Added conversation history

app.py

@@ -1,37 +1,102 @@
 import os
 
-from flask import Flask, request, jsonify, render_template, send_from_directory
+from quart import Quart, request, jsonify, render_template, send_from_directory
+from tortoise.contrib.quart import register_tortoise
+
+from quart_jwt_extended import JWTManager
 
 from main import consult_simba_oracle
+from blueprints.conversation.logic import (
+    get_the_only_conversation,
+    add_message_to_conversation,
+)
 
-app = Flask(__name__, static_folder="raggr-frontend/dist/static", template_folder="raggr-frontend/dist")
+app = Quart(
+    __name__,
+    static_folder="raggr-frontend/dist/static",
+    template_folder="raggr-frontend/dist",
+)
+
+app.config["JWT_SECRET_KEY"] = os.getenv("JWT_SECRET_KEY", "SECRET_KEY")
+jwt = JWTManager(app)
+
+# Initialize Tortoise ORM
+register_tortoise(
+    app,
+    db_url=os.getenv("DATABASE_URL", "sqlite://raggr.db"),
+    modules={"models": ["blueprints.conversation.models"]},
+    generate_schemas=True,
+)
 
 
 # Serve React static files
-@app.route('/static/<path:filename>')
+@app.route("/static/<path:filename>")
-def static_files(filename):
+async def static_files(filename):
-    return send_from_directory(app.static_folder, filename)
+    return await send_from_directory(app.static_folder, filename)
+
 
 # Serve the React app for all routes (catch-all)
-@app.route('/', defaults={'path': ''})
+@app.route("/", defaults={"path": ""})
-@app.route('/<path:path>')
+@app.route("/<path:path>")
-def serve_react_app(path):
+async def serve_react_app(path):
     if path and os.path.exists(os.path.join(app.template_folder, path)):
-        return send_from_directory(app.template_folder, path)
+        return await send_from_directory(app.template_folder, path)
-    return render_template('index.html')
+    return await render_template("index.html")
+
 
 @app.route("/api/query", methods=["POST"])
-def query():
+async def query():
-    data  = request.get_json()
+    data = await request.get_json()
     query = data.get("query")
-    return jsonify({"response": consult_simba_oracle(query)})
+    # add message to database
+    conversation = await get_the_only_conversation()
+    print(conversation)
+    await add_message_to_conversation(
+        conversation=conversation, message=query, speaker="user"
+    )
+
+    response = consult_simba_oracle(query)
+    await add_message_to_conversation(
+        conversation=conversation, message=response, speaker="simba"
+    )
+    return jsonify({"response": response})
+
+
+@app.route("/api/messages", methods=["GET"])
+async def get_messages():
+    conversation = await get_the_only_conversation()
+    # Prefetch related messages
+    await conversation.fetch_related("messages")
+
+    # Manually serialize the conversation with messages
+    messages = []
+    for msg in conversation.messages:
+        messages.append(
+            {
+                "id": str(msg.id),
+                "text": msg.text,
+                "speaker": msg.speaker.value,
+                "created_at": msg.created_at.isoformat(),
+            }
+        )
+
+    return jsonify(
+        {
+            "id": str(conversation.id),
+            "name": conversation.name,
+            "messages": messages,
+            "created_at": conversation.created_at.isoformat(),
+            "updated_at": conversation.updated_at.isoformat(),
+        }
+    )
+
+
+# @app.route("/api/ingest", methods=["POST"])
+# def webhook():
+# data = request.get_json()
+# print(data)
+# return jsonify({"status": "received"})
 
-@app.route("/api/ingest", methods=["POST"])
-def webhook():
-    data = request.get_json()
-    print(data)
-    return jsonify({"status": "received"})
 
 if __name__ == "__main__":
     app.run(host="0.0.0.0", port=8080, debug=True)
-

blueprints/conversation/__init__.py

@@ -0,0 +1,17 @@
+from quart import Blueprint, jsonify
+from .models import (
+    Conversation,
+    PydConversation,
+)
+
+conversation_blueprint = Blueprint(
+    "conversation_api", __name__, url_prefix="/api/conversation"
+)
+
+
+@conversation_blueprint.route("/<conversation_id>")
+async def get_conversation(conversation_id: str):
+    conversation = await Conversation.get(id=conversation_id)
+    serialized_conversation = await PydConversation.from_tortoise_orm(conversation)
+
+    return jsonify(serialized_conversation.model_dump_json())

blueprints/conversation/logic.py

@@ -0,0 +1,32 @@
+from .models import Conversation, ConversationMessage
+
+
+async def create_conversation(name: str = "") -> Conversation:
+    conversation = await Conversation.create(name=name)
+    return conversation
+
+
+async def add_message_to_conversation(
+    conversation: Conversation,
+    message: str,
+    speaker: str,
+) -> ConversationMessage:
+    print(conversation, message, speaker)
+    message = await ConversationMessage.create(
+        text=message,
+        speaker=speaker,
+        conversation=conversation,
+    )
+
+    return message
+
+
+async def get_the_only_conversation() -> Conversation:
+    try:
+        conversation = await Conversation.all().first()
+        if conversation is None:
+            conversation = await Conversation.create(name="simba_chat")
+    except Exception as _e:
+        conversation = await Conversation.create(name="simba_chat")
+
+    return conversation

blueprints/conversation/models.py

@@ -0,0 +1,41 @@
+import enum
+
+from tortoise.models import Model
+from tortoise import fields
+from tortoise.contrib.pydantic import (
+    pydantic_queryset_creator,
+    pydantic_model_creator,
+)
+
+
+class Speaker(enum.Enum):
+    USER = "user"
+    SIMBA = "simba"
+
+
+class Conversation(Model):
+    id = fields.UUIDField(primary_key=True)
+    name = fields.CharField(max_length=255)
+    created_at = fields.DatetimeField(auto_now_add=True)
+    updated_at = fields.DatetimeField(auto_now=True)
+
+    class Meta:
+        table = "conversations"
+
+
+class ConversationMessage(Model):
+    id = fields.UUIDField(primary_key=True)
+    text = fields.TextField()
+    conversation = fields.ForeignKeyField(
+        "models.Conversation", related_name="messages"
+    )
+    created_at = fields.DatetimeField(auto_now_add=True)
+    speaker = fields.CharEnumField(enum_type=Speaker, max_length=10)
+
+    class Meta:
+        table = "conversation_messages"
+
+
+PydConversationMessage = pydantic_model_creator(ConversationMessage)
+PydConversation = pydantic_model_creator(Conversation, name="Conversation")
+PydListConversationMessage = pydantic_queryset_creator(ConversationMessage)

chunker.py

@@ -3,15 +3,20 @@ from math import ceil
 import re
 from typing import Union
 from uuid import UUID, uuid4
-
+from ollama import Client
 from chromadb.utils.embedding_functions.openai_embedding_function import (
     OpenAIEmbeddingFunction,
 )
 from dotenv import load_dotenv
+from llm import LLMClient
 
 
 load_dotenv()
 
+ollama_client = Client(
+    host=os.getenv("OLLAMA_HOST", "http://localhost:11434"), timeout=10.0
+)
+
 
 def remove_headers_footers(text, header_patterns=None, footer_patterns=None):
     if header_patterns is None:
@@ -80,13 +85,16 @@ class Chunk:
 
 
 class Chunker:
-    embedding_fx = OpenAIEmbeddingFunction(
+    def __init__(self, collection) -> None:
+        self.collection = collection
+        self.llm_client = LLMClient()
+
+    def embedding_fx(self, inputs):
+        openai_embedding_fx = OpenAIEmbeddingFunction(
             api_key=os.getenv("OPENAI_API_KEY"),
             model_name="text-embedding-3-small",
         )
-
+        return openai_embedding_fx(inputs)
-    def __init__(self, collection) -> None:
-        self.collection = collection
 
     def chunk_document(
         self,

docker-compose.yml

@@ -1,4 +1,4 @@
-version: '3.8'
+version: "3.8"
 
 services:
   raggr:

image_process.py

@@ -0,0 +1,83 @@
+from ollama import Client
+import argparse
+import os
+import logging
+from PIL import Image, ExifTags
+from pillow_heif import register_heif_opener
+from pydantic import BaseModel
+
+from dotenv import load_dotenv
+
+load_dotenv()
+
+register_heif_opener()
+
+logging.basicConfig(level=logging.INFO)
+
+
+parser = argparse.ArgumentParser(
+    prog="SimbaImageProcessor",
+    description="What the program does",
+    epilog="Text at the bottom of help",
+)
+
+parser.add_argument("filepath")
+
+client = Client(host=os.getenv("OLLAMA_HOST", "http://localhost:11434"))
+
+
+class SimbaImageDescription(BaseModel):
+    image_date: str
+    description: str
+
+
+def describe_simba_image(input):
+    logging.info("Opening image of Simba ...")
+    if "heic" in input.lower() or "heif" in input.lower():
+        new_filepath = input.split(".")[0] + ".jpg"
+        img = Image.open(input)
+        img.save(new_filepath, "JPEG")
+        logging.info("Extracting EXIF...")
+        exif = {
+            ExifTags.TAGS[k]: v for k, v in img.getexif().items() if k in ExifTags.TAGS
+        }
+        img = Image.open(new_filepath)
+        input = new_filepath
+    else:
+        img = Image.open(input)
+
+        logging.info("Extracting EXIF...")
+        exif = {
+            ExifTags.TAGS[k]: v for k, v in img.getexif().items() if k in ExifTags.TAGS
+        }
+
+    if "MakerNote" in exif:
+        exif.pop("MakerNote")
+
+    logging.info(exif)
+
+    prompt = f"Simba is an orange cat belonging to Ryan Chen. In 2025, they lived in New York. In 2024, they lived in California. Analyze the following image and tell me what Simba seems to be doing. Be extremely descriptive about Simba, things in the background, and the setting of the image. I will also include the EXIF data of the image, please use it to help you determine information about Simba. EXIF: {exif}. Put the notes in the description field and the date in the image_date field."
+
+    logging.info("Sending info to Ollama ...")
+    response = client.chat(
+        model="gemma3:4b",
+        messages=[
+            {
+                "role": "system",
+                "content": "you are a very shrewd and descriptive note taker. all of your responses will be formatted like notes in bullet points. be very descriptive. do not leave a single thing out.",
+            },
+            {"role": "user", "content": prompt, "images": [input]},
+        ],
+        format=SimbaImageDescription.model_json_schema(),
+    )
+
+    result = SimbaImageDescription.model_validate_json(response["message"]["content"])
+
+    return result
+
+
+if __name__ == "__main__":
+    args = parser.parse_args()
+    if args.filepath:
+        logging.info
+        describe_simba_image(input=args.filepath)

