +85,7 @@ def update_document(
         and document["geo_formatted_address"]
     ):
         geo = GeoResponse(
-            geo=document["_geo"],  # type: ignore
+            geo=document["_geo"],
             geo_formatted_address=document["geo_formatted_address"],
         )
     elif should_lookup_geo:
@@ -115,7 +116,7 @@ def update_document(
 #             build_transcribe_options(metadata),
 #             id=doc["id"],
 #             index_name=index.uid,
-#         )  # type: ignore
+#         )
 
 
 def load_csvs(
@@ -126,7 +127,7 @@ def load_csvs(
         for system, file in unit_tags:
             tags = []
             with open(file, newline="") as csvfile:
-                unit_reader = csv.reader(csvfile, escapechar="\\")  # type: ignore
+                unit_reader = csv.reader(csvfile, escapechar="\\")
                 for row in unit_reader:
                     tags.append(row)
             UNIT_TAGS[system] = tags
@@ -137,8 +138,8 @@ def load_csvs(
             tgs = {}
             with open(file, newline="") as csvfile:
                 tg_reader = csv.DictReader(csvfile)
-                for row in tg_reader:  # type: ignore
-                    tgs[int(row["Decimal"])] = row  # type: ignore
+                for row in tg_reader:
+                    tgs[int(row["Decimal"])] = row
             TALKGROUPS[system] = tgs
 
     return UNIT_TAGS, TALKGROUPS
diff --git a/app/geocoding/geocoding.py b/app/geocoding/geocoding.py
index eb09fd4..9e9a6a3 100644
--- a/app/geocoding/geocoding.py
+++ b/app/geocoding/geocoding.py
@@ -1,7 +1,7 @@
 import logging
 import re
 import os
-from typing import Any, TypedDict
+from typing import Any
 
 import sentry_sdk
 from geopy.location import Location
@@ -13,16 +13,7 @@
 from app.models.metadata import Metadata
 from app.models.transcript import Transcript
 from app.geocoding import llm
-
-
-class Geo(TypedDict):
-    lat: float
-    lng: float
-
-
-class GeoResponse(TypedDict):
-    geo: Geo
-    geo_formatted_address: str
+from app.geocoding.types import AddressParts, GeoResponse
 
 
 def build_address_regex(include_intersections: bool = True) -> str:
@@ -95,7 +86,7 @@ def contains_address(transcript: str) -> bool:
 
 
 def geocode(
-    address_parts: dict[str, str | None], geocoder: str | None = None
+    address_parts: AddressParts, geocoder: str | None = None
 ) -> GeoResponse | None:  # pragma: no cover
     query: dict[str, Any] = {
         "query": f"{address_parts['address']}, {address_parts['city']}, {address_parts['state']}, {address_parts['country']}"
@@ -243,7 +234,7 @@ def lookup_geo(
     if geocoding_systems == "*" or metadata["short_name"] in filter(
         lambda name: len(name), geocoding_systems.split(",")
     ):
-        default_address_parts = {
+        default_address_parts: AddressParts = {
             "city": os.getenv("GEOCODING_CITY"),
             "state": os.getenv("GEOCODING_STATE"),
             "country": os.getenv("GEOCODING_COUNTRY", "US"),
@@ -251,8 +242,7 @@ def lookup_geo(
         bounds_raw = os.getenv("GEOCODING_BOUNDS")
         if bounds_raw:
             default_address_parts["bounds"] = [
-                Point(bound)
-                for bound in bounds_raw.split("|")  # type: ignore
+                Point(bound) for bound in bounds_raw.split("|")
             ]
         else:
             default_address_parts["bounds"] = None
@@ -261,7 +251,7 @@ def lookup_geo(
 
         transcript_txt = transcript.txt_nosrc
 
-        address_parts = default_address_parts.copy()
+        address_parts: AddressParts = default_address_parts.copy()
         # TODO: how can we extract the city and state from the metadata?
         address_parts["address"] = extract_address(transcript_txt)
         if address_parts["address"]:
diff --git a/app/geocoding/llm.py b/app/geocoding/llm.py
index 5f8b304..dbbeebc 100644
--- a/app/geocoding/llm.py
+++ b/app/geocoding/llm.py
@@ -5,6 +5,7 @@
 import google.generativeai as genai
 import google.ai.generativelanguage as generativelanguage
 
+from app.geocoding.types import AddressParts
 from app.models.metadata import Metadata
 
 
@@ -54,7 +55,7 @@ def generate_content(model: genai.GenerativeModel, prompt: str | list[str]) -> s
 
 def extract_address(
     model: genai.GenerativeModel, transcript: str, metadata: Metadata
-) -> dict[str, str] | None:
+) -> AddressParts | None:
     prompt = [
         "You are a 911 dispatch transcript analyzer. You respond only in JSON. You return the address, city, and state found in a given transcript, if an address is present. If no address is present, you return null. Use the additional talkgroup data in determining the city and state.\n",
         f"Department: {metadata['talkgroup_group']}",
@@ -70,11 +71,13 @@ def extract_address(
         logging.debug("Generated content: " + output)
         result = json.loads(output[output.index("{") : output.rindex("}") + 1])
         if result["address"] and result["city"] and result["state"]:
-            return {
-                "address": result["address"],
-                "city": result["city"],
-                "state": result["state"],
-            }
+            return AddressParts(
+                {
+                    "address": result["address"],
+                    "city": result["city"],
+                    "state": result["state"],
+                }
+            )
     except Exception as e:
         logging.debug(e)
 
