Add scheduler for fetching papers and storing in db.

paperflux/src/app.py

@@ -0,0 +1,18 @@
+from threading import Thread
+from scheduler import start_scheduler
+from flask import Flask
+
+app = Flask(__name__)
+
+
+@app.route("/")
+def home():
+    return "Welcome!"
+
+
+if __name__ == "__main__":
+    # Run scheduler to fetch papers in a separate thread
+    scheduler_thread = Thread(target=start_scheduler, daemon=True)
+    scheduler_thread.start()
+
+    app.run(debug=True, use_reloader=False)

paperflux/src/scheduler.py

@@ -0,0 +1,24 @@
+import time
+import asyncio
+from apscheduler.schedulers.background import BackgroundScheduler
+from tasks import run_paper_fetch_job
+from datetime import datetime
+
+
+def job():
+    print("Fetching papers 📝")
+    asyncio.run(run_paper_fetch_job())
+
+
+def start_scheduler():
+    scheduler = BackgroundScheduler()
+    scheduler.add_job(job, "interval", hours=24, next_run_time=datetime.now())
+    scheduler.start()
+    print("Scheduler started. Running in background.")
+
+    try:
+        while True:
+            time.sleep(60)
+    except (KeyboardInterrupt, SystemExit):
+        scheduler.shutdown()
+        print("Scheduler stopped.")

paperflux/src/tasks.py

@@ -0,0 +1,56 @@
+import asyncio
+import aiohttp
+from pymongo import MongoClient
+from datetime import datetime, timezone
+import os
+
+API_URL = "https://huggingface.co/api/daily_papers"
+PDF_BASE_URL = "https://arxiv.org/pdf/{id}.pdf"
+
+client = MongoClient("mongodb://localhost:27017/")
+db = client["papers_summary_database"]
+collection = db["papers"]
+
+
+async def fetch_papers(session):
+    async with session.get(API_URL) as response:
+        if response.status == 200:
+            return await response.json()
+        raise Exception(f"API request failed: {response.status}")
+
+
+async def download_pdf(session, paper_entry):
+    try:
+        paper_id = paper_entry["paper"]["id"]
+        pdf_url = PDF_BASE_URL.format(id=paper_id)
+
+        async with session.get(pdf_url) as response:
+            if response.status == 200:
+                content = await response.read()
+                os.makedirs("pdfs", exist_ok=True)
+                with open(f"pdfs/{paper_id}", "wb") as f:
+                    f.write(content)
+
+                return (paper_id, True)
+
+            return (paper_id, False)
+    except Exception as e:
+        print(f"Error downloading {paper_id}: {str(e)}")
+        return (paper_id, False)
+
+
+async def run_paper_fetch_job():
+    async with aiohttp.ClientSession() as session:
+        papers = await fetch_papers(session)
+        tasks = []
+
+        for paper in papers:
+            paper_data = paper["paper"]
+            paper_data["fetchedAt"] = datetime.now(timezone.utc).isoformat()
+            collection.insert_one(paper_data)
+
+        tasks = [download_pdf(session, paper) for paper in papers]
+        results = await asyncio.gather(*tasks)
+
+        successful = sum(1 for _, status in results if status)
+        print(f"Downloaded {successful}/{len(papers)} papers successfully")

poetry.lock

@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.0 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -7,7 +7,6 @@ description = "File support for asyncio."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"},
     {file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"},
@@ -20,7 +19,6 @@ description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -33,7 +31,6 @@ description = "High level compatibility layer for multiple asynchronous event lo
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
     {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
@@ -47,7 +44,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -57,7 +54,6 @@ description = "In-process task scheduler with Cron-like capabilities"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "APScheduler-3.11.0-py3-none-any.whl", hash = "sha256:fc134ca32e50f5eadcc4938e3a4545ab19131435e851abb40b34d63d5141c6da"},
     {file = "apscheduler-3.11.0.tar.gz", hash = "sha256:4c622d250b0955a65d5d0eb91c33e6d43fd879834bf541e0a18661ae60460133"},
@@ -74,7 +70,7 @@ mongodb = ["pymongo (>=3.0)"]
 redis = ["redis (>=3.0)"]
 rethinkdb = ["rethinkdb (>=2.4.0)"]
 sqlalchemy = ["sqlalchemy (>=1.4)"]
-test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6", "anyio (>=4.5.2)", "gevent", "pytest", "pytz", "twisted"]
+test = ["APScheduler[etcd,mongodb,redis,rethinkdb,sqlalchemy,tornado,zookeeper]", "PySide6 ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "anyio (>=4.5.2)", "gevent ; python_version < \"3.14\"", "pytest", "pytz", "twisted ; python_version < \"3.14\""]
 tornado = ["tornado (>=4.3)"]
 twisted = ["twisted"]
 zookeeper = ["kazoo"]
@@ -136,6 +132,65 @@ files = [
     {file = "audioop_lts-0.2.1.tar.gz", hash = "sha256:e81268da0baa880431b68b1308ab7257eb33f356e57a5f9b1f915dfb13dd1387"},
 ]
 