index_immich.py

@@ -0,0 +1,115 @@
+import httpx
+import os
+from pathlib import Path
+import logging
+import tempfile
+
+from image_process import describe_simba_image
+from request import PaperlessNGXService
+import sqlite3
+
+logging.basicConfig(level=logging.INFO)
+
+
+from dotenv import load_dotenv
+
+load_dotenv()
+
+# Configuration from environment variables
+IMMICH_URL = os.getenv("IMMICH_URL", "http://localhost:2283")
+API_KEY = os.getenv("IMMICH_API_KEY")
+PERSON_NAME = os.getenv("PERSON_NAME", "Simba")  # Name of the tagged person/pet
+DOWNLOAD_DIR = os.getenv("DOWNLOAD_DIR", "./simba_photos")
+
+# Set up headers
+headers = {"x-api-key": API_KEY, "Content-Type": "application/json"}
+
+VISITED = {}
+
+if __name__ == "__main__":
+    conn = sqlite3.connect("./visited.db")
+    c = conn.cursor()
+    c.execute("select immich_id from visited")
+    rows = c.fetchall()
+    for row in rows:
+        VISITED.add(row[0])
+
+    ppngx = PaperlessNGXService()
+    people_url = f"{IMMICH_URL}/api/search/person?name=Simba"
+    people = httpx.get(people_url, headers=headers).json()
+
+    simba_id = people[0]["id"]
+
+    ids = {}
+
+    asset_search = f"{IMMICH_URL}/api/search/smart"
+    request_body = {"query": "orange cat"}
+    results = httpx.post(asset_search, headers=headers, json=request_body)
+
+    assets = results.json()["assets"]
+    for asset in assets["items"]:
+        if asset["type"] == "IMAGE" and asset["id"] not in VISITED:
+            ids[asset["id"]] = asset.get("originalFileName")
+    nextPage = assets.get("nextPage")
+
+    # while nextPage != None:
+    # logging.info(f"next page: {nextPage}")
+    # request_body["page"] = nextPage
+    # results = httpx.post(asset_search, headers=headers, json=request_body)
+    # assets = results.json()["assets"]
+
+    # for asset in assets["items"]:
+    # if asset["type"] == "IMAGE":
+    # ids.add(asset['id'])
+
+    # nextPage = assets.get("nextPage")
+
+    asset_search = f"{IMMICH_URL}/api/search/smart"
+    request_body = {"query": "simba"}
+    results = httpx.post(asset_search, headers=headers, json=request_body)
+    for asset in results.json()["assets"]["items"]:
+        if asset["type"] == "IMAGE":
+            ids[asset["id"]] = asset.get("originalFileName")
+
+    for immich_asset_id, immich_filename in ids.items():
+        try:
+            response = httpx.get(
+                f"{IMMICH_URL}/api/assets/{immich_asset_id}/original", headers=headers
+            )
+
+            path = os.path.join("/Users/ryanchen/Programs/raggr", immich_filename)
+            file = open(path, "wb+")
+            for chunk in response.iter_bytes(chunk_size=8192):
+                file.write(chunk)
+
+            logging.info("Processing image ...")
+            description = describe_simba_image(path)
+
+            image_description = description.description
+            image_date = description.image_date
+
+            description_filepath = os.path.join(
+                "/Users/ryanchen/Programs/raggr", f"SIMBA_DESCRIBE_001.txt"
+            )
+            file = open(description_filepath, "w+")
+            file.write(image_description)
+            file.close()
+
+            file = open(description_filepath, "rb")
+            ppngx.upload_description(
+                description_filepath=description_filepath,
+                file=file,
+                title="SIMBA_DESCRIBE_001.txt",
+                exif_date=image_date,
+            )
+            file.close()
+
+            c.execute("INSERT INTO visited (immich_id) values (?)", (immich_asset_id,))
+            conn.commit()
+            logging.info("Processing complete. Deleting file.")
+            os.remove(file.name)
+        except Exception as e:
+            logging.info(f"something went wrong for {immich_filename}")
+            logging.info(e)
+
+    conn.close()

llm.py

@@ -0,0 +1,64 @@
+import os
+
+from ollama import Client
+from openai import OpenAI
+
+import logging
+
+logging.basicConfig(level=logging.INFO)
+
+
+class LLMClient:
+    def __init__(self):
+        try:
+            self.ollama_client = Client(
+                host=os.getenv("OLLAMA_URL", "http://localhost:11434"), timeout=10.0
+            )
+            self.ollama_client.chat(
+                model="gemma3:4b", messages=[{"role": "system", "content": "test"}]
+            )
+            self.PROVIDER = "ollama"
+            logging.info("Using Ollama as LLM backend")
+        except Exception as e:
+            print(e)
+            self.openai_client = OpenAI()
+            self.PROVIDER = "openai"
+            logging.info("Using OpenAI as LLM backend")
+
+    def chat(
+        self,
+        prompt: str,
+        system_prompt: str,
+    ):
+        if self.PROVIDER == "ollama":
+            response = self.ollama_client.chat(
+                model="gemma3:4b",
+                messages=[
+                    {
+                        "role": "system",
+                        "content": system_prompt,
+                    },
+                    {"role": "user", "content": prompt},
+                ],
+            )
+            print(response)
+            output = response.message.content
+        elif self.PROVIDER == "openai":
+            response = self.openai_client.responses.create(
+                model="gpt-4o-mini",
+                input=[
+                    {
+                        "role": "system",
+                        "content": system_prompt,
+                    },
+                    {"role": "user", "content": prompt},
+                ],
+            )
+            output = response.output_text
+
+        return output
+
+
+if __name__ == "__main__":
+    client = Client()
+    client.chat(model="gemma3:4b", messages=[{"role": "system", "promp": "hack"}])

main.py

@@ -1,28 +1,31 @@
 import datetime
 import logging
 import os
-from typing import Any, Union
+import sqlite3
 
 import argparse
 import chromadb
 import ollama
-from openai import OpenAI
 
 
 from request import PaperlessNGXService
 from chunker import Chunker
-from query import QueryGenerator
 from cleaner import pdf_to_image, summarize_pdf_image
+from llm import LLMClient
+from query import QueryGenerator
+
 
 from dotenv import load_dotenv
 
-load_dotenv()
+_dotenv_loaded = load_dotenv()
 
 # Configure ollama client with URL from environment or default to localhost
-ollama_client = ollama.Client(host=os.getenv("OLLAMA_URL", "http://localhost:11434"))
+ollama_client = ollama.Client(
+    host=os.getenv("OLLAMA_URL", "http://localhost:11434"), timeout=10.0
+)
 
 client = chromadb.PersistentClient(path=os.getenv("CHROMADB_PATH", ""))
-simba_docs = client.get_or_create_collection(name="simba_docs")
+simba_docs = client.get_or_create_collection(name="simba_docs2")
 feline_vet_lookup = client.get_or_create_collection(name="feline_vet_lookup")
 
 parser = argparse.ArgumentParser(
@@ -33,30 +36,29 @@ parser.add_argument("query", type=str, help="questions about simba's health")
 parser.add_argument(
     "--reindex", action="store_true", help="re-index the simba documents"
 )
-parser.add_argument(
+parser.add_argument("--index", help="index a file")
-        "--index", help="index a file"
-)
 
 ppngx = PaperlessNGXService()
 
-openai_client = OpenAI()
+llm_client = LLMClient()
 
-def index_using_pdf_llm():
+
+def index_using_pdf_llm(doctypes):
+    logging.info("reindex data...")
     files = ppngx.get_data()
     for file in files:
-        document_id = file["id"]
+        document_id: int = file["id"]
         pdf_path = ppngx.download_pdf_from_id(id=document_id)
         image_paths = pdf_to_image(filepath=pdf_path)
-        print(f"summarizing {file}")
+        logging.info(f"summarizing {file}")
         generated_summary = summarize_pdf_image(filepaths=image_paths)
         file["content"] = generated_summary
 
-    chunk_data(files, simba_docs)
+    chunk_data(files, simba_docs, doctypes=doctypes)
 
 
 def date_to_epoch(date_str: str) -> float:
     split_date = date_str.split("-")
-    print(split_date)
     date = datetime.datetime(
         int(split_date[0]),
         int(split_date[1]),
@@ -69,23 +71,36 @@ def date_to_epoch(date_str: str) -> float:
     return date.timestamp()
 
 
-def chunk_data(docs: list[dict[str, Union[str, Any]]], collection):
+def chunk_data(docs, collection, doctypes):
     # Step 2: Create chunks
     chunker = Chunker(collection)
 
-    print(f"chunking {len(docs)} documents")
+    logging.info(f"chunking {len(docs)} documents")
-    print(docs)
     texts: list[str] = [doc["content"] for doc in docs]
+    with sqlite3.connect("visited.db") as conn:
+        to_insert = []
+        c = conn.cursor()
         for index, text in enumerate(texts):
-        print(docs[index]["original_file_name"])
             metadata = {
                 "created_date": date_to_epoch(docs[index]["created_date"]),
-             "filename": docs[index]["original_file_name"]
+                "filename": docs[index]["original_file_name"],
+                "document_type": doctypes.get(docs[index]["document_type"], ""),
             }
+
+            if doctypes:
+                metadata["type"] = doctypes.get(docs[index]["document_type"])
+
             chunker.chunk_document(
                 document=text,
                 metadata=metadata,
             )
+            to_insert.append((docs[index]["id"],))
+
+        c.executemany(
+            "INSERT INTO indexed_documents (paperless_id) values (?)", to_insert
+        )
+        conn.commit()
+
 
 def chunk_text(texts: list[str], collection):
     chunker = Chunker(collection)
@@ -97,58 +112,56 @@ def chunk_text(texts: list[str], collection):
             metadata=metadata,
         )
 
+
 def consult_oracle(input: str, collection):
-    print(input)
     import time
+
+    chunker = Chunker(collection)
+
     start_time = time.time()
 
     # Ask
-    # print("Starting query generation")
+    logging.info("Starting query generation")
-    # qg_start = time.time()
+    qg_start = time.time()
-    # qg = QueryGenerator()
+    qg = QueryGenerator()
+    doctype_query = qg.get_doctype_query(input=input)
     # metadata_filter = qg.get_query(input)
-    # qg_end = time.time()
+    metadata_filter = {**doctype_query}
-    # print(f"Query generation took {qg_end - qg_start:.2f} seconds")
+    logging.info(metadata_filter)
-    # print(metadata_filter)
+    qg_end = time.time()
+    logging.info(f"Query generation took {qg_end - qg_start:.2f} seconds")
 
-    print("Starting embedding generation")
+    logging.info("Starting embedding generation")
     embedding_start = time.time()
-    embeddings = Chunker.embedding_fx(input=[input])
+    embeddings = chunker.embedding_fx(inputs=[input])
     embedding_end = time.time()
-    print(f"Embedding generation took {embedding_end - embedding_start:.2f} seconds")
+    logging.info(
+        f"Embedding generation took {embedding_end - embedding_start:.2f} seconds"
+    )
 
-    print("Starting collection query")
+    logging.info("Starting collection query")
     query_start = time.time()
     results = collection.query(
         query_texts=[input],
         query_embeddings=embeddings,
-        #where=metadata_filter,
+        where=metadata_filter,
     )
-    print(results)
     query_end = time.time()
-    print(f"Collection query took {query_end - query_start:.2f} seconds")
+    logging.info(f"Collection query took {query_end - query_start:.2f} seconds")
 