diff --git a/app/geocoding/types.py b/app/geocoding/types.py
new file mode 100644
index 0000000..e25fbee
--- /dev/null
+++ b/app/geocoding/types.py
@@ -0,0 +1,21 @@
+from typing import NotRequired, TypedDict
+
+from geopy.point import Point
+
+
+class Geo(TypedDict):
+    lat: float
+    lng: float
+
+
+class GeoResponse(TypedDict):
+    geo: Geo
+    geo_formatted_address: str
+
+
+class AddressParts(TypedDict):
+    address: NotRequired[str | None]
+    city: str | None
+    state: str | None
+    country: NotRequired[str | None]
+    bounds: NotRequired[list[Point] | None]
diff --git a/app/models/base.py b/app/models/base.py
deleted file mode 100644
index fa2b68a..0000000
--- a/app/models/base.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from sqlalchemy.orm import DeclarativeBase
-
-
-class Base(DeclarativeBase):
-    pass
diff --git a/app/models/call.py b/app/models/call.py
deleted file mode 100644
index 3686663..0000000
--- a/app/models/call.py
+++ /dev/null
@@ -1,89 +0,0 @@
-from typing import List, Optional, Tuple
-
-from pydantic import BaseModel
-from sqlalchemy import Column, Integer, String, text
-from sqlalchemy.dialects.postgresql import JSONB
-from sqlalchemy.ext.mutable import MutableDict, MutableList
-from sqlalchemy.orm import Session
-
-from app.geocoding.geocoding import GeoResponse
-
-from .base import Base
-
-
-class Call(Base):
-    __tablename__ = "calls"
-
-    id = Column(Integer, primary_key=True, index=True)
-    raw_metadata = Column(MutableDict.as_mutable(JSONB))  # type: ignore
-    raw_audio_url = Column(String)
-    raw_transcript = Column(MutableList.as_mutable(JSONB), nullable=True)  # type: ignore
-    geo = Column(MutableDict.as_mutable(JSONB), nullable=True)  # type: ignore
-
-
-class CallBaseSchema(BaseModel):
-    pass
-
-
-class CallCreateSchema(CallBaseSchema):
-    raw_metadata: dict
-    raw_audio_url: str
-
-
-class CallUpdateSchema(CallBaseSchema):
-    raw_transcript: List[Tuple]
-    geo: Optional[GeoResponse] = None
-
-
-class CallSchema(CallBaseSchema):
-    id: int
-    raw_metadata: dict
-    raw_audio_url: str
-    raw_transcript: Optional[List[Tuple]] = None
-    geo: Optional[GeoResponse] = None
-
-    class Config:
-        from_attributes = True
-
-
-def get_call(db: Session, call_id: int) -> Call | None:
-    return db.query(Call).filter(Call.id == call_id).first()
-
-
-def get_calls(db: Session, skip: int = 0, limit: int = 100) -> List[Call]:
-    return db.query(Call).offset(skip).limit(limit).all()
-
-
-def create_call(db: Session, call: CallCreateSchema) -> Call:
-    db_call = Call(raw_metadata=call.raw_metadata, raw_audio_url=call.raw_audio_url)
-    db.add(db_call)
-    db.commit()
-    db.refresh(db_call)
-    return db_call
-
-
-def update_call(db: Session, call: CallUpdateSchema, db_call: Call) -> Call:
-    db_call.raw_transcript = call.raw_transcript  # type: ignore
-    db_call.geo = call.geo  # type: ignore
-    db.commit()
-    db.refresh(db_call)
-    return db_call
-
-
-def get_talkgroups(db: Session, table_name: str) -> List[dict]:
-    query = f"""
-        SELECT
-            raw_metadata::jsonb ->> 'short_name' AS short_name,
-            raw_metadata::jsonb ->> 'talkgroup_group' AS talkgroup_group,
-            raw_metadata::jsonb ->> 'talkgroup_tag' AS talkgroup_tag,
-            raw_metadata::jsonb ->> 'talkgroup' AS talkgroup
-        FROM
-            {table_name}
-        WHERE
-            raw_metadata::jsonb ->> 'talkgroup_tag' != ''
-        GROUP BY
-            short_name, talkgroup_group, talkgroup_tag, talkgroup
-    """
-
-    result = db.execute(text(query)).fetchall()
-    return [dict(row._mapping) for row in result]
diff --git a/app/models/database.py b/app/models/database.py
index 48517e4..385f978 100644
--- a/app/models/database.py
+++ b/app/models/database.py
@@ -1,7 +1,6 @@
 import os
 
-from sqlalchemy import create_engine
-from sqlalchemy.orm import sessionmaker
+from sqlmodel import create_engine
 
 SQLALCHEMY_DATABASE_URL = f"postgresql+psycopg://{os.getenv('POSTGRES_USER')}:{os.getenv('POSTGRES_PASSWORD')}@{os.getenv('POSTGRES_HOST')}/{os.getenv('POSTGRES_DB')}"
 
@@ -9,4 +8,3 @@
     SQLALCHEMY_DATABASE_URL,
     max_overflow=int(os.getenv("DB_CONNECTION_POOL_MAX_OVERFLOW", 100)),
 )
-SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
diff --git a/app/models/metadata.py b/app/models/metadata.py
index 6593dfd..1deae82 100644
--- a/app/models/metadata.py
+++ b/app/models/metadata.py
@@ -1,4 +1,4 @@
-from typing import Literal, TypedDict
+from typing import Literal, NotRequired, TypedDict
 
 
 class FreqListItem(TypedDict):
@@ -15,7 +15,7 @@ class SrcListItem(TypedDict):
     emergency: Literal[0, 1]
     signal_system: str
     tag: str
-    transcript_prompt: str
+    transcript_prompt: NotRequired[str]
 