+[[package]]
+name = "black"
+version = "25.1.0"
+description = "The uncompromising code formatter."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "black-25.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:759e7ec1e050a15f89b770cefbf91ebee8917aac5c20483bc2d80a6c3a04df32"},
+    {file = "black-25.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0e519ecf93120f34243e6b0054db49c00a35f84f195d5bce7e9f5cfc578fc2da"},
+    {file = "black-25.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:055e59b198df7ac0b7efca5ad7ff2516bca343276c466be72eb04a3bcc1f82d7"},
+    {file = "black-25.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:db8ea9917d6f8fc62abd90d944920d95e73c83a5ee3383493e35d271aca872e9"},
+    {file = "black-25.1.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:a39337598244de4bae26475f77dda852ea00a93bd4c728e09eacd827ec929df0"},
+    {file = "black-25.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:96c1c7cd856bba8e20094e36e0f948718dc688dba4a9d78c3adde52b9e6c2299"},
+    {file = "black-25.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bce2e264d59c91e52d8000d507eb20a9aca4a778731a08cfff7e5ac4a4bb7096"},
+    {file = "black-25.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:172b1dbff09f86ce6f4eb8edf9dede08b1fce58ba194c87d7a4f1a5aa2f5b3c2"},
+    {file = "black-25.1.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:4b60580e829091e6f9238c848ea6750efed72140b91b048770b64e74fe04908b"},
+    {file = "black-25.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1e2978f6df243b155ef5fa7e558a43037c3079093ed5d10fd84c43900f2d8ecc"},
+    {file = "black-25.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3b48735872ec535027d979e8dcb20bf4f70b5ac75a8ea99f127c106a7d7aba9f"},
+    {file = "black-25.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:ea0213189960bda9cf99be5b8c8ce66bb054af5e9e861249cd23471bd7b0b3ba"},
+    {file = "black-25.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8f0b18a02996a836cc9c9c78e5babec10930862827b1b724ddfe98ccf2f2fe4f"},
+    {file = "black-25.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:afebb7098bfbc70037a053b91ae8437c3857482d3a690fefc03e9ff7aa9a5fd3"},
+    {file = "black-25.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:030b9759066a4ee5e5aca28c3c77f9c64789cdd4de8ac1df642c40b708be6171"},
+    {file = "black-25.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:a22f402b410566e2d1c950708c77ebf5ebd5d0d88a6a2e87c86d9fb48afa0d18"},
+    {file = "black-25.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a1ee0a0c330f7b5130ce0caed9936a904793576ef4d2b98c40835d6a65afa6a0"},
+    {file = "black-25.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:f3df5f1bf91d36002b0a75389ca8663510cf0531cca8aa5c1ef695b46d98655f"},
+    {file = "black-25.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d9e6827d563a2c820772b32ce8a42828dc6790f095f441beef18f96aa6f8294e"},
+    {file = "black-25.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:bacabb307dca5ebaf9c118d2d2f6903da0d62c9faa82bd21a33eecc319559355"},
+    {file = "black-25.1.0-py3-none-any.whl", hash = "sha256:95e8176dae143ba9097f351d174fdaf0ccd29efb414b362ae3fd72bf0f710717"},
+    {file = "black-25.1.0.tar.gz", hash = "sha256:33496d5cd1222ad73391352b4ae8da15253c5de89b93a80b3e2c8d9a19ec2666"},
+]
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+packaging = ">=22.0"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.10)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "blinker"
+version = "1.9.0"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