     # Generate
-    print("Starting LLM generation")
+    logging.info("Starting LLM generation")
     llm_start = time.time()
-    # output = ollama_client.generate(
+    system_prompt = "You are a helpful assistant that understands veterinary terms."
-        # model="gemma3n:e4b",
+    prompt = f"Using the following data, help answer the user's query by providing as many details as possible. Using this data: {results}. Respond to this prompt: {input}"
-        # prompt=f"You are a helpful assistant that understandings veterinary terms. Using the following data, help answer the user's query by providing as many details as possible.  Using this data: {results}. Respond to this prompt: {input}",
+    output = llm_client.chat(prompt=prompt, system_prompt=system_prompt)
-    # )
-    response = openai_client.chat.completions.create(
-        model="gpt-4o-mini",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant that understands veterinary terms."},
-            {"role": "user", "content": f"Using the following data, help answer the user's query by providing as many details as possible. Using this data: {results}. Respond to this prompt: {input}"}
-        ]
-    )
     llm_end = time.time()
-    print(f"LLM generation took {llm_end - llm_start:.2f} seconds")
+    logging.info(f"LLM generation took {llm_end - llm_start:.2f} seconds")
 
     total_time = time.time() - start_time
-    print(f"Total consult_oracle execution took {total_time:.2f} seconds")
+    logging.info(f"Total consult_oracle execution took {total_time:.2f} seconds")
 
-    return response.choices[0].message.content
+    return output
 
 
 def paperless_workflow(input):
@@ -167,40 +180,64 @@ def consult_simba_oracle(input: str):
     )
 
 
+def filter_indexed_files(docs):
+    with sqlite3.connect("visited.db") as conn:
+        c = conn.cursor()
+        c.execute(
+            "CREATE TABLE IF NOT EXISTS indexed_documents (id INTEGER PRIMARY KEY AUTOINCREMENT, paperless_id INTEGER)"
+        )
+        c.execute("SELECT paperless_id FROM indexed_documents")
+        rows = c.fetchall()
+        conn.commit()
+
+    visited = {row[0] for row in rows}
+    return [doc for doc in docs if doc["id"] not in visited]
+
+
 if __name__ == "__main__":
     args = parser.parse_args()
     if args.reindex:
-        print("Fetching documents from Paperless-NGX")
+        with sqlite3.connect("./visited.db") as conn:
+            c = conn.cursor()
+            c.execute("DELETE FROM indexed_documents")
+
+        logging.info("Fetching documents from Paperless-NGX")
         ppngx = PaperlessNGXService()
         docs = ppngx.get_data()
-        print(docs)
+        docs = filter_indexed_files(docs)
-        print(f"Fetched {len(docs)} documents")
+        logging.info(f"Fetched {len(docs)} documents")
-        #
-        print("Chunking documents now ...")
-        chunk_data(docs, collection=simba_docs)
-        print("Done chunking documents")
-        # index_using_pdf_llm()
 
+        # Delete all chromadb data
+        ids = simba_docs.get(ids=None, limit=None, offset=0)
+        all_ids = ids["ids"]
+        if len(all_ids) > 0:
+            simba_docs.delete(ids=all_ids)
 
-    if args.index:
+        # Chunk documents
-        with open(args.index) as file:
+        logging.info("Chunking documents now ...")
-            extension = args.index.split(".")[-1]
+        tag_lookup = ppngx.get_tags()
+        doctype_lookup = ppngx.get_doctypes()
+        chunk_data(docs, collection=simba_docs, doctypes=doctype_lookup)
+        logging.info("Done chunking documents")
 
-            if extension == "pdf":
+    # if args.index:
-                pdf_path = ppngx.download_pdf_from_id(id=document_id)
+    # with open(args.index) as file:
-                image_paths = pdf_to_image(filepath=pdf_path)
+    #     extension = args.index.split(".")[-1]
-                print(f"summarizing {file}")
+    #     if extension == "pdf":
-                generated_summary = summarize_pdf_image(filepaths=image_paths)
+    #         pdf_path = ppngx.download_pdf_from_id(id=document_id)
-            elif extension in [".md", ".txt"]:
+    #         image_paths = pdf_to_image(filepath=pdf_path)
-                chunk_text(texts=[file.readall()], collection=simba_docs)
+    #         print(f"summarizing {file}")
+    #         generated_summary = summarize_pdf_image(filepaths=image_paths)
+    #     elif extension in [".md", ".txt"]:
+    #         chunk_text(texts=[file.readall()], collection=simba_docs)
 
     if args.query:
-        print("Consulting oracle ...")
+        logging.info("Consulting oracle ...")
-        print(consult_oracle(
+        print(
+            consult_oracle(
                 input=args.query,
                 collection=simba_docs,
-        ))
+            )
+        )
     else:
-        print("please provide a query")
+        logging.info("please provide a query")
-
-

pyproject.toml

@@ -14,4 +14,14 @@ dependencies = [
     "pydantic>=2.11.9",
     "pillow>=10.0.0",
     "pymupdf>=1.24.0",
+    "black>=25.9.0",
+    "pillow-heif>=1.1.1",
+    "flask-jwt-extended>=4.7.1",
+    "bcrypt>=5.0.0",
+    "pony>=0.7.19",
+    "flask-login>=0.6.3",
+    "quart>=0.20.0",
+    "tortoise-orm>=0.25.1",
+    "quart-jwt-extended>=0.1.0",
+    "pre-commit>=4.3.0",
 ]

query.py

@@ -2,14 +2,16 @@ import json
 import os
 from typing import Literal
 import datetime
-from ollama import chat, ChatResponse, Client
+from ollama import Client
 
 from openai import OpenAI
 
 from pydantic import BaseModel, Field
 
 # Configure ollama client with URL from environment or default to localhost
-ollama_client = Client(host=os.getenv("OLLAMA_URL", "http://localhost:11434"))
+ollama_client = Client(
+    host=os.getenv("OLLAMA_URL", "http://localhost:11434"), timeout=10.0
+)
 
 # This uses inferred filters — which means using LLM to create the metadata filters
 
@@ -33,9 +35,25 @@ class GeneratedQuery(BaseModel):
     fields: list[str]
     extracted_metadata_fields: str
 
+
 class Time(BaseModel):
     time: int
 
+
+DOCTYPE_OPTIONS = [
+    "Bill",
+    "Image Description",
+    "Insurance",
+    "Medical Record",
+    "Documentation",
+    "Letter",
+]
+
+
+class DocumentType(BaseModel):
+    type: list[str] = Field(description="type of document", enum=DOCTYPE_OPTIONS)
+
+
 PROMPT = """
 You are an information specialist that processes user queries. The current year is 2025. The user queries are all about
 a cat, Simba, and its records. The types of records are listed below. Using the query, extract the
@@ -43,7 +61,6 @@ the date range the user is trying to query. You should return it as a JSON. The
 
 If the created_date cannot be ascertained, set it to epoch time start.
 
-
 You have several operators at your disposal:
 - $gt: greater than
 - $gte: greater than or equal
@@ -82,6 +99,19 @@ Only return the extracted metadata fields. Make sure the extracted metadata fiel
 """
 
 
+DOCTYPE_PROMPT = f"""You are an information specialist that processes user queries. A query can have two tags attached from the following options. Based on the query, determine which of the following options is most appropriate: {",".join(DOCTYPE_OPTIONS)}
+
+### Example 1
+Query: "Who is Simba's current vet?"
+Tags: ["Bill", "Medical Record"]
+
+
+### Example 2
+Query: "Who does Simba know?"
+Tags: ["Letter", "Documentation"]
+"""
+
+
 class QueryGenerator:
     def __init__(self) -> None:
         pass
@@ -99,20 +129,43 @@ class QueryGenerator:
 
         return date.timestamp()
 
+    def get_doctype_query(self, input: str):
+        client = OpenAI()
+        response = client.chat.completions.create(
+            messages=[
+                {
+                    "role": "system",
+                    "content": "You are an information specialist that is really good at deciding what tags a query should have",
+                },
+                {"role": "user", "content": DOCTYPE_PROMPT + " " + input},
+            ],
+            model="gpt-4o",
+            response_format={
+                "type": "json_schema",
+                "json_schema": {
+                    "name": "document_type",
+                    "schema": DocumentType.model_json_schema(),
+                },
+            },
+        )
+
+        response_json_str = response.choices[0].message.content
+        type_data = json.loads(response_json_str)
+        metadata_query = {"document_type": {"$in": type_data["type"]}}
+        return metadata_query
+
     def get_query(self, input: str):
         client = OpenAI()
-        print(input)
         response = client.responses.parse(
             model="gpt-4o",
             input=[
                 {"role": "system", "content": PROMPT},
                 {"role": "user", "content": input},
             ],
-            text_format=Time,
+            text_format=GeneratedQuery,
         )
-        print(response)
+        print(response.output)
         query = json.loads(response.output_parsed.extracted_metadata_fields)
-
         # response: ChatResponse = ollama_client.chat(
         # model="gemma3n:e4b",
         # messages=[
@@ -125,17 +178,17 @@ class QueryGenerator:
         # query = json.loads(
         # json.loads(response["message"]["content"])["extracted_metadata_fields"]
         # )
-        date_key = list(query["created_date"].keys())[0]
+        # date_key = list(query["created_date"].keys())[0]
-        query["created_date"][date_key] = self.date_to_epoch(
+        # query["created_date"][date_key] = self.date_to_epoch(
-            query["created_date"][date_key]
+        # query["created_date"][date_key]
-        )
+        # )
 
-        if "$" not in date_key:
+        # if "$" not in date_key:
-            query["created_date"]["$" + date_key] = query["created_date"][date_key]
+        # query["created_date"]["$" + date_key] = query["created_date"][date_key]
 
         return query
 
 
 if __name__ == "__main__":
     qg = QueryGenerator()
-    print(qg.get_query("How heavy is Simba?"))
+    print(qg.get_doctype_query("How heavy is Simba?"))

raggr-frontend/src/App.tsx

@@ -1,47 +1,63 @@
-import { useState } from "react";
+import { useEffect, useState } from "react";
 import axios from "axios";
 import ReactMarkdown from "react-markdown";
 
 import "./App.css";
 
-const App = () => {
+type QuestionAnswer = {
-	const [query, setQuery] = useState<string>("");
+  question: string;
-	const [answer, setAnswer] = useState<string>("");
+  answer: string;
-	const [loading, setLoading] = useState<boolean>(false);
+};
 