 
 class SearchableMetadata(TypedDict):
diff --git a/app/models/models.py b/app/models/models.py
new file mode 100644
index 0000000..2f81263
--- /dev/null
+++ b/app/models/models.py
@@ -0,0 +1,83 @@
+from sqlalchemy import Column, text
+from sqlalchemy.dialects.postgresql import JSONB
+from sqlmodel import SQLModel, Session, Field
+
+from app.geocoding.types import GeoResponse
+from .metadata import Metadata
+from .transcript import RawTranscript
+
+
+class Base(SQLModel):
+    pass
+
+
+class CallBase(Base):
+    raw_metadata: Metadata = Field(sa_column=Column(JSONB))
+    raw_audio_url: str
+    raw_transcript: RawTranscript | None = Field(
+        default=None, sa_column=Column(JSONB, nullable=True)
+    )
+    geo: GeoResponse | None = Field(
+        default=None, sa_column=Column(JSONB, nullable=True)
+    )
+
+
+class Call(CallBase, table=True):
+    __tablename__ = "calls"
+    id: int | None = Field(default=None, primary_key=True)
+
+
+class CallCreate(CallBase):
+    pass
+
+
+class CallUpdate(Base):
+    raw_metadata: Metadata | None = None
+    raw_audio_url: str | None = None
+    raw_transcript: RawTranscript | None = None
+    geo: GeoResponse | None = None
+
+
+class CallPublic(CallBase):
+    id: int
+
+
+class CallsPublic(Base):
+    data: list[CallPublic]
+    count: int
+
+
+def create_call(db: Session, call: CallCreate) -> Call:
+    db_call = Call.model_validate(call)
+    db.add(db_call)
+    db.commit()
+    db.refresh(db_call)
+    return db_call
+
+
+def update_call(db: Session, call: CallUpdate, db_call: Call) -> Call:
+    call_data = call.model_dump(exclude_unset=True)
+    db_call.sqlmodel_update(call_data)
+    db.add(db_call)
+    db.commit()
+    db.refresh(db_call)
+    return db_call
+
+
+def get_talkgroups(db: Session, table_name: str) -> list[dict]:
+    query = f"""
+        SELECT
+            raw_metadata::jsonb ->> 'short_name' AS short_name,
+            raw_metadata::jsonb ->> 'talkgroup_group' AS talkgroup_group,
+            raw_metadata::jsonb ->> 'talkgroup_tag' AS talkgroup_tag,
+            raw_metadata::jsonb ->> 'talkgroup' AS talkgroup
+        FROM
+            {table_name}
+        WHERE
+            raw_metadata::jsonb ->> 'talkgroup_tag' != ''
+        GROUP BY
+            short_name, talkgroup_group, talkgroup_tag, talkgroup
+    """
+
+    result = db.execute(text(query)).fetchall()
+    return [dict(row._mapping) for row in result]
diff --git a/app/models/transcript.py b/app/models/transcript.py
index f8faaa3..2201cb3 100644
--- a/app/models/transcript.py
+++ b/app/models/transcript.py
@@ -1,10 +1,10 @@
 import json
-from typing import Tuple, TypeAlias, Union
+from typing import Tuple, TypeAlias
 
 from app.whisper.exceptions import WhisperException
 from .metadata import SrcListItem
 
-RawTranscript: TypeAlias = list[Tuple[Union[None, SrcListItem], str]]
+RawTranscript: TypeAlias = list[Tuple[None | SrcListItem, str]]
 
 
 # TODO: write tests
diff --git a/app/notifications/config.py b/app/notifications/config.py
index f9dff46..996eadd 100644
--- a/app/notifications/config.py
+++ b/app/notifications/config.py
@@ -4,7 +4,7 @@
 from typing import Optional, TypedDict
 
 from app.utils import api_client
-from app.geocoding.geocoding import Geo
+from app.geocoding.types import Geo
 
 
 class LocationAlertConfig(TypedDict):
@@ -30,7 +30,7 @@ class NotificationConfig(TypedDict):
 @lru_cache()
 def get_notifications_config(
     ttl_hash: Optional[int] = None,
-) -> dict[str, NotificationConfig]:  # type: ignore
+) -> dict[str, NotificationConfig]:
     del ttl_hash
 
     path = "config/notifications.json"
diff --git a/app/search/adapters.py b/app/search/adapters.py
index b4e25bd..c84a4e8 100644
--- a/app/search/adapters.py
+++ b/app/search/adapters.py
@@ -15,7 +15,7 @@
 from meilisearch.index import Index
 from typesense.exceptions import ObjectNotFound, TypesenseClientError
 
-from app.geocoding.geocoding import GeoResponse
+from app.geocoding.types import GeoResponse
 from app.models.metadata import Metadata
 from app.models.transcript import Transcript
 from app.search.helpers import (
@@ -240,7 +240,7 @@ def index_call(
             self.created_indexes.add(index_name)
 
         try:
-            self.client.index(index_name).add_documents([doc])  # type: ignore
+            self.client.index(index_name).add_documents([doc])
         except MeilisearchApiError as err:
             # Raise a different exception because of https://github.com/celery/celery/issues/6990
             raise MeilisearchError(str(err))
@@ -429,7 +429,7 @@ def __init__(
         self.set_index(index_name)
 
     def set_index(self, index_name: str) -> None:
-        self.index: Collection = self.client.collections[index_name]  # type: ignore
+        self.index: Collection = self.client.collections[index_name]
 
     def build_document(
         self,
@@ -542,10 +542,10 @@ def index_call(
             index_name = get_default_index_name(call_time)
 
         try:
-            self.client.collections[index_name].documents.upsert(doc)  # type: ignore
+            self.client.collections[index_name].documents.upsert(doc)
         except ObjectNotFound:
             self.upsert_index(index_name)
-            self.client.collections[index_name].documents.upsert(doc)  # type: ignore
+            self.client.collections[index_name].documents.upsert(doc)
         except TypesenseClientError as err:
             raise Exception(str(err))
 