+    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
+]
+
 [[package]]
 name = "cachetools"
 version = "5.5.1"
@@ -143,7 +198,6 @@ description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
     {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
@@ -156,7 +210,6 @@ description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -169,7 +222,6 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -271,8 +323,7 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+groups = ["main", "dev"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -287,13 +338,34 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and platform_system == \"Windows\""
+groups = ["main", "dev"]
+markers = "platform_system == \"Windows\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.7.0"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
+    {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
+]
+
+[package.extras]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "hypercorn (>=0.16.0)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "quart-trio (>=0.11.0)", "sphinx (>=7.2.0)", "sphinx-rtd-theme (>=2.0.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=43)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
+doq = ["aioquic (>=1.0.0)"]
+idna = ["idna (>=3.7)"]
+trio = ["trio (>=0.23)"]
+wmi = ["wmi (>=1.5.1)"]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -317,7 +389,6 @@ description = "FastAPI framework, high performance, easy to learn, fast to code,
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "fastapi-0.115.8-py3-none-any.whl", hash = "sha256:753a96dd7e036b34eeef8babdfcfe3f28ff79648f86551eb36bfc1b0bf4a8cbf"},
     {file = "fastapi-0.115.8.tar.gz", hash = "sha256:0ce9111231720190473e222cdf0f07f7206ad7e53ea02beb1d2dc36e2f0741e9"},
@@ -339,7 +410,6 @@ description = "A simple Python wrapper for ffmpeg"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "ffmpy-0.3.2.tar.gz", hash = "sha256:475ebfff1044661b8d969349dbcd2db9bf56d3ee78c0627e324769b49a27a78f"},
 ]
@@ -351,7 +421,6 @@ description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "filelock-3.17.0-py3-none-any.whl", hash = "sha256:533dc2f7ba78dc2f0f531fc6c4940addf7b70a481e269a5a3b93be94ffbe8338"},
     {file = "filelock-3.17.0.tar.gz", hash = "sha256:ee4e77401ef576ebb38cd7f13b9b28893194acc20a8e68e18730ba9c0e54660e"},
@@ -360,7 +429,47 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+
+[[package]]
+name = "flake8"
+version = "7.1.1"
+description = "the modular source code checker: pep8 pyflakes and co"
+optional = false
+python-versions = ">=3.8.1"
+groups = ["dev"]
+files = [
+    {file = "flake8-7.1.1-py2.py3-none-any.whl", hash = "sha256:597477df7860daa5aa0fdd84bf5208a043ab96b8e96ab708770ae0364dd03213"},
+    {file = "flake8-7.1.1.tar.gz", hash = "sha256:049d058491e228e03e67b390f311bbf88fce2dbaa8fa673e7aea87b7198b8d38"},
+]
+
+[package.dependencies]
+mccabe = ">=0.7.0,<0.8.0"
+pycodestyle = ">=2.12.0,<2.13.0"
+pyflakes = ">=3.2.0,<3.3.0"
+
+[[package]]
+name = "flask"
+version = "3.1.0"
+description = "A simple framework for building complex web applications."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "flask-3.1.0-py3-none-any.whl", hash = "sha256:d667207822eb83f1c4b50949b1623c8fc8d51f2341d65f72e1a1815397551136"},
+    {file = "flask-3.1.0.tar.gz", hash = "sha256:5f873c5184c897c8d9d1b05df1e3d01b14910ce69607a117bd3277098a5836ac"},
+]
+
+[package.dependencies]
+blinker = ">=1.9"
+click = ">=8.1.3"
+itsdangerous = ">=2.2"
+Jinja2 = ">=3.1.2"
+Werkzeug = ">=3.1"
+
+[package.extras]
+async = ["asgiref (>=3.2)"]
+dotenv = ["python-dotenv"]
 