-	const handleQuestionSubmit = () => {
+type QuestionBubbleProps = {
-		const payload = { query: query };
+  text: string;
-		setLoading(true);
+};
-		axios
+
-			.post("/api/query", payload)
+type AnswerBubbleProps = {
-			.then((result) => setAnswer(result.data.response))
+  text: string;
-			.finally(() => setLoading(false));
+  loading: string;
-	};
+};
-	const handleQueryChange = (event) => {
+
-		setQuery(event.target.value);
+type QuestionAnswerPairProps = {
-	};
+  question: string;
+  answer: string;
+  loading: boolean;
+};
+
+type Conversation = {
+  title: string;
+  id: string;
+};
+
+type Message = {
+  text: string;
+  speaker: "simba" | "user";
+};
+
+type ConversationMenuProps = {
+  conversations: Conversation[];
+};
+
+const ConversationMenu = ({ conversations }: ConversationMenuProps) => {
   return (
-		<div className="flex flex-row justify-center py-4">
+    <div className="absolute bg-white w-md rounded-md shadow-xl m-4 p-4">
-			<div className="flex flex-col gap-4 min-w-xl max-w-xl">
+      <p className="py-2 px-4 rounded-md w-full text-xl font-bold">askSimba!</p>
-				<div className="flex flex-row justify-center gap-2 grow">
+      {conversations.map((conversation) => (
-					<h1 className="text-3xl">ask simba!</h1>
+        <p className="py-2 px-4 rounded-md hover:bg-stone-200 w-full text-xl font-bold cursor-pointer">
-				</div>
+          {conversation.title}
-				<div className="flex flex-row justify-between gap-2 grow">
+        </p>
-					<textarea
+      ))}
-						type="text"
-						className="p-4 border border-blue-200 rounded-md grow"
-						onChange={handleQueryChange}
-					/>
-				</div>
-				<div className="flex flex-row justify-between gap-2 grow">
-					<button
-						className="p-4 border border-blue-400 bg-blue-200 hover:bg-blue-400 cursor-pointer rounded-md flex-grow"
-						onClick={() => handleQuestionSubmit()}
-						type="submit"
-					>
-						Submit
-					</button>
     </div>
+  );
+};
+
+const QuestionBubble = ({ text }: QuestionBubbleProps) => {
+  return <div className="rounded-md bg-stone-200 p-3">🤦: {text}</div>;
+};
+
+const AnswerBubble = ({ text, loading }: AnswerBubbleProps) => {
+  return (
+    <div className="rounded-md bg-orange-100 p-3">
       {loading ? (
         <div className="flex flex-col w-full animate-pulse gap-2">
           <div className="flex flex-row gap-2 w-full">
@@ -55,10 +71,132 @@ const App = () => {
         </div>
       ) : (
         <div className="flex flex-col">
-						<ReactMarkdown>{answer}</ReactMarkdown>
+          <ReactMarkdown>{"🐈: " + text}</ReactMarkdown>
         </div>
       )}
     </div>
+  );
+};
+
+const QuestionAnswerPair = ({
+  question,
+  answer,
+  loading,
+}: QuestionAnswerPairProps) => {
+  return (
+    <div className="flex flex-col gap-4">
+      <QuestionBubble text={question} />
+      <AnswerBubble text={answer} loading={loading} />
+    </div>
+  );
+};
+
+const App = () => {
+  const [query, setQuery] = useState<string>("");
+  const [answer, setAnswer] = useState<string>("");
+  const [simbaMode, setSimbaMode] = useState<boolean>(false);
+  const [questionsAnswers, setQuestionsAnswers] = useState<QuestionAnswer[]>(
+    [],
+  );
+  const [messages, setMessages] = useState<Message[]>([]);
+  const [conversations, setConversations] = useState<Conversation[]>([
+    { title: "simba meow meow", id: "uuid" },
+  ]);
+
+  const simbaAnswers = ["meow.", "hiss...", "purrrrrr", "yowOWROWWowowr"];
+
+  useEffect(() => {
+    axios.get("/api/messages").then((result) => {
+      setMessages(
+        result.data.messages.map((message) => {
+          return {
+            text: message.text,
+            speaker: message.speaker,
+          };
+        }),
+      );
+    });
+  }, []);
+
+  const handleQuestionSubmit = () => {
+    let currMessages = messages.concat([{ text: query, speaker: "user" }]);
+    setMessages(currMessages);
+    if (simbaMode) {
+      console.log("simba mode activated");
+      const randomIndex = Math.floor(Math.random() * simbaAnswers.length);
+      const randomElement = simbaAnswers[randomIndex];
+      setAnswer(randomElement);
+      setQuestionsAnswers(
+        questionsAnswers.concat([
+          {
+            question: query,
+            answer: randomElement,
+          },
+        ]),
+      );
+      return;
+    }
+    const payload = { query: query };
+    axios.post("/api/query", payload).then((result) => {
+      setQuestionsAnswers(
+        questionsAnswers.concat([
+          { question: query, answer: result.data.response },
+        ]),
+      );
+      setMessages(
+        currMessages.concat([{ text: result.data.response, speaker: "simba" }]),
+      );
+    });
+  };
+  const handleQueryChange = (event) => {
+    setQuery(event.target.value);
+  };
+  return (
+    <div className="h-screen bg-opacity-20">
+      <div className="bg-white/85 h-screen">
+        <div className="flex flex-row justify-center py-4">
+          <div className="flex flex-col gap-4 min-w-xl max-w-xl">
+            <header className="flex flex-row justify-center gap-2 grow sticky top-0 z-10 bg-white">
+              <h1 className="text-3xl">ask simba!</h1>
+            </header>
+            {/*{questionsAnswers.map((qa) => (
+              <QuestionAnswerPair question={qa.question} answer={qa.answer} />
+            ))}*/}
+            {messages.map((msg) => {
+              if (msg.speaker == "simba") {
+                return <AnswerBubble text={msg.text} loading="" />;
+              }
+
+              return <QuestionBubble text={msg.text} />;
+            })}
+            <footer className="flex flex-col gap-2 sticky bottom-0">
+              <div className="flex flex-row justify-between gap-2 grow">
+                <textarea
+                  type="text"
+                  className="p-4 border border-blue-200 rounded-md grow bg-white"
+                  onChange={handleQueryChange}
+                />
+              </div>
+              <div className="flex flex-row justify-between gap-2 grow">
+                <button
+                  className="p-4 border border-blue-400 bg-blue-200 hover:bg-blue-400 cursor-pointer rounded-md flex-grow"
+                  onClick={() => handleQuestionSubmit()}
+                  type="submit"
+                >
+                  Submit
+                </button>
+              </div>
+              <div className="flex flex-row justify-center gap-2 grow">
+                <input
+                  type="checkbox"
+                  onChange={(event) => setSimbaMode(event.target.checked)}
+                />
+                <p>simba mode?</p>
+              </div>
+            </footer>
+          </div>
+        </div>
+      </div>
     </div>
   );
 };

request.py

@@ -1,31 +1,43 @@
 import os
 import tempfile
 import httpx
+import logging
 
 from dotenv import load_dotenv
 
 load_dotenv()
 
+logging.basicConfig(level=logging.INFO)
+
 
 class PaperlessNGXService:
     def __init__(self):
         self.base_url = os.getenv("BASE_URL")
         self.token = os.getenv("PAPERLESS_TOKEN")
-        self.url = f"http://{os.getenv("BASE_URL")}/api/documents/?query=simba"
+        self.url = f"http://{os.getenv('BASE_URL')}/api/documents/?tags__id=8"
-        self.headers = {"Authorization": f"Token {os.getenv("PAPERLESS_TOKEN")}"}
+        self.headers = {"Authorization": f"Token {os.getenv('PAPERLESS_TOKEN')}"}
 
     def get_data(self):
         print(f"Getting data from: {self.url}")
         r = httpx.get(self.url, headers=self.headers)
-        return r.json()["results"]
+        results = r.json()["results"]
+
+        nextLink = r.json().get("next")
+
+        while nextLink:
+            r = httpx.get(nextLink, headers=self.headers)
+            results += r.json()["results"]
+            nextLink = r.json().get("next")
+
+        return results
 
     def get_doc_by_id(self, doc_id: int):
-        url = f"http://{os.getenv("BASE_URL")}/api/documents/{doc_id}/"
+        url = f"http://{os.getenv('BASE_URL')}/api/documents/{doc_id}/"
         r = httpx.get(url, headers=self.headers)
         return r.json()
 
     def download_pdf_from_id(self, id: int) -> str:
-        download_url = f"http://{os.getenv("BASE_URL")}/api/documents/{id}/download/"
+        download_url = f"http://{os.getenv('BASE_URL')}/api/documents/{id}/download/"
         response = httpx.get(
             download_url, headers=self.headers, follow_redirects=True, timeout=30
         )
@@ -39,10 +51,35 @@ class PaperlessNGXService:
         return pdf_to_process
 
     def upload_cleaned_content(self, document_id, data):
-        PUTS_URL = f"http://{os.getenv("BASE_URL")}/api/documents/{document_id}/"
+        PUTS_URL = f"http://{os.getenv('BASE_URL')}/api/documents/{document_id}/"
         r = httpx.put(PUTS_URL, headers=self.headers, data=data)
         r.raise_for_status()
 
+    def upload_description(self, description_filepath, file, title, exif_date: str):
+        POST_URL = f"http://{os.getenv('BASE_URL')}/api/documents/post_document/"
+        files = {"document": ("description_filepath", file, "application/txt")}
+        data = {
+            "title": title,
+            "create": exif_date,
+            "document_type": 3,
+            "tags": [7],
+        }
+
+        r = httpx.post(POST_URL, headers=self.headers, data=data, files=files)
+        r.raise_for_status()
+
+    def get_tags(self):
+        GET_URL = f"http://{os.getenv('BASE_URL')}/api/tags/"
+        r = httpx.get(GET_URL, headers=self.headers)
+        data = r.json()
+        return {tag["id"]: tag["name"] for tag in data["results"]}
+
+    def get_doctypes(self):
+        GET_URL = f"http://{os.getenv('BASE_URL')}/api/document_types/"
+        r = httpx.get(GET_URL, headers=self.headers)
+        data = r.json()
+        return {doctype["id"]: doctype["name"] for doctype in data["results"]}
+
 
 if __name__ == "__main__":
     pp = PaperlessNGXService()

uv.lock

@@ -2,6 +2,27 @@ version = 1
 revision = 2
 requires-python = ">=3.13"
 
+[[package]]
+name = "aiofiles"
+version = "25.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/41/c3/534eac40372d8ee36ef40df62ec129bee4fdb5ad9706e58a29be53b2c970/aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2", size = 46354, upload-time = "2025-10-09T20:51:04.358Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bc/8a/340a1555ae33d7354dbca4faa54948d76d89a27ceef032c8c3bc661d003e/aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695", size = 14668, upload-time = "2025-10-09T20:51:03.174Z" },
+]
+
+[[package]]
+name = "aiosqlite"
+version = "0.21.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/13/7d/8bca2bf9a247c2c5dfeec1d7a5f40db6518f88d314b8bca9da29670d2671/aiosqlite-0.21.0.tar.gz", hash = "sha256:131bb8056daa3bc875608c631c678cda73922a2d4ba8aec373b19f18c17e7aa3", size = 13454, upload-time = "2025-02-03T07:30:16.235Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f5/10/6c25ed6de94c49f88a91fa5018cb4c0f3625f31d5be9f771ebe5cc7cd506/aiosqlite-0.21.0-py3-none-any.whl", hash = "sha256:2549cf4057f95f53dcba16f2b64e8e2791d7e1adedb13197dd8ed77bb226d7d0", size = 15792, upload-time = "2025-02-03T07:30:13.6Z" },
+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -108,6 +129,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/27/44/d2ef5e87509158ad2187f4dd0852df80695bb1ee0cfe0a684727b01a69e0/bcrypt-5.0.0-cp39-abi3-win_arm64.whl", hash = "sha256:f2347d3534e76bf50bca5500989d6c1d05ed64b440408057a37673282c654927", size = 144953, upload-time = "2025-09-25T19:50:37.32Z" },
 ]
 