@@ -592,7 +592,7 @@ def upsert_index(
         }
 
         if enable_embeddings:
-            schema["fields"].append(  # type: ignore
+            schema["fields"].append(
                 {
                     "name": "embedding",
                     "type": "float[]",
@@ -616,10 +616,10 @@ def upsert_index(
                 }
             )
 
-        collection: Collection = self.client.collections[index_name]  # type: ignore
+        collection: Collection = self.client.collections[index_name]
 
         try:
-            collection_details = collection.retrieve()  # type: ignore
+            collection_details = collection.retrieve()
         except ObjectNotFound:
             return self.client.collections.create(schema)
 
@@ -630,9 +630,13 @@ def upsert_index(
             fields_to_update: list[TypesenseField] = []
 
             def assert_equal(expected: TypesenseField, actual: TypesenseField) -> bool:
-                return all(
-                    expected[key] == actual[key]  # type: ignore
-                    for key in expected
+                return (
+                    expected["name"] == actual["name"]
+                    and expected.get("type") == actual.get("type")
+                    and expected.get("facet") == actual.get("facet")
+                    and expected.get("optional") == actual.get("optional")
+                    and expected.get("embed") == actual.get("embed")
+                    and expected.get("drop") == actual.get("drop")
                 )
 
             # Add new or modified fields
@@ -657,12 +661,12 @@ def assert_equal(expected: TypesenseField, actual: TypesenseField) -> bool:
             if fields_to_update:
                 logging.info(f"Updating schema: {str(fields_to_update)}")
                 if not dry_run:
-                    collection.update({"fields": fields_to_update})  # type: ignore
+                    collection.update({"fields": fields_to_update})
         return collection
 
     def delete_index(self) -> None:
         try:
-            self.index.delete()  # type: ignore
+            self.index.delete()
         except ObjectNotFound:
             pass
 
@@ -676,7 +680,7 @@ def index_calls(self, documents: list[Document]) -> bool:
     def search(self, query: str, options: dict) -> dict:
         options["q"] = query
         options["query_by"] = "transcript_plaintext"
-        return self.index.documents.search(options)  # type: ignore
+        return self.index.documents.search(options)
 
     def get_documents(
         self, pagination: dict, search: dict | None = None
diff --git a/app/utils/api_client.py b/app/utils/api_client.py
index 19b263c..a68027c 100644
--- a/app/utils/api_client.py
+++ b/app/utils/api_client.py
@@ -1,10 +1,11 @@
+import json
 import logging
 import os
 
 import requests
 
 
-def call(method: str, path: str, **kwargs):  # type: ignore
+def call(method: str, path: str, **kwargs):
     """Constructs and sends a :class:`Request <Request>`.
 
     :param method: method for the new :class:`Request` object: ``GET``, ``OPTIONS``, ``HEAD``, ``POST``, ``PUT``, ``PATCH``, or ``DELETE``.
@@ -55,7 +56,7 @@ def call(method: str, path: str, **kwargs):  # type: ignore
     )
     if r.status_code >= 400:
         try:
-            logging.error(r.json())
+            logging.error(json.dumps(r.json(), indent=2))
         finally:
             r.raise_for_status()
     return r.json()
diff --git a/app/utils/storage.py b/app/utils/storage.py
index 835188b..3c6446c 100644
--- a/app/utils/storage.py
+++ b/app/utils/storage.py
@@ -15,7 +15,7 @@
 
 
 @lru_cache()
-def get_storage_client():  # type: ignore
+def get_storage_client():
     return boto3.resource(
         service_name="s3",
         endpoint_url=os.getenv("S3_ENDPOINT"),
@@ -57,7 +57,7 @@ def fetch_audio(audio_url: str) -> str:
     mp3_file = tempfile.NamedTemporaryFile(delete=False, suffix=".mp3")
     if audio_url.startswith("data:"):
         uri = DataURI(audio_url)
-        mp3_file.write(uri.data)  # type: ignore
+        mp3_file.write(uri.data)
         mp3_file.close()
     else:
         # Do this replacement so we can use the correct URL inside of Docker
diff --git a/app/whisper/config.py b/app/whisper/config.py
index d6a3cd9..4077511 100644
--- a/app/whisper/config.py
+++ b/app/whisper/config.py
@@ -5,7 +5,7 @@
 
 
 @lru_cache()
-def get_whisper_config(ttl_hash=None) -> dict[str, Any]:  # type: ignore
+def get_whisper_config(ttl_hash=None) -> dict[str, Any]:
     del ttl_hash
 
     whisper_kwargs = {
@@ -37,5 +37,5 @@ def get_transcript_cleanup_config(ttl_hash=None) -> TranscriptCleanupConfig:
     config = "config/transcript_cleanup.json"
     if os.path.isfile(config):
         with open(config) as file:
-            return json.load(file)  # type: ignore
+            return json.load(file)
     return []
diff --git a/app/whisper/deepgram.py b/app/whisper/deepgram.py
index 6f5c215..b48ebfe 100644
--- a/app/whisper/deepgram.py
+++ b/app/whisper/deepgram.py
@@ -27,7 +27,7 @@ def transcribe(
         )
         response: PrerecordedResponse = self.client.listen.prerecorded.v(
             "1"
-        ).transcribe_file(payload, deepgram_options, timeout=120)  # type: ignore
+        ).transcribe_file(payload, deepgram_options, timeout=120)
 
         if (
             response.results
diff --git a/app/whisper/faster_whisper.py b/app/whisper/faster_whisper.py
index 8721681..e2db0cb 100644
--- a/app/whisper/faster_whisper.py
+++ b/app/whisper/faster_whisper.py
@@ -12,7 +12,7 @@ def __init__(self, model_name: str):
         device = torch_device.split(":")[0]
         device_index = torch_device.split(":")[1] if ":" in torch_device else "0"
         device_index = (
-            [int(i) for i in device_index.split(",")]  # type: ignore
+            [int(i) for i in device_index.split(",")]
             if "," in device_index
             else int(device_index)
         )
@@ -45,7 +45,7 @@ def transcribe(
 