 [[package]]
 name = "fsspec"
@@ -369,7 +478,6 @@ description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "fsspec-2025.2.0-py3-none-any.whl", hash = "sha256:9de2ad9ce1f85e1931858535bc882543171d197001a0a5eb2ddc04f1781ab95b"},
     {file = "fsspec-2025.2.0.tar.gz", hash = "sha256:1c24b16eaa0a1798afa0337aa0db9b256718ab2a89c425371f5628d22c3b6afd"},
@@ -410,7 +518,6 @@ description = "Google Ai Generativelanguage API client library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "google_ai_generativelanguage-0.6.15-py3-none-any.whl", hash = "sha256:5a03ef86377aa184ffef3662ca28f19eeee158733e45d7947982eb953c6ebb6c"},
     {file = "google_ai_generativelanguage-0.6.15.tar.gz", hash = "sha256:8f6d9dc4c12b065fe2d0289026171acea5183ebf2d0b11cefe12f3821e159ec3"},
@@ -421,7 +528,7 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extr
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
 proto-plus = [
     {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
-    {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.22.3,<2.0.0dev"},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
@@ -432,7 +539,6 @@ description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "google_api_core-2.24.1-py3-none-any.whl", hash = "sha256:bc78d608f5a5bf853b80bd70a795f703294de656c096c0968320830a4bc280f1"},
     {file = "google_api_core-2.24.1.tar.gz", hash = "sha256:f8b36f5456ab0dd99a1b693a40a31d1e7757beea380ad1b38faaf8941eae9d8a"},
@@ -443,11 +549,11 @@ google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = [
     {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
-    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0dev", optional = true, markers = "extra == \"grpc\""},
 ]
 grpcio-status = [
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
-    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""},
 ]
 proto-plus = [
     {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
@@ -458,7 +564,7 @@ requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -469,7 +575,6 @@ description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "google_api_python_client-2.161.0-py2.py3-none-any.whl", hash = "sha256:9476a5a4f200bae368140453df40f9cda36be53fa7d0e9a9aac4cdb859a26448"},
     {file = "google_api_python_client-2.161.0.tar.gz", hash = "sha256:324c0cce73e9ea0a0d2afd5937e01b7c2d6a4d7e2579cdb6c384f9699d6c9f37"},
@@ -489,7 +594,6 @@ description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "google_auth-2.38.0-py2.py3-none-any.whl", hash = "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"},
     {file = "google_auth-2.38.0.tar.gz", hash = "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4"},
@@ -515,7 +619,6 @@ description = "Google Authentication Library: httplib2 transport"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "google-auth-httplib2-0.2.0.tar.gz", hash = "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05"},
     {file = "google_auth_httplib2-0.2.0-py2.py3-none-any.whl", hash = "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"},
@@ -532,7 +635,6 @@ description = "Google Generative AI High level API client library and tools."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "google_generativeai-0.8.4-py3-none-any.whl", hash = "sha256:e987b33ea6decde1e69191ddcaec6ef974458864d243de7191db50c21a7c5b82"},
 ]
@@ -557,7 +659,6 @@ description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "googleapis_common_protos-1.67.0-py2.py3-none-any.whl", hash = "sha256:579de760800d13616f51cf8be00c876f00a9f146d3e6510e19d1f4111758b741"},
     {file = "googleapis_common_protos-1.67.0.tar.gz", hash = "sha256:21398025365f138be356d5923e9168737d94d46a72aefee4a6110a1f23463c86"},
@@ -576,7 +677,6 @@ description = "Python library for easily interacting with trained machine learni
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "gradio-5.16.0-py3-none-any.whl", hash = "sha256:0cae0fb5a261981d6ba2d1b24732d86bb0daa9596f9aa9a98123aaf45f98dfa6"},
 ]
@@ -621,7 +721,6 @@ description = "Python library for easily interacting with trained machine learni
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "gradio_client-1.7.0-py3-none-any.whl", hash = "sha256:b403570c67f121ebbbc19ac1f0afa2ab1bab085ce60d96eb190832fe871aa946"},
     {file = "gradio_client-1.7.0.tar.gz", hash = "sha256:87f6ade197951f38bac0431b2a436a8ebb2f33b2ceba2ef8e1e5bef8d8b238e4"},
@@ -642,7 +741,6 @@ description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "grpcio-1.70.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:95469d1977429f45fe7df441f586521361e235982a0b39e33841549143ae2851"},
     {file = "grpcio-1.70.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:ed9718f17fbdb472e33b869c77a16d0b55e166b100ec57b016dc7de9c8d236bf"},
@@ -711,7 +809,6 @@ description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "grpcio_status-1.70.0-py3-none-any.whl", hash = "sha256:fc5a2ae2b9b1c1969cc49f3262676e6854aa2398ec69cb5bd6c47cd501904a85"},
     {file = "grpcio_status-1.70.0.tar.gz", hash = "sha256:0e7b42816512433b18b9d764285ff029bde059e9d41f8fe10a60631bd8348101"},
@@ -729,7 +826,6 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -742,7 +838,6 @@ description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -765,7 +860,6 @@ description = "A comprehensive HTTP client library."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "httplib2-0.22.0-py3-none-any.whl", hash = "sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc"},
     {file = "httplib2-0.22.0.tar.gz", hash = "sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81"},
@@ -781,7 +875,6 @@ description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -794,7 +887,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -807,7 +900,6 @@ description = "Client library to download and publish models, datasets and other
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "huggingface_hub-0.28.1-py3-none-any.whl", hash = "sha256:aa6b9a3ffdae939b72c464dbb0d7f99f56e649b55c3d52406f49e0a5a620c0a7"},
     {file = "huggingface_hub-0.28.1.tar.gz", hash = "sha256:893471090c98e3b6efbdfdacafe4052b20b84d59866fb6f54c33d9af18c303ae"},
@@ -843,7 +935,6 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -852,6 +943,18 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
+name = "itsdangerous"
+version = "2.2.0"
+description = "Safely pass data to untrusted environments and back."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
+    {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
+]
+
 [[package]]
 name = "jinja2"
 version = "3.1.5"
@@ -859,7 +962,6 @@ description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
     {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -878,7 +980,6 @@ description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
     {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
@@ -895,7 +996,7 @@ description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -921,7 +1022,6 @@ description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
@@ -985,6 +1085,18 @@ files = [
     {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"},
 ]
 