+[[package]]
+name = "black"
+version = "25.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "click" },
+    { name = "mypy-extensions" },
+    { name = "packaging" },
+    { name = "pathspec" },
+    { name = "platformdirs" },
+    { name = "pytokens" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4b/43/20b5c90612d7bdb2bdbcceeb53d588acca3bb8f0e4c5d5c751a2c8fdd55a/black-25.9.0.tar.gz", hash = "sha256:0474bca9a0dd1b51791fcc507a4e02078a1c63f6d4e4ae5544b9848c7adfb619", size = 648393, upload-time = "2025-09-19T00:27:37.758Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/48/99/3acfea65f5e79f45472c45f87ec13037b506522719cd9d4ac86484ff51ac/black-25.9.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0172a012f725b792c358d57fe7b6b6e8e67375dd157f64fa7a3097b3ed3e2175", size = 1742165, upload-time = "2025-09-19T00:34:10.402Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/18/799285282c8236a79f25d590f0222dbd6850e14b060dfaa3e720241fd772/black-25.9.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3bec74ee60f8dfef564b573a96b8930f7b6a538e846123d5ad77ba14a8d7a64f", size = 1581259, upload-time = "2025-09-19T00:32:49.685Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/ce/883ec4b6303acdeca93ee06b7622f1fa383c6b3765294824165d49b1a86b/black-25.9.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b756fc75871cb1bcac5499552d771822fd9db5a2bb8db2a7247936ca48f39831", size = 1655583, upload-time = "2025-09-19T00:30:44.505Z" },
+    { url = "https://files.pythonhosted.org/packages/21/17/5c253aa80a0639ccc427a5c7144534b661505ae2b5a10b77ebe13fa25334/black-25.9.0-cp313-cp313-win_amd64.whl", hash = "sha256:846d58e3ce7879ec1ffe816bb9df6d006cd9590515ed5d17db14e17666b2b357", size = 1343428, upload-time = "2025-09-19T00:32:13.839Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/46/863c90dcd3f9d41b109b7f19032ae0db021f0b2a81482ba0a1e28c84de86/black-25.9.0-py3-none-any.whl", hash = "sha256:474b34c1342cdc157d307b56c4c65bce916480c4a8f6551fdc6bf9b486a7c4ae", size = 203363, upload-time = "2025-09-19T00:27:35.724Z" },
+]
+
 [[package]]
 name = "blinker"
 version = "1.9.0"
@@ -149,6 +191,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e5/48/1549795ba7742c948d2ad169c1c8cdbae65bc450d6cd753d124b17c8cd32/certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5", size = 161216, upload-time = "2025-08-03T03:07:45.777Z" },
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114, upload-time = "2023-08-12T20:38:17.776Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
+]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.3"
@@ -255,6 +306,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a7/06/3d6badcf13db419e25b07041d9c7b4a2c331d3f4e7134445ec5df57714cd/coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934", size = 46018, upload-time = "2021-06-11T10:22:42.561Z" },
 ]
 
+[[package]]
+name = "distlib"
+version = "0.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
+]
+
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -264,17 +324,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
 ]
 
-[[package]]
-name = "dotenv"
-version = "0.9.9"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "python-dotenv" },
-]
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/b2/b7/545d2c10c1fc15e48653c91efde329a790f2eecfbbf2bd16003b5db2bab0/dotenv-0.9.9-py2.py3-none-any.whl", hash = "sha256:29cf74a087b31dafdb5a446b6d7e11cbce8ed2741540e2339c69fbef92c94ce9", size = 1892, upload-time = "2025-02-19T22:15:01.647Z" },
-]
-
 [[package]]
 name = "durationpy"
 version = "0.10"
@@ -310,6 +359,33 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ec/f9/7f9263c5695f4bd0023734af91bedb2ff8209e8de6ead162f35d8dc762fd/flask-3.1.2-py3-none-any.whl", hash = "sha256:ca1d8112ec8a6158cc29ea4858963350011b5c846a414cdb7a954aa9e967d03c", size = 103308, upload-time = "2025-08-19T21:03:19.499Z" },
 ]
 
+[[package]]
+name = "flask-jwt-extended"
+version = "4.7.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "flask" },
+    { name = "pyjwt" },
+    { name = "werkzeug" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/51/16/96b101f18cba17ecce3225ab07bc4c8f23e6befd8552dbbed87482e7c7fb/flask_jwt_extended-4.7.1.tar.gz", hash = "sha256:8085d6757505b6f3291a2638c84d207e8f0ad0de662d1f46aa2f77e658a0c976", size = 34411, upload-time = "2024-11-20T23:44:41.044Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/67/34/9a91da47b1565811ab4aa5fb134632c8d1757960bfa7d457f486947c4d75/Flask_JWT_Extended-4.7.1-py2.py3-none-any.whl", hash = "sha256:52f35bf0985354d7fb7b876e2eb0e0b141aaff865a22ff6cc33d9a18aa987978", size = 22588, upload-time = "2024-11-20T23:44:39.435Z" },
+]
+
+[[package]]
+name = "flask-login"
+version = "0.6.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "flask" },
+    { name = "werkzeug" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c3/6e/2f4e13e373bb49e68c02c51ceadd22d172715a06716f9299d9df01b6ddb2/Flask-Login-0.6.3.tar.gz", hash = "sha256:5e23d14a607ef12806c699590b89d0f0e0d67baeec599d75947bf9c147330333", size = 48834, upload-time = "2023-10-30T14:53:21.151Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/59/f5/67e9cc5c2036f58115f9fe0f00d203cf6780c3ff8ae0e705e7a9d9e8ff9e/Flask_Login-0.6.3-py3-none-any.whl", hash = "sha256:849b25b82a436bf830a054e74214074af59097171562ab10bfa999e6b78aae5d", size = 17303, upload-time = "2023-10-30T14:53:19.636Z" },
+]
+
 [[package]]
 name = "flatbuffers"
 version = "25.9.23"
@@ -394,6 +470,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
 ]
 
+[[package]]
+name = "h2"
+version = "4.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "hpack" },
+    { name = "hyperframe" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1d/17/afa56379f94ad0fe8defd37d6eb3f89a25404ffc71d4d848893d270325fc/h2-4.3.0.tar.gz", hash = "sha256:6c59efe4323fa18b47a632221a1888bd7fde6249819beda254aeca909f221bf1", size = 2152026, upload-time = "2025-08-23T18:12:19.778Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/69/b2/119f6e6dcbd96f9069ce9a2665e0146588dc9f88f29549711853645e736a/h2-4.3.0-py3-none-any.whl", hash = "sha256:c438f029a25f7945c69e0ccf0fb951dc3f73a5f6412981daee861431b70e2bdd", size = 61779, upload-time = "2025-08-23T18:12:17.779Z" },
+]
+
 [[package]]
 name = "hf-xet"
 version = "1.1.10"
@@ -409,6 +498,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ee/0e/471f0a21db36e71a2f1752767ad77e92d8cde24e974e03d662931b1305ec/hf_xet-1.1.10-cp37-abi3-win_amd64.whl", hash = "sha256:5f54b19cc347c13235ae7ee98b330c26dd65ef1df47e5316ffb1e87713ca7045", size = 2804691, upload-time = "2025-09-12T20:10:28.433Z" },
 ]
 
+[[package]]
+name = "hpack"
+version = "4.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/2c/48/71de9ed269fdae9c8057e5a4c0aa7402e8bb16f2c6e90b3aa53327b113f8/hpack-4.1.0.tar.gz", hash = "sha256:ec5eca154f7056aa06f196a557655c5b009b382873ac8d1e66e79e87535f1dca", size = 51276, upload-time = "2025-01-22T21:44:58.347Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/07/c6/80c95b1b2b94682a72cbdbfb85b81ae2daffa4291fbfa1b1464502ede10d/hpack-4.1.0-py3-none-any.whl", hash = "sha256:157ac792668d995c657d93111f46b4535ed114f0c9c8d672271bbec7eae1b496", size = 34357, upload-time = "2025-01-22T21:44:56.92Z" },
+]
+
 [[package]]
 name = "httpcore"
 version = "1.0.9"
@@ -483,6 +581,39 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f0/0f/310fb31e39e2d734ccaa2c0fb981ee41f7bd5056ce9bc29b2248bd569169/humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477", size = 86794, upload-time = "2021-09-17T21:40:39.897Z" },
 ]
 
+[[package]]
+name = "hypercorn"
+version = "0.17.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "h11" },
+    { name = "h2" },
+    { name = "priority" },
+    { name = "wsproto" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7e/3a/df6c27642e0dcb7aff688ca4be982f0fb5d89f2afd3096dc75347c16140f/hypercorn-0.17.3.tar.gz", hash = "sha256:1b37802ee3ac52d2d85270700d565787ab16cf19e1462ccfa9f089ca17574165", size = 44409, upload-time = "2024-05-28T20:55:53.06Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0e/3b/dfa13a8d96aa24e40ea74a975a9906cfdc2ab2f4e3b498862a57052f04eb/hypercorn-0.17.3-py3-none-any.whl", hash = "sha256:059215dec34537f9d40a69258d323f56344805efb462959e727152b0aa504547", size = 61742, upload-time = "2024-05-28T20:55:48.829Z" },
+]
+
+[[package]]
+name = "hyperframe"
+version = "6.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/02/e7/94f8232d4a74cc99514c13a9f995811485a6903d48e5d952771ef6322e30/hyperframe-6.1.0.tar.gz", hash = "sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08", size = 26566, upload-time = "2025-01-22T21:41:49.302Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/48/30/47d0bf6072f7252e6521f3447ccfa40b421b6824517f82854703d0f5a98b/hyperframe-6.1.0-py3-none-any.whl", hash = "sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5", size = 13007, upload-time = "2025-01-22T21:41:47.295Z" },
+]
+
+[[package]]
+name = "identify"
+version = "2.6.15"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ff/e7/685de97986c916a6d93b3876139e00eef26ad5bbbd61925d670ae8013449/identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf", size = 99311, upload-time = "2025-10-02T17:43:40.631Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757", size = 99183, upload-time = "2025-10-02T17:43:39.137Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -513,6 +644,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a4/ed/1f1afb2e9e7f38a545d628f864d562a5ae64fe6f7a10e28ffb9b185b4e89/importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec", size = 37461, upload-time = "2025-01-03T18:51:54.306Z" },
 ]
 
+[[package]]
+name = "iso8601"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b9/f3/ef59cee614d5e0accf6fd0cbba025b93b272e626ca89fb70a3e9187c5d15/iso8601-2.1.0.tar.gz", hash = "sha256:6b1d3829ee8921c4301998c909f7829fa9ed3cbdac0d3b16af2d743aed1ba8df", size = 6522, upload-time = "2023-10-03T00:25:39.317Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6c/0c/f37b6a241f0759b7653ffa7213889d89ad49a2b76eb2ddf3b57b2738c347/iso8601-2.1.0-py3-none-any.whl", hash = "sha256:aac4145c4dcb66ad8b648a02830f5e2ff6c24af20f4f482689be402db2429242", size = 7545, upload-time = "2023-10-03T00:25:32.304Z" },
+]
+
 [[package]]
 name = "itsdangerous"
 version = "2.2.0"
@@ -764,6 +904,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198, upload-time = "2023-03-07T16:47:09.197Z" },
 ]
 
+[[package]]
+name = "mypy-extensions"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/6e/371856a3fb9d31ca8dac321cda606860fa4548858c0cc45d9d1d4ca2628b/mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558", size = 6343, upload-time = "2025-04-22T14:54:24.164Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/79/7b/2c79738432f5c924bef5071f933bcc9efd0473bac3b4aa584a6f7c1c8df8/mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505", size = 4963, upload-time = "2025-04-22T14:54:22.983Z" },
+]
+
+[[package]]
+name = "nodeenv"
+version = "1.9.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/43/16/fc88b08840de0e0a72a2f9d8c6bae36be573e475a6326ae854bcc549fc45/nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f", size = 47437, upload-time = "2024-06-04T18:44:11.171Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9", size = 22314, upload-time = "2024-06-04T18:44:08.352Z" },
+]
+
 [[package]]
 name = "numpy"
 version = "2.3.3"
@@ -1013,6 +1171,113 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" },
 ]
 