         result: WhisperResult = {"segments": [], "text": "", "language": language}
         if len(segments):
-            result["segments"] = [dict(segment._asdict()) for segment in segments]  # type: ignore
+            result["segments"] = [dict(segment._asdict()) for segment in segments]
             result["text"] = "\n".join(
                 [segment["text"] for segment in result["segments"]]
             )
diff --git a/app/whisper/openai.py b/app/whisper/openai.py
index a23edac..ae077e4 100644
--- a/app/whisper/openai.py
+++ b/app/whisper/openai.py
@@ -26,4 +26,4 @@ def transcribe(
             prompt=prompt,
             response_format="verbose_json",
             language=language,
-        ).model_dump()  # type: ignore
+        ).model_dump()
diff --git a/app/whisper/transcribe.py b/app/whisper/transcribe.py
index 842468b..bab6a82 100644
--- a/app/whisper/transcribe.py
+++ b/app/whisper/transcribe.py
@@ -80,7 +80,7 @@ def transcribe(
 #             except WhisperException:
 #                 cleaned_results.append(None)
 #         return cleaned_results
-#     return results  # type: ignore
+#     return results
 
 
 def cleanup_transcript(
diff --git a/app/whisper/whisper_s2t.py b/app/whisper/whisper_s2t.py
index 4dc817a..666d9a1 100644
--- a/app/whisper/whisper_s2t.py
+++ b/app/whisper/whisper_s2t.py
@@ -15,7 +15,7 @@ def __init__(self, model_name: str):
         device = torch_device.split(":")[0]
         device_index = torch_device.split(":")[1] if ":" in torch_device else "0"
         device_index = (
-            [int(i) for i in device_index.split(",")]  # type: ignore
+            [int(i) for i in device_index.split(",")]
             if "," in device_index
             else int(device_index)
         )
diff --git a/app/worker.py b/app/worker.py
index 74294d6..8bf110e 100644
--- a/app/worker.py
+++ b/app/worker.py
@@ -5,7 +5,6 @@
 import os
 import signal
 from hashlib import sha256
-from multiprocessing.pool import AsyncResult
 from typing import Optional
 
 import requests
@@ -60,8 +59,7 @@
     backend=result_backend,
     task_acks_late=True,
     worker_cancel_long_running_tasks_on_connection_loss=True,
-    worker_prefetch_multiplier=os.getenv("CELERY_PREFETCH_MULTIPLIER", 1),
-    timezone="UTC",
+    worker_prefetch_multiplier=int(os.getenv("CELERY_PREFETCH_MULTIPLIER", 1)),
 )
 celery.conf.task_default_queue = CELERY_DEFAULT_QUEUE
 search_adapters: list[SearchAdapter] = []
@@ -78,7 +76,7 @@ def queue_task(
     whisper_implementation: Optional[str] = None,
     id: Optional[int | str] = None,
     index_name: Optional[str] = None,
-) -> AsyncResult[str]:
+):
     return (
         transcribe_task.s(options, audio_url, whisper_implementation).set(
             queue=CELERY_DEFAULT_QUEUE
@@ -92,7 +90,7 @@ def queue_task(
 
 
 @signals.task_prerun.connect
-def task_prerun(**kwargs):  # type: ignore
+def task_prerun(**kwargs):
     # If we've only had failing tasks on this worker, terminate it
     if len(recent_job_results) == 5 and states.SUCCESS not in recent_job_results:
         logger.fatal(
@@ -115,21 +113,21 @@ def task_prerun(**kwargs):  # type: ignore
 
 
 @signals.task_postrun.connect
-def task_postrun(**kwargs):  # type: ignore
+def task_postrun(**kwargs):
     recent_job_results.insert(0, kwargs["state"])
     if len(recent_job_results) > 5:
         recent_job_results.pop()
 
 
-@signals.task_unknown.connect  # type: ignore
-def task_unknown(**kwargs):  # type: ignore
+@signals.task_unknown.connect
+def task_unknown(**kwargs):
     logger.exception(kwargs["exc"])
     logger.fatal("Unknown job, exiting...")
     os.kill(os.getpid(), signal.SIGQUIT)
 
 
-@signals.task_retry.connect  # type: ignore
-def task_retry(**kwargs):  # type: ignore
+@signals.task_retry.connect
+def task_retry(**kwargs):
     if isinstance(kwargs["reason"], WhisperException):
         return
     logger.exception(kwargs["reason"])
@@ -155,7 +153,7 @@ def transcribe_task(
     audio_file = fetch_audio(audio_url)
     try:
         return transcribe(
-            model=self.model(whisper_implementation),  # type: ignore
+            model=self.model(whisper_implementation),
             audio_file=audio_file,
             options=options,
         )
@@ -199,7 +197,7 @@ def post_transcribe_task(
         api_client.call(
             "patch",
             f"calls/{id}",
-            json={"raw_transcript": transcript.transcript},
+            json={"raw_transcript": transcript.transcript, "geo": geo},
         )
 