+[[package]]
+name = "mccabe"
+version = "0.7.0"
+description = "McCabe checker, plugin for flake8"
+optional = false
+python-versions = ">=3.6"
+groups = ["dev"]
+files = [
+    {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
+    {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -992,12 +1104,24 @@ description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
 ]
 
+[[package]]
+name = "mypy-extensions"
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
+optional = false
+python-versions = ">=3.5"
+groups = ["dev"]
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
+
 [[package]]
 name = "numpy"
 version = "2.2.3"
@@ -1005,7 +1129,6 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "numpy-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:cbc6472e01952d3d1b2772b720428f8b90e2deea8344e854df22b0618e9cce71"},
     {file = "numpy-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cdfe0c22692a30cd830c0755746473ae66c4a8f2e7bd508b35fb3b6a0813d787"},
@@ -1071,7 +1194,6 @@ description = "Fast, correct Python JSON library supporting dataclasses, datetim
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "orjson-3.10.15-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:552c883d03ad185f720d0c09583ebde257e41b9521b74ff40e08b7dec4559c04"},
     {file = "orjson-3.10.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:616e3e8d438d02e4854f70bfdc03a6bcdb697358dbaa6bcd19cbe24d24ece1f8"},
@@ -1160,8 +1282,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
+groups = ["main", "dev"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -1174,7 +1295,6 @@ description = "Powerful data structures for data analysis, time series, and stat
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -1255,6 +1375,18 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "pathspec"
+version = "0.12.1"
+description = "Utility library for gitignore style pattern matching of file paths."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
+    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
+]
+
 [[package]]
 name = "pillow"
 version = "11.1.0"
@@ -1262,7 +1394,6 @@ description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
     {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
@@ -1342,9 +1473,26 @@ docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
+[[package]]
+name = "platformdirs"
+version = "4.3.6"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
+    {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
+
 [[package]]
 name = "proto-plus"
 version = "1.26.0"
@@ -1352,7 +1500,6 @@ description = "Beautiful, Pythonic protocol buffers"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "proto_plus-1.26.0-py3-none-any.whl", hash = "sha256:bf2dfaa3da281fc3187d12d224c707cb57214fb2c22ba854eb0c105a3fb2d4d7"},
     {file = "proto_plus-1.26.0.tar.gz", hash = "sha256:6e93d5f5ca267b54300880fff156b6a3386b3fa3f43b1da62e680fc0c586ef22"},
@@ -1371,7 +1518,6 @@ description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "protobuf-5.29.3-cp310-abi3-win32.whl", hash = "sha256:3ea51771449e1035f26069c4c7fd51fba990d07bc55ba80701c78f886bf9c888"},
     {file = "protobuf-5.29.3-cp310-abi3-win_amd64.whl", hash = "sha256:a4fa6f80816a9a0678429e84973f2f98cbc218cca434abe8db2ad0bffc98503a"},
@@ -1393,7 +1539,6 @@ description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -1406,7 +1551,6 @@ description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -1415,6 +1559,18 @@ files = [
 [package.dependencies]
 pyasn1 = ">=0.4.6,<0.7.0"
 