+[[package]]
+name = "pathspec"
+version = "0.12.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ca/bc/f35b8446f4531a7cb215605d100cd88b7ac6f44ab3fc94870c120ab3adbf/pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712", size = 51043, upload-time = "2023-12-10T22:30:45Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08", size = 31191, upload-time = "2023-12-10T22:30:43.14Z" },
+]
+
+[[package]]
+name = "pillow"
+version = "11.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/0d/d0d6dea55cd152ce3d6767bb38a8fc10e33796ba4ba210cbab9354b6d238/pillow-11.3.0.tar.gz", hash = "sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523", size = 47113069, upload-time = "2025-07-01T09:16:30.666Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/93/0952f2ed8db3a5a4c7a11f91965d6184ebc8cd7cbb7941a260d5f018cd2d/pillow-11.3.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd", size = 2128328, upload-time = "2025-07-01T09:14:35.276Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/e8/100c3d114b1a0bf4042f27e0f87d2f25e857e838034e98ca98fe7b8c0a9c/pillow-11.3.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8", size = 2170652, upload-time = "2025-07-01T09:14:37.203Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/86/3f758a28a6e381758545f7cdb4942e1cb79abd271bea932998fc0db93cb6/pillow-11.3.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f", size = 2227443, upload-time = "2025-07-01T09:14:39.344Z" },
+    { url = "https://files.pythonhosted.org/packages/01/f4/91d5b3ffa718df2f53b0dc109877993e511f4fd055d7e9508682e8aba092/pillow-11.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c", size = 5278474, upload-time = "2025-07-01T09:14:41.843Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/0e/37d7d3eca6c879fbd9dba21268427dffda1ab00d4eb05b32923d4fbe3b12/pillow-11.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd", size = 4686038, upload-time = "2025-07-01T09:14:44.008Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/b0/3426e5c7f6565e752d81221af9d3676fdbb4f352317ceafd42899aaf5d8a/pillow-11.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e", size = 5864407, upload-time = "2025-07-03T13:10:15.628Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/c1/c6c423134229f2a221ee53f838d4be9d82bab86f7e2f8e75e47b6bf6cd77/pillow-11.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1", size = 7639094, upload-time = "2025-07-03T13:10:21.857Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/c9/09e6746630fe6372c67c648ff9deae52a2bc20897d51fa293571977ceb5d/pillow-11.3.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805", size = 5973503, upload-time = "2025-07-01T09:14:45.698Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/1c/a2a29649c0b1983d3ef57ee87a66487fdeb45132df66ab30dd37f7dbe162/pillow-11.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8", size = 6642574, upload-time = "2025-07-01T09:14:47.415Z" },
+    { url = "https://files.pythonhosted.org/packages/36/de/d5cc31cc4b055b6c6fd990e3e7f0f8aaf36229a2698501bcb0cdf67c7146/pillow-11.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2", size = 6084060, upload-time = "2025-07-01T09:14:49.636Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/ea/502d938cbaeec836ac28a9b730193716f0114c41325db428e6b280513f09/pillow-11.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b", size = 6721407, upload-time = "2025-07-01T09:14:51.962Z" },
+    { url = "https://files.pythonhosted.org/packages/45/9c/9c5e2a73f125f6cbc59cc7087c8f2d649a7ae453f83bd0362ff7c9e2aee2/pillow-11.3.0-cp313-cp313-win32.whl", hash = "sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3", size = 6273841, upload-time = "2025-07-01T09:14:54.142Z" },
+    { url = "https://files.pythonhosted.org/packages/23/85/397c73524e0cd212067e0c969aa245b01d50183439550d24d9f55781b776/pillow-11.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51", size = 6978450, upload-time = "2025-07-01T09:14:56.436Z" },
+    { url = "https://files.pythonhosted.org/packages/17/d2/622f4547f69cd173955194b78e4d19ca4935a1b0f03a302d655c9f6aae65/pillow-11.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580", size = 2423055, upload-time = "2025-07-01T09:14:58.072Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/80/a8a2ac21dda2e82480852978416cfacd439a4b490a501a288ecf4fe2532d/pillow-11.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e", size = 5281110, upload-time = "2025-07-01T09:14:59.79Z" },
+    { url = "https://files.pythonhosted.org/packages/44/d6/b79754ca790f315918732e18f82a8146d33bcd7f4494380457ea89eb883d/pillow-11.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d", size = 4689547, upload-time = "2025-07-01T09:15:01.648Z" },
+    { url = "https://files.pythonhosted.org/packages/49/20/716b8717d331150cb00f7fdd78169c01e8e0c219732a78b0e59b6bdb2fd6/pillow-11.3.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced", size = 5901554, upload-time = "2025-07-03T13:10:27.018Z" },
+    { url = "https://files.pythonhosted.org/packages/74/cf/a9f3a2514a65bb071075063a96f0a5cf949c2f2fce683c15ccc83b1c1cab/pillow-11.3.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c", size = 7669132, upload-time = "2025-07-03T13:10:33.01Z" },
+    { url = "https://files.pythonhosted.org/packages/98/3c/da78805cbdbee9cb43efe8261dd7cc0b4b93f2ac79b676c03159e9db2187/pillow-11.3.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8", size = 6005001, upload-time = "2025-07-01T09:15:03.365Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/fa/ce044b91faecf30e635321351bba32bab5a7e034c60187fe9698191aef4f/pillow-11.3.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59", size = 6668814, upload-time = "2025-07-01T09:15:05.655Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/51/90f9291406d09bf93686434f9183aba27b831c10c87746ff49f127ee80cb/pillow-11.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe", size = 6113124, upload-time = "2025-07-01T09:15:07.358Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/5a/6fec59b1dfb619234f7636d4157d11fb4e196caeee220232a8d2ec48488d/pillow-11.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c", size = 6747186, upload-time = "2025-07-01T09:15:09.317Z" },
+    { url = "https://files.pythonhosted.org/packages/49/6b/00187a044f98255225f172de653941e61da37104a9ea60e4f6887717e2b5/pillow-11.3.0-cp313-cp313t-win32.whl", hash = "sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788", size = 6277546, upload-time = "2025-07-01T09:15:11.311Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/5c/6caaba7e261c0d75bab23be79f1d06b5ad2a2ae49f028ccec801b0e853d6/pillow-11.3.0-cp313-cp313t-win_amd64.whl", hash = "sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31", size = 6985102, upload-time = "2025-07-01T09:15:13.164Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/7e/b623008460c09a0cb38263c93b828c666493caee2eb34ff67f778b87e58c/pillow-11.3.0-cp313-cp313t-win_arm64.whl", hash = "sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e", size = 2424803, upload-time = "2025-07-01T09:15:15.695Z" },
+    { url = "https://files.pythonhosted.org/packages/73/f4/04905af42837292ed86cb1b1dabe03dce1edc008ef14c473c5c7e1443c5d/pillow-11.3.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12", size = 5278520, upload-time = "2025-07-01T09:15:17.429Z" },
+    { url = "https://files.pythonhosted.org/packages/41/b0/33d79e377a336247df6348a54e6d2a2b85d644ca202555e3faa0cf811ecc/pillow-11.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a", size = 4686116, upload-time = "2025-07-01T09:15:19.423Z" },
+    { url = "https://files.pythonhosted.org/packages/49/2d/ed8bc0ab219ae8768f529597d9509d184fe8a6c4741a6864fea334d25f3f/pillow-11.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632", size = 5864597, upload-time = "2025-07-03T13:10:38.404Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/3d/b932bb4225c80b58dfadaca9d42d08d0b7064d2d1791b6a237f87f661834/pillow-11.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673", size = 7638246, upload-time = "2025-07-03T13:10:44.987Z" },
+    { url = "https://files.pythonhosted.org/packages/09/b5/0487044b7c096f1b48f0d7ad416472c02e0e4bf6919541b111efd3cae690/pillow-11.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027", size = 5973336, upload-time = "2025-07-01T09:15:21.237Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/2d/524f9318f6cbfcc79fbc004801ea6b607ec3f843977652fdee4857a7568b/pillow-11.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77", size = 6642699, upload-time = "2025-07-01T09:15:23.186Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/d2/a9a4f280c6aefedce1e8f615baaa5474e0701d86dd6f1dede66726462bbd/pillow-11.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874", size = 6083789, upload-time = "2025-07-01T09:15:25.1Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/54/86b0cd9dbb683a9d5e960b66c7379e821a19be4ac5810e2e5a715c09a0c0/pillow-11.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a", size = 6720386, upload-time = "2025-07-01T09:15:27.378Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/95/88efcaf384c3588e24259c4203b909cbe3e3c2d887af9e938c2022c9dd48/pillow-11.3.0-cp314-cp314-win32.whl", hash = "sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214", size = 6370911, upload-time = "2025-07-01T09:15:29.294Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/cc/934e5820850ec5eb107e7b1a72dd278140731c669f396110ebc326f2a503/pillow-11.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635", size = 7117383, upload-time = "2025-07-01T09:15:31.128Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/e9/9c0a616a71da2a5d163aa37405e8aced9a906d574b4a214bede134e731bc/pillow-11.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6", size = 2511385, upload-time = "2025-07-01T09:15:33.328Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/33/c88376898aff369658b225262cd4f2659b13e8178e7534df9e6e1fa289f6/pillow-11.3.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae", size = 5281129, upload-time = "2025-07-01T09:15:35.194Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/70/d376247fb36f1844b42910911c83a02d5544ebd2a8bad9efcc0f707ea774/pillow-11.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653", size = 4689580, upload-time = "2025-07-01T09:15:37.114Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/1c/537e930496149fbac69efd2fc4329035bbe2e5475b4165439e3be9cb183b/pillow-11.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6", size = 5902860, upload-time = "2025-07-03T13:10:50.248Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/57/80f53264954dcefeebcf9dae6e3eb1daea1b488f0be8b8fef12f79a3eb10/pillow-11.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36", size = 7670694, upload-time = "2025-07-03T13:10:56.432Z" },
+    { url = "https://files.pythonhosted.org/packages/70/ff/4727d3b71a8578b4587d9c276e90efad2d6fe0335fd76742a6da08132e8c/pillow-11.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b", size = 6005888, upload-time = "2025-07-01T09:15:39.436Z" },
+    { url = "https://files.pythonhosted.org/packages/05/ae/716592277934f85d3be51d7256f3636672d7b1abfafdc42cf3f8cbd4b4c8/pillow-11.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477", size = 6670330, upload-time = "2025-07-01T09:15:41.269Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/bb/7fe6cddcc8827b01b1a9766f5fdeb7418680744f9082035bdbabecf1d57f/pillow-11.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50", size = 6114089, upload-time = "2025-07-01T09:15:43.13Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/f5/06bfaa444c8e80f1a8e4bff98da9c83b37b5be3b1deaa43d27a0db37ef84/pillow-11.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b", size = 6748206, upload-time = "2025-07-01T09:15:44.937Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/77/bc6f92a3e8e6e46c0ca78abfffec0037845800ea38c73483760362804c41/pillow-11.3.0-cp314-cp314t-win32.whl", hash = "sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12", size = 6377370, upload-time = "2025-07-01T09:15:46.673Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/82/3a721f7d69dca802befb8af08b7c79ebcab461007ce1c18bd91a5d5896f9/pillow-11.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db", size = 7121500, upload-time = "2025-07-01T09:15:48.512Z" },
+    { url = "https://files.pythonhosted.org/packages/89/c7/5572fa4a3f45740eaab6ae86fcdf7195b55beac1371ac8c619d880cfe948/pillow-11.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa", size = 2512835, upload-time = "2025-07-01T09:15:50.399Z" },
+]
+
+[[package]]
+name = "pillow-heif"
+version = "1.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pillow" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/64/65/77284daf2a8a2849b9040889bd8e1b845e693ed97973a28ba2122b8922ad/pillow_heif-1.1.1.tar.gz", hash = "sha256:f60e8c8a8928556104cec4fff39d43caa1da105625bdb53b11ce3c89d09b6bde", size = 18271952, upload-time = "2025-09-30T16:42:24.485Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c2/1d/2ea075d537b4ac9f5fb0c53fd543a764f5f1dee1fe6bea8fb5b34018cf94/pillow_heif-1.1.1-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:8269cae2e0232f73bda5128181a42fbbb562c29b76fbcced22fef70a61b94dbe", size = 4696826, upload-time = "2025-09-30T16:41:35.281Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/6f/860fab6d6e6f04f13b97a8d9150816fa16feb3f7a2fe2d8ab4b460adc711/pillow_heif-1.1.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:08787cc64b4a519789a348f137b914981ce520d4b906e09e2b8e974c87e3e215", size = 3451076, upload-time = "2025-09-30T16:41:36.506Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/9a/711f77c7c6e00fa1ae0e890a36a5be03c47170b6cbb88fc92761bee0fff5/pillow_heif-1.1.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ac0fc8523a77c351991f78766d41290241dd87fbe036b6f777c49f2bd3561119", size = 5773389, upload-time = "2025-09-30T16:41:37.65Z" },
+    { url = "https://files.pythonhosted.org/packages/50/c8/50e2d1adede807dc1d3b35f2cfa28d7f8e73e9d56cb560dc94b1d7053b75/pillow_heif-1.1.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:18db6c78b8fa52065339ffb69739f5c45748c0b5f836349f0aba786f7bb905ab", size = 5504774, upload-time = "2025-09-30T16:41:38.849Z" },
+    { url = "https://files.pythonhosted.org/packages/03/c2/0fa0ebaaec2a7e548989b84a2561300137d9999fc780d24ad7d6d4ef9417/pillow_heif-1.1.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c5db8a8ee7ee4b1311f81d223d32538d63a73adc2ece7610a9f19519856c8e68", size = 6809350, upload-time = "2025-09-30T16:41:40.455Z" },
+    { url = "https://files.pythonhosted.org/packages/85/cc/b0eee2b939a362dcccb96483f8d172b64df192ec93445103be04634255c8/pillow_heif-1.1.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a2e6d4f7209aade2d55bbbcdbbbe623118722bcc7a12edef15cf4ee0d8586c3e", size = 6431750, upload-time = "2025-09-30T16:41:42.418Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/0b/a559ad48a5c03db5ecdc7c8b8dd04df3cb1072c0f983bcaebd26e1e63442/pillow_heif-1.1.1-cp313-cp313-win_amd64.whl", hash = "sha256:ff158ff338082d39864abd31c69ae2ee57de3f193c85ccbe365f4d7260712229", size = 5422353, upload-time = "2025-09-30T16:41:44.15Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/f8/6c3fd8a28ea16236d40d6885b3babd801a2e7bdb73ee52a293eb34de7afc/pillow_heif-1.1.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7f19389ffeb3866f95370eb917e6a32706c110a9fa670daefb63b5660948a82e", size = 4696793, upload-time = "2025-09-30T16:41:45.744Z" },
+    { url = "https://files.pythonhosted.org/packages/28/09/f2ffdac98465d00b6244c4333d2f73e815351beb6fa1d22f489797f0411c/pillow_heif-1.1.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:8d5fa5539ff3c7bbe64aa446c10bf10f6d8c1604997a66b195bec02e2965eb10", size = 3451160, upload-time = "2025-09-30T16:41:47.111Z" },
+    { url = "https://files.pythonhosted.org/packages/84/93/a801624eb86e8e0a2a6212a10da6c69beb7060be569fe36100d96a2d9e2c/pillow_heif-1.1.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f9b08c81602ffd660cd27456fbfa3cbf396cf23bb39d3015cc7a6cd56ade82fd", size = 5773568, upload-time = "2025-09-30T16:41:48.65Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/fd/7d619b7b9386abd6228b1465450ea0bb8a3875b1e22c4f9e5bbd598224ae/pillow_heif-1.1.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a0f2d68af87d5e1f6af0db021b61f62e456f413eba98ea7723d7f49f2a6f1f01", size = 5504865, upload-time = "2025-09-30T16:41:50.051Z" },
+    { url = "https://files.pythonhosted.org/packages/44/72/35b5a8a5cbdcb38968328a8d8f2385f38328141dca6dc52d8e192a36e256/pillow_heif-1.1.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e486b15696a958a04178aa9ff7f7db4f803d1ec7bbded924671576125c052ed5", size = 6809536, upload-time = "2025-09-30T16:41:51.309Z" },
+    { url = "https://files.pythonhosted.org/packages/23/70/fc0e0cc6b864f53be2833b23cadd1d1a480a51d6b2d5efd5c4c119e8112e/pillow_heif-1.1.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:a37999e53c0cd32401667303e0b34c43240c32530809827091fabc7eb04d7cad", size = 6431784, upload-time = "2025-09-30T16:41:52.602Z" },
+    { url = "https://files.pythonhosted.org/packages/96/0e/af38e5cbca622fceaa1ee8eba8e68b3c6bf1bd6e6a37eca3817bf3dcebdc/pillow_heif-1.1.1-cp314-cp314-win_amd64.whl", hash = "sha256:1d35e973b2463b03f7b0bd5c898c7a424a46d69f7c20a9c251b322dfe4f45068", size = 5577269, upload-time = "2025-09-30T16:41:54.206Z" },
+]
+
+[[package]]
+name = "platformdirs"
+version = "4.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/23/e8/21db9c9987b0e728855bd57bff6984f67952bea55d6f75e055c46b5383e8/platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf", size = 21634, upload-time = "2025-08-26T14:32:04.268Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/40/4b/2028861e724d3bd36227adfa20d3fd24c3fc6d52032f4a93c133be5d17ce/platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85", size = 18654, upload-time = "2025-08-26T14:32:02.735Z" },
+]
+
+[[package]]
+name = "pony"
+version = "0.7.19"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/60/59/ab6542afa95de0d5a16545ce6ce683960352cfd9a2318722593b81a98123/pony-0.7.19.tar.gz", hash = "sha256:f7f83b2981893e49f7f18e8def52ad8fa8f8e6c5f9583b9aaed62d4d85036a0f", size = 258589, upload-time = "2024-08-27T12:29:29.963Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/16/cb/0ef8429024309fe6f5edf1debc7cf63adeaeb34b2242490cc18710658abd/pony-0.7.19-py3-none-any.whl", hash = "sha256:5112b4cf40d3f24e93ae66dc5ab7dc6813388efa870e750928d60dc699873cf5", size = 317259, upload-time = "2024-08-27T12:29:28.247Z" },
+]
+
 [[package]]
 name = "posthog"
 version = "5.4.0"
@@ -1029,6 +1294,31 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4f/98/e480cab9a08d1c09b1c59a93dade92c1bb7544826684ff2acbfd10fcfbd4/posthog-5.4.0-py3-none-any.whl", hash = "sha256:284dfa302f64353484420b52d4ad81ff5c2c2d1d607c4e2db602ac72761831bd", size = 105364, upload-time = "2025-06-20T23:19:22.001Z" },
 ]
 