     global search_adapters
diff --git a/poetry.lock b/poetry.lock
index b6428c5..9524f7c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -145,6 +145,25 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "alembic"
+version = "1.14.0"
+description = "A database migration tool for SQLAlchemy."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "alembic-1.14.0-py3-none-any.whl", hash = "sha256:99bd884ca390466db5e27ffccff1d179ec5c05c965cfefc0607e69f9e411cb25"},
+    {file = "alembic-1.14.0.tar.gz", hash = "sha256:b00892b53b3642d0b8dbedba234dbf1924b69be83a9a769d5a624b01094e304b"},
+]
+
+[package.dependencies]
+Mako = "*"
+SQLAlchemy = ">=1.3.0"
+typing-extensions = ">=4"
+
+[package.extras]
+tz = ["backports.zoneinfo"]
+
 [[package]]
 name = "amqp"
 version = "5.3.1"
@@ -242,17 +261,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.35.87"
+version = "1.35.90"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.87-py3-none-any.whl", hash = "sha256:588ab05e2771c50fca5c242be14e7a25200ffd3dd95c45950ce40993473864c7"},
-    {file = "boto3-1.35.87.tar.gz", hash = "sha256:341c58602889078a4a25dc4331b832b5b600a33acd73471d2532c6f01b16fbb4"},
+    {file = "boto3-1.35.90-py3-none-any.whl", hash = "sha256:b0874233057995a8f0c813f5b45a36c09630e74c43d7a7c64db2feef2915d493"},
+    {file = "boto3-1.35.90.tar.gz", hash = "sha256:dc56caaaab2157a4bfc109c88b50cd032f3ac66c06d17f8ee335b798eaf53e5c"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.87,<1.36.0"
+botocore = ">=1.35.90,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -261,13 +280,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.35.87"
-description = "Type annotations for boto3 1.35.87 generated with mypy-boto3-builder 8.7.0"
+version = "1.35.90"
+description = "Type annotations for boto3 1.35.90 generated with mypy-boto3-builder 8.7.0"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3_stubs-1.35.87-py3-none-any.whl", hash = "sha256:76bb623169ee670ca04c07ccdde5218380b7ccc9803b2730e90e436fb42f4298"},
-    {file = "boto3_stubs-1.35.87.tar.gz", hash = "sha256:85c1a54f30e33b5ab3946133275bef3fce1f7ae8fd97525532310f573bd0e38e"},
+    {file = "boto3_stubs-1.35.90-py3-none-any.whl", hash = "sha256:68f384c11267c0eac982e041e4af0bc88efae6816b8def74aca40de76acbd45d"},
+    {file = "boto3_stubs-1.35.90.tar.gz", hash = "sha256:23a3834d51c603b808847df5dd56b6c75d9c39e897848e65570d86b415d5f469"},
 ]
 
 [package.dependencies]
@@ -322,7 +341,7 @@ bedrock-data-automation-runtime = ["mypy-boto3-bedrock-data-automation-runtime (
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.35.0,<1.36.0)"]
 billing = ["mypy-boto3-billing (>=1.35.0,<1.36.0)"]
 billingconductor = ["mypy-boto3-billingconductor (>=1.35.0,<1.36.0)"]
-boto3 = ["boto3 (==1.35.87)"]
+boto3 = ["boto3 (==1.35.90)"]
 braket = ["mypy-boto3-braket (>=1.35.0,<1.36.0)"]
 budgets = ["mypy-boto3-budgets (>=1.35.0,<1.36.0)"]
 ce = ["mypy-boto3-ce (>=1.35.0,<1.36.0)"]
@@ -687,13 +706,13 @@ xray = ["mypy-boto3-xray (>=1.35.0,<1.36.0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.87"
+version = "1.35.90"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.87-py3-none-any.whl", hash = "sha256:81cf84f12030d9ab3829484b04765d5641697ec53c2ac2b3987a99eefe501692"},
-    {file = "botocore-1.35.87.tar.gz", hash = "sha256:3062d073ce4170a994099270f469864169dc1a1b8b3d4a21c14ce0ae995e0f89"},
+    {file = "botocore-1.35.90-py3-none-any.whl", hash = "sha256:51dcbe1b32e2ac43dac17091f401a00ce5939f76afe999081802009cce1e92e4"},
+    {file = "botocore-1.35.90.tar.gz", hash = "sha256:f007f58e8e3c1ad0412a6ddfae40ed92a7bca571c068cb959902bcf107f2ae48"},
 ]
 
 [package.dependencies]
@@ -706,13 +725,13 @@ crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.35.87"
+version = "1.35.90"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore_stubs-1.35.87-py3-none-any.whl", hash = "sha256:78645741966528d2cf1b6c140645766221cca39075acaa321af60751efe40645"},
-    {file = "botocore_stubs-1.35.87.tar.gz", hash = "sha256:09e2a2c0757fb95a0ca595c724eb5a151f1c4c264b51c43cbdb55853a796c4c4"},
+    {file = "botocore_stubs-1.35.90-py3-none-any.whl", hash = "sha256:f7fd78d84f49d28692662b9bdeb4c92f1bf8a5707d0c28c8544399005b02823b"},
+    {file = "botocore_stubs-1.35.90.tar.gz", hash = "sha256:c6b294cae436eaaf87dcb717e4348c250ea1fc170336579da114b693663d8e42"},
 ]
 
 [package.dependencies]
@@ -843,19 +862,18 @@ files = [
 celery = ">=5.0,<5.4"
 
 [[package]]
-name = "celery-stubs"
-version = "0.1.3"
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 yaml = ["PyYAML (>=3.10)"]
 zookeeper = ["kazoo (>=2.8.0)"]
 
+[[package]]
+name = "mako"
+version = "1.3.8"
+description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
+optional = false
+python-versions = ">=3.8"
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+]
+
+[package.dependencies]
+MarkupSafe = ">=0.9.2"
+
+[package.extras]
+babel = ["Babel"]
+lingua = ["lingua"]
+testing = ["pytest"]
+
 [[package]]
 name = "markdown"
 version = "3.7"
@@ -1971,6 +2008,76 @@ files = [
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 testing = ["coverage", "pyyaml"]
 
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 ]
 
 [package.extras]
@@ -3265,6 +3378,21 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
+[[package]]
+name = "sqlmodel"
+version = "0.0.22"
+description = "SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "sqlmodel-0.0.22-py3-none-any.whl", hash = "sha256:a1ed13e28a1f4057cbf4ff6cdb4fc09e85702621d3259ba17b3c230bfb2f941b"},
+    {file = "sqlmodel-0.0.22.tar.gz", hash = "sha256:7d37c882a30c43464d143e35e9ecaf945d88035e20117bf5ec2834a23cbe505e"},
+]
+
+[package.dependencies]
+pydantic = ">=1.10.13,<3.0.0"
+SQLAlchemy = ">=2.0.14,<2.1.0"
+
 [[package]]
 name = "starlette"
 version = "0.41.3"
@@ -3863,4 +3991,4 @@ propcache = ">=0.2.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.12"
-content-hash = "bcf80c24f21cf923bb88d8810050fa100864b57d01c356ed40b733ac48087fc4"
+content-hash = "05e012aa46486a043014b02eb86cfd5bbc871bd64221373c398768c6c91177c7"
diff --git a/pyproject.toml b/pyproject.toml
index d63bddf..d8b5fad 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,18 +33,20 @@ requests-cache = "^1.2.0"
 celery-batches = "^0.8.1"
 vastai = "^0.2.6"
 typesense = "^0.21.0"
+sqlmodel = "^0.0.22"
+alembic = "^1.14.0"
 
 
 [tool.poetry.group.dev.dependencies]
 coverage = "^7.2.5"
 pytest = "^8.3.2"
-mypy = "^1.11.2"
+mypy = "^1.14.0"
 ruff = "^0.6.3"
-celery-stubs = "^0.1.3"
 types-requests = "^2.32.0.20240712"
 types-cachetools = "^5.5.0.20240820"
 types-pytz = "^2024.1.0.20240417"
 pytest-dotenv = "^0.5.2"
+celery-types = "^0.22.0"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/tests/geocoding/test_geocoding.py b/tests/geocoding/test_geocoding.py
index 67e06d6..6dfdf57 100644
--- a/tests/geocoding/test_geocoding.py
+++ b/tests/geocoding/test_geocoding.py
@@ -22,7 +22,7 @@ def test_lookup_geo_with_llm(self):
                         "short_name": "sc21102",
                         "talkgroup_description": "3 East: Elmhurst, Oakbrook Terrace Police",
                         "talkgroup_group": "DuPage County - DuPage Public Safety Communications (DU-COMM)",
-                    }  # type: ignore
+                    }
                 ),
                 Transcript(
                     [
@@ -41,7 +41,7 @@ def test_lookup_geo_with_llm(self):
                         "short_name": "chisuburbs",
                         "talkgroup_description": "Fire Dispatch: South",
                         "talkgroup_group": "Regional Emergency Dispatch - RED Center (Northbrook)",
-                    }  # type: ignore
+                    }
                 ),
                 Transcript(
                     [
@@ -68,7 +68,7 @@ def test_lookup_geo_with_llm(self):
                         "short_name": "chi_oemc",
                         "talkgroup_description": "Fire Supression North",
                         "talkgroup_group": "Chicago Fire Department",
-                    }  # type: ignore
+                    }
                 ),
                 Transcript(
                     [
@@ -95,7 +95,7 @@ def test_lookup_geo_with_llm(self):
                         "short_name": "chi_cpd",
                         "talkgroup_description": "Citywide 1",
                         "talkgroup_group": "Chicago Police Department",
-                    }  # type: ignore
+                    }
                 ),
                 Transcript(
                     [
diff --git a/tests/notification/test_notification.py b/tests/notification/test_notification.py
index 519bb95..844c988 100644
--- a/tests/notification/test_notification.py
+++ b/tests/notification/test_notification.py
@@ -235,7 +235,7 @@ def test_alerts_when_keyword_and_traveltime_match(self):
 
         should_send, title, body = notification.should_send_alert(
             config, transcript, geo
-        )  # type: ignore
+        )
 
         self.assertTrue(should_send)
         self.assertRegex(
@@ -263,7 +263,7 @@ def test_does_not_alert_when_keyword_and_traveltime_do_not_match(self):
 
         should_send, title, body = notification.should_send_alert(
             config, transcript, geo
-        )  # type: ignore
+        )
 
         self.assertFalse(should_send)
         self.assertEqual(title, "")
@@ -284,7 +284,7 @@ def test_does_not_alert_when_keyword_does_not_match(self):
 
         should_send, title, body = notification.should_send_alert(
             config, transcript, geo
-        )  # type: ignore
+        )
 
         self.assertFalse(should_send)
         self.assertEqual(title, "")
@@ -305,7 +305,7 @@ def test_does_not_alert_when_no_location(self):
 
         should_send, title, body = notification.should_send_alert(
             config, transcript, geo
-        )  # type: ignore
+        )
 
         self.assertFalse(should_send)
         self.assertEqual(title, "")
diff --git a/tests/radio/test_analog.py b/tests/radio/test_analog.py
index 9d0c0ac..2c6d739 100644
--- a/tests/radio/test_analog.py
+++ b/tests/radio/test_analog.py
@@ -24,7 +24,7 @@ def test_process_response(self):
         expected_transcript.append("Hello")
         expected_transcript.append("world")
 
-        result = process_response(self.response, {})  # type: ignore
+        result = process_response(self.response, {})
 
         self.assertEqual(expected_transcript.json, result.json)
 
diff --git a/tests/search/test_adapters.py b/tests/search/test_adapters.py
index 11028f8..919903c 100644
--- a/tests/search/test_adapters.py
+++ b/tests/search/test_adapters.py
@@ -1,4 +1,3 @@
-import logging
 import os
 from unittest import TestCase
 