+[[package]]
+name = "pre-commit"
+version = "4.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cfgv" },
+    { name = "identify" },
+    { name = "nodeenv" },
+    { name = "pyyaml" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ff/29/7cf5bbc236333876e4b41f56e06857a87937ce4bf91e117a6991a2dbb02a/pre_commit-4.3.0.tar.gz", hash = "sha256:499fe450cc9d42e9d58e606262795ecb64dd05438943c62b66f6a8673da30b16", size = 193792, upload-time = "2025-08-09T18:56:14.651Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl", hash = "sha256:2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8", size = 220965, upload-time = "2025-08-09T18:56:13.192Z" },
+]
+
+[[package]]
+name = "priority"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f5/3c/eb7c35f4dcede96fca1842dac5f4f5d15511aa4b52f3a961219e68ae9204/priority-2.0.0.tar.gz", hash = "sha256:c965d54f1b8d0d0b19479db3924c7c36cf672dbf2aec92d43fbdaf4492ba18c0", size = 24792, upload-time = "2021-06-27T10:15:05.487Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5e/5f/82c8074f7e84978129347c2c6ec8b6c59f3584ff1a20bc3c940a3e061790/priority-2.0.0-py3-none-any.whl", hash = "sha256:6f8eefce5f3ad59baf2c080a664037bb4725cd0a790d53d59ab4059288faf6aa", size = 8946, upload-time = "2021-06-27T10:15:03.856Z" },
+]
+
 [[package]]
 name = "protobuf"
 version = "6.32.1"
@@ -1208,12 +1498,45 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
 ]
 