@@ -6,7 +5,7 @@
 import typesense
 from dotenv import load_dotenv
 
-from app.geocoding.geocoding import GeoResponse
+from app.geocoding.types import GeoResponse
 from app.models.metadata import Metadata
 from app.models.transcript import Transcript
 from app.search.adapters import MeilisearchAdapter, TypesenseAdapter
@@ -202,5 +201,5 @@ def test_index_call(self):
     def test_upsert_index(self):
         adapter = TypesenseAdapter()
         adapter.upsert_index("calls")
-        collection = adapter.client.collections["calls"].retrieve()  # type: ignore
+        collection = adapter.client.collections["calls"].retrieve()
         self.assertIsNotNone(collection)
diff --git a/tests/test_e2e.py b/tests/test_e2e.py
index b916b6c..d8f4e5b 100644
--- a/tests/test_e2e.py
+++ b/tests/test_e2e.py
@@ -1,5 +1,4 @@
 import json
-import logging
 import os
 import unittest
 from time import sleep
@@ -120,7 +119,6 @@ def test_transcribes_analog(self):
         self.assertTrue(isinstance(json.loads(hit["raw_metadata"]), dict))
         self.assertTrue(isinstance(json.loads(hit["raw_transcript"]), list))
 
-
     def test_transcribes_without_db(self):
         result = self.transcribe(
             "tests/data/9051-1699224861_773043750.0-call_20452.wav",
diff --git a/tests/utils/test_conversion.py b/tests/utils/test_conversion.py
index a92162c..be29d50 100644
--- a/tests/utils/test_conversion.py
+++ b/tests/utils/test_conversion.py
@@ -13,7 +13,7 @@ def setUp(self):
         self.format = "mp3"
         self.ffmpeg_args = ["-codec:a", "libmp3lame"]
         self.metadata = Metadata(
-            {  # type: ignore
+            {
                 "freq": 477787500,
                 "start_time": 1673118015,
                 "stop_time": 1673118023,
diff --git a/tests/whisper/test_whisper.py b/tests/whisper/test_whisper.py
index b92b92c..8afa2b6 100644
--- a/tests/whisper/test_whisper.py
+++ b/tests/whisper/test_whisper.py
@@ -29,7 +29,7 @@ def _transform_into_whisper_result(
 
         result["text"] = result["text"].strip()
 
-        return result  # type: ignore
+        return result
 
     def test_transcript_cleanup_on_hallucinations(self):
         with open("tests/data/hallucinations.json") as file:

From cce987bce75558a2004b3703a2457975fe137663 Mon Sep 17 00:00:00 2001
From: Eric Tendian <erictendian@gmail.com>
Date: Thu, 2 Jan 2025 00:45:23 -0600
Subject: [PATCH 2/2] Fixing a few more linting errors

---
 app/whisper/faster_whisper.py | 13 ++++++-------
 app/whisper/openai.py         |  2 +-
 app/whisper/whisper_s2t.py    | 11 +++++------
 3 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/app/whisper/faster_whisper.py b/app/whisper/faster_whisper.py
index e2db0cb..660babf 100644
--- a/app/whisper/faster_whisper.py
+++ b/app/whisper/faster_whisper.py
@@ -11,11 +11,6 @@ def __init__(self, model_name: str):
         )
         device = torch_device.split(":")[0]
         device_index = torch_device.split(":")[1] if ":" in torch_device else "0"
-        device_index = (
-            [int(i) for i in device_index.split(",")]
-            if "," in device_index
-            else int(device_index)
-        )
         compute_type = os.getenv(
             "TORCH_DTYPE",
             "int8" if "cpu" in os.getenv("TORCH_DEVICE", "") else "float16",
@@ -24,7 +19,11 @@ def __init__(self, model_name: str):
         self.model = WhisperModel(
             model_name,
             device=device,
-            device_index=device_index,
+            device_index=(
+                [int(i) for i in device_index.split(",")]
+                if "," in device_index
+                else int(device_index)
+            ),
             compute_type=compute_type,
         )
 
@@ -45,7 +44,7 @@ def transcribe(
 
         result: WhisperResult = {"segments": [], "text": "", "language": language}
         if len(segments):
-            result["segments"] = [dict(segment._asdict()) for segment in segments]
+            result["segments"] = [dict(segment._asdict()) for segment in segments]  # type: ignore
             result["text"] = "\n".join(
                 [segment["text"] for segment in result["segments"]]
             )
diff --git a/app/whisper/openai.py b/app/whisper/openai.py
index ae077e4..a23edac 100644
--- a/app/whisper/openai.py
+++ b/app/whisper/openai.py
@@ -26,4 +26,4 @@ def transcribe(
             prompt=prompt,
             response_format="verbose_json",
             language=language,
-        ).model_dump()
+        ).model_dump()  # type: ignore
diff --git a/app/whisper/whisper_s2t.py b/app/whisper/whisper_s2t.py
index 666d9a1..f1bf7af 100644
--- a/app/whisper/whisper_s2t.py
+++ b/app/whisper/whisper_s2t.py
@@ -14,11 +14,6 @@ def __init__(self, model_name: str):
         )
         device = torch_device.split(":")[0]
         device_index = torch_device.split(":")[1] if ":" in torch_device else "0"
-        device_index = (
-            [int(i) for i in device_index.split(",")]
-            if "," in device_index
-            else int(device_index)
-        )
         compute_type = os.getenv(
             "TORCH_DTYPE",
             "int8" if "cpu" in os.getenv("TORCH_DEVICE", "") else "float16",
@@ -27,7 +22,11 @@ def __init__(self, model_name: str):
         model_kwargs = {
             "asr_options": BEST_ASR_CONFIG,
             "device": device,
-            "device_index": device_index,
+            "device_index": (
+                [int(i) for i in device_index.split(",")]
+                if "," in device_index
+                else int(device_index)
+            ),
             "compute_type": compute_type,
         }
         backend = "CTranslate2"