+[[package]]
+name = "pyjwt"
+version = "2.10.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e7/46/bd74733ff231675599650d3e47f361794b22ef3e3770998dda30d3b63726/pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953", size = 87785, upload-time = "2024-11-28T03:43:29.933Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/61/ad/689f02752eeec26aed679477e80e632ef1b682313be70793d798c1d5fc8f/PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb", size = 22997, upload-time = "2024-11-28T03:43:27.893Z" },
+]
+
+[[package]]
+name = "pymupdf"
+version = "1.26.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/90/35/031556dfc0d332d8e9ed9b61ca105138606d3f8971b9eb02e20118629334/pymupdf-1.26.4.tar.gz", hash = "sha256:be13a066d42bfaed343a488168656637c4d9843ddc63b768dc827c9dfc6b9989", size = 83077563, upload-time = "2025-08-25T14:20:29.499Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/ae/3be722886cc7be2093585cd94f466db1199133ab005645a7a567b249560f/pymupdf-1.26.4-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:cb95562a0a63ce906fd788bdad5239063b63068cf4a991684f43acb09052cb99", size = 23061974, upload-time = "2025-08-25T14:16:58.811Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/b0/9a451d837e1fe18ecdbfbc34a6499f153c8a008763229cc634725383a93f/pymupdf-1.26.4-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:67e9e6b45832c33726651c2a031e9a20108fd9e759140b9e843f934de813a7ff", size = 22410112, upload-time = "2025-08-25T14:17:24.511Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/13/0916e8e02cb5453161fb9d9167c747d0a20d58633e30728645374153f815/pymupdf-1.26.4-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:2604f687dd02b6a1b98c81bd8becfc0024899a2d2085adfe3f9e91607721fd22", size = 23454948, upload-time = "2025-08-25T21:20:07.71Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/c6/d3cfafc75d383603884edeabe4821a549345df954a88d79e6764e2c87601/pymupdf-1.26.4-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:973a6dda61ebd34040e4df3753bf004b669017663fbbfdaa294d44eceba98de0", size = 24060686, upload-time = "2025-08-25T14:17:56.536Z" },
+    { url = "https://files.pythonhosted.org/packages/72/08/035e9d22c801e801bba50c6745bc90ba8696a042fe2c68793e28bf0c3b07/pymupdf-1.26.4-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:299a49797df5b558e695647fa791329ba3911cbbb31ed65f24a6266c118ef1a7", size = 24265046, upload-time = "2025-08-25T14:18:21.238Z" },
+    { url = "https://files.pythonhosted.org/packages/28/8c/c201e4846ec0fb6ae5d52aa3a5d66f9355f0c69fb94230265714df0de65e/pymupdf-1.26.4-cp39-abi3-win32.whl", hash = "sha256:51b38379aad8c71bd7a8dd24d93fbe7580c2a5d9d7e1f9cd29ebbba315aa1bd1", size = 17127332, upload-time = "2025-08-25T14:18:39.132Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/c4/87d27b108c2f6d773aa5183c5ae367b2a99296ea4bc16eb79f453c679e30/pymupdf-1.26.4-cp39-abi3-win_amd64.whl", hash = "sha256:0b6345a93a9afd28de2567e433055e873205c52e6b920b129ca50e836a3aeec6", size = 18743491, upload-time = "2025-08-25T14:19:01.104Z" },
+]
+
 [[package]]
 name = "pypika"
 version = "0.48.9"
 source = { registry = "https://pypi.org/simple" }
 sdist = { url = "https://files.pythonhosted.org/packages/c7/2c/94ed7b91db81d61d7096ac8f2d325ec562fc75e35f3baea8749c85b28784/PyPika-0.48.9.tar.gz", hash = "sha256:838836a61747e7c8380cd1b7ff638694b7a7335345d0f559b04b2cd832ad5378", size = 67259, upload-time = "2022-03-15T11:22:57.066Z" }
 
+[[package]]
+name = "pypika-tortoise"
+version = "0.6.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1a/7b/0a31165e22e599ba149ba35d4323d343205a70d91a4f6e8c6565f5b4fa08/pypika_tortoise-0.6.2.tar.gz", hash = "sha256:f95ab59d9b6454db2e8daa0934728458350a1f3d56e81d9d1debc8eebeff26b3", size = 80522, upload-time = "2025-09-02T03:56:33.986Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/67/cf/2d47236c80d6deea85e76c86b959f0ec24369c16db691c6266f7a20ff4bd/pypika_tortoise-0.6.2-py3-none-any.whl", hash = "sha256:425462b02ede0a5ed7b812ec12427419927ed6b19282c55667d1cbc9a440d3cb", size = 46919, upload-time = "2025-09-02T03:56:32.771Z" },
+]
+
 [[package]]
 name = "pyproject-hooks"
 version = "1.2.0"
@@ -1253,6 +1576,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5f/ed/539768cf28c661b5b068d66d96a2f155c4971a5d55684a514c1a0e0dec2f/python_dotenv-1.1.1-py3-none-any.whl", hash = "sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc", size = 20556, upload-time = "2025-06-24T04:21:06.073Z" },
 ]
 
+[[package]]
+name = "pytokens"
+version = "0.1.10"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/30/5f/e959a442435e24f6fb5a01aec6c657079ceaca1b3baf18561c3728d681da/pytokens-0.1.10.tar.gz", hash = "sha256:c9a4bfa0be1d26aebce03e6884ba454e842f186a59ea43a6d3b25af58223c044", size = 12171, upload-time = "2025-02-19T14:51:22.001Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/60/e5/63bed382f6a7a5ba70e7e132b8b7b8abbcf4888ffa6be4877698dcfbed7d/pytokens-0.1.10-py3-none-any.whl", hash = "sha256:db7b72284e480e69fb085d9f251f66b3d2df8b7166059261258ff35f50fb711b", size = 12046, upload-time = "2025-02-19T14:51:18.694Z" },
+]
+
+[[package]]
+name = "pytz"
+version = "2025.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f8/bf/abbd3cdfb8fbc7fb3d4d38d320f2441b1e7cbe29be4f23797b4a2b5d8aac/pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3", size = 320884, upload-time = "2025-03-25T02:25:00.538Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00", size = 509225, upload-time = "2025-03-25T02:24:58.468Z" },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.3"
@@ -1289,29 +1630,87 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" },
 ]
 
+[[package]]
+name = "quart"
+version = "0.20.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiofiles" },
+    { name = "blinker" },
+    { name = "click" },
+    { name = "flask" },
+    { name = "hypercorn" },
+    { name = "itsdangerous" },
+    { name = "jinja2" },
+    { name = "markupsafe" },
+    { name = "werkzeug" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1d/9d/12e1143a5bd2ccc05c293a6f5ae1df8fd94a8fc1440ecc6c344b2b30ce13/quart-0.20.0.tar.gz", hash = "sha256:08793c206ff832483586f5ae47018c7e40bdd75d886fee3fabbdaa70c2cf505d", size = 63874, upload-time = "2024-12-23T13:53:05.664Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/e9/cc28f21f52913adf333f653b9e0a3bf9cb223f5083a26422968ba73edd8d/quart-0.20.0-py3-none-any.whl", hash = "sha256:003c08f551746710acb757de49d9b768986fd431517d0eb127380b656b98b8f1", size = 77960, upload-time = "2024-12-23T13:53:02.842Z" },
+]
+
+[[package]]
+name = "quart-jwt-extended"
+version = "0.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pyjwt" },
+    { name = "quart" },
+    { name = "six" },
+    { name = "werkzeug" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/60/12/e7b37b6dad958470248041f3626ea039337e258cec33ce25e3f316329791/Quart_JWT_Extended-0.1.0-py3-none-any.whl", hash = "sha256:422f04f317a76dc614a55ce01c945534e28a30c4e6e09e746f11f160a618a9f7", size = 22652, upload-time = "2022-10-03T12:53:05.451Z" },
+]
+
 [[package]]
 name = "raggr"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
+    { name = "bcrypt" },
+    { name = "black" },
     { name = "chromadb" },
-    { name = "dotenv" },
     { name = "flask" },
+    { name = "flask-jwt-extended" },
+    { name = "flask-login" },
     { name = "httpx" },
     { name = "ollama" },
     { name = "openai" },
+    { name = "pillow" },
+    { name = "pillow-heif" },
+    { name = "pony" },
+    { name = "pre-commit" },
     { name = "pydantic" },
+    { name = "pymupdf" },
+    { name = "python-dotenv" },
+    { name = "quart" },
+    { name = "quart-jwt-extended" },
+    { name = "tortoise-orm" },
 ]
 
 [package.metadata]
 requires-dist = [
+    { name = "bcrypt", specifier = ">=5.0.0" },
+    { name = "black", specifier = ">=25.9.0" },
     { name = "chromadb", specifier = ">=1.1.0" },
-    { name = "dotenv", specifier = ">=0.9.9" },
     { name = "flask", specifier = ">=3.1.2" },
+    { name = "flask-jwt-extended", specifier = ">=4.7.1" },
+    { name = "flask-login", specifier = ">=0.6.3" },
     { name = "httpx", specifier = ">=0.28.1" },
     { name = "ollama", specifier = ">=0.6.0" },
     { name = "openai", specifier = ">=2.0.1" },
+    { name = "pillow", specifier = ">=10.0.0" },
+    { name = "pillow-heif", specifier = ">=1.1.1" },
+    { name = "pony", specifier = ">=0.7.19" },
+    { name = "pre-commit", specifier = ">=4.3.0" },
     { name = "pydantic", specifier = ">=2.11.9" },
+    { name = "pymupdf", specifier = ">=1.24.0" },
+    { name = "python-dotenv", specifier = ">=1.0.0" },
+    { name = "quart", specifier = ">=0.20.0" },
+    { name = "quart-jwt-extended", specifier = ">=0.1.0" },
+    { name = "tortoise-orm", specifier = ">=0.25.1" },
 ]
 
 [[package]]
@@ -1519,6 +1918,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b3/46/e33a8c93907b631a99377ef4c5f817ab453d0b34f93529421f42ff559671/tokenizers-0.22.1-cp39-abi3-win_amd64.whl", hash = "sha256:65fd6e3fb11ca1e78a6a93602490f134d1fdeb13bcef99389d5102ea318ed138", size = 2674684, upload-time = "2025-09-19T09:49:24.953Z" },
 ]
 
+[[package]]
+name = "tortoise-orm"
+version = "0.25.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiosqlite" },
+    { name = "iso8601", marker = "python_full_version < '4.0'" },
+    { name = "pypika-tortoise", marker = "python_full_version < '4.0'" },
+    { name = "pytz" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d7/9b/de966810021fa773fead258efd8deea2bb73bb12479e27f288bd8ceb8763/tortoise_orm-0.25.1.tar.gz", hash = "sha256:4d5bfd13d5750935ffe636a6b25597c5c8f51c47e5b72d7509d712eda1a239fe", size = 128341, upload-time = "2025-06-05T10:43:31.058Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/70/55/2bda7f4445f4c07b734385b46d1647a388d05160cf5b8714a713e8709378/tortoise_orm-0.25.1-py3-none-any.whl", hash = "sha256:df0ef7e06eb0650a7e5074399a51ee6e532043308c612db2cac3882486a3fd9f", size = 167723, upload-time = "2025-06-05T10:43:29.309Z" },
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -1614,6 +2028,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/63/9a/0962b05b308494e3202d3f794a6e85abe471fe3cafdbcf95c2e8c713aabd/uvloop-0.21.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a5c39f217ab3c663dc699c04cbd50c13813e31d917642d459fdcec07555cc553", size = 4660018, upload-time = "2024-10-14T23:38:10.888Z" },
 ]
 
+[[package]]
+name = "virtualenv"
+version = "20.35.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "distlib" },
+    { name = "filelock" },
+    { name = "platformdirs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a4/d5/b0ccd381d55c8f45d46f77df6ae59fbc23d19e901e2d523395598e5f4c93/virtualenv-20.35.3.tar.gz", hash = "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44", size = 6002907, upload-time = "2025-10-10T21:23:33.178Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl", hash = "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a", size = 5981061, upload-time = "2025-10-10T21:23:30.433Z" },
+]
+
 [[package]]
 name = "watchfiles"
 version = "1.1.0"
@@ -1709,6 +2137,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/52/24/ab44c871b0f07f491e5d2ad12c9bd7358e527510618cb1b803a88e986db1/werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e", size = 224498, upload-time = "2024-11-08T15:52:16.132Z" },
 ]
 
+[[package]]
+name = "wsproto"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c9/4a/44d3c295350d776427904d73c189e10aeae66d7f555bb2feee16d1e4ba5a/wsproto-1.2.0.tar.gz", hash = "sha256:ad565f26ecb92588a3e43bc3d96164de84cd9902482b130d0ddbaa9664a85065", size = 53425, upload-time = "2022-08-23T19:58:21.447Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl", hash = "sha256:b9acddd652b585d75b20477888c56642fdade28bdfd3579aa24a4d2c037dd736", size = 24226, upload-time = "2022-08-23T19:58:19.96Z" },
+]
+
 [[package]]
 name = "zipp"
 version = "3.23.0"