+[[package]]
+name = "pycodestyle"
+version = "2.12.1"
+description = "Python style guide checker"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "pycodestyle-2.12.1-py2.py3-none-any.whl", hash = "sha256:46f0fb92069a7c28ab7bb558f05bfc0110dac69a0cd23c61ea0040283a9d78b3"},
+    {file = "pycodestyle-2.12.1.tar.gz", hash = "sha256:6838eae08bbce4f6accd5d5572075c63626a15ee3e6f842df996bf62f6d73521"},
+]
+
 [[package]]
 name = "pydantic"
 version = "2.10.6"
@@ -1422,7 +1578,6 @@ description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -1435,7 +1590,7 @@ typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -1444,7 +1599,6 @@ description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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@@ -1558,12 +1712,23 @@ description = "Manipulate audio with an simple and easy high level interface"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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 ]
 
+[[package]]
+name = "pyflakes"
+version = "3.2.0"
+description = "passive checker of Python programs"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
+    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
+]
+
 [[package]]
 name = "pygments"
 version = "2.19.1"
@@ -1571,7 +1736,7 @@ description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
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@@ -1580,6 +1745,86 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pymongo"
+version = "4.11.1"
+description = "Python driver for MongoDB <http://www.mongodb.org>"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "pymongo-4.11.1.tar.gz", hash = "sha256:3757ce9257c3486eead45680a8895a0ed9ba27efaf1791fc0cf854367c21c638"},
+]
+
+[package.dependencies]
+dnspython = ">=1.16.0,<3.0.0"
+
+[package.extras]
+aws = ["pymongo-auth-aws (>=1.1.0,<2.0.0)"]
+docs = ["furo (==2024.8.6)", "readthedocs-sphinx-search (>=0.3,<1.0)", "sphinx (>=5.3,<9)", "sphinx-autobuild (>=2020.9.1)", "sphinx-rtd-theme (>=2,<4)", "sphinxcontrib-shellcheck (>=1,<2)"]
+encryption = ["certifi ; os_name == \"nt\" or sys_platform == \"darwin\"", "pymongo-auth-aws (>=1.1.0,<2.0.0)", "pymongocrypt (>=1.12.0,<2.0.0)"]
+gssapi = ["pykerberos ; os_name != \"nt\"", "winkerberos (>=0.5.0) ; os_name == \"nt\""]
+ocsp = ["certifi ; os_name == \"nt\" or sys_platform == \"darwin\"", "cryptography (>=2.5)", "pyopenssl (>=17.2.0)", "requests (<3.0.0)", "service-identity (>=18.1.0)"]
+snappy = ["python-snappy"]
+test = ["pytest (>=8.2)", "pytest-asyncio (>=0.24.0)"]
+zstd = ["zstandard"]
+
 [[package]]
 name = "pyparsing"
 version = "3.2.1"
@@ -1587,7 +1832,6 @@ description = "pyparsing module - Classes and methods to define and execute pars
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1"},
     {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
@@ -1603,7 +1847,6 @@ description = "A pure-python PDF library capable of splitting, merging, cropping
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "PyPDF2-3.0.1.tar.gz", hash = "sha256:a74408f69ba6271f71b9352ef4ed03dc53a31aa404d29b5d31f53bfecfee1440"},
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@@ -1623,7 +1866,6 @@ description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -1639,7 +1881,6 @@ description = "Read key-value pairs from a .env file and set them as environment
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
     {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
@@ -1655,7 +1896,6 @@ description = "A streaming multipart parser for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104"},
     {file = "python_multipart-0.0.20.tar.gz", hash = "sha256:8dd0cab45b8e23064ae09147625994d090fa46f5b0d1e13af944c331a7fa9d13"},
@@ -1668,7 +1908,6 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "pytz-2025.1-py2.py3-none-any.whl", hash = "sha256:89dd22dca55b46eac6eda23b2d72721bf1bdfef212645d81513ef5d03038de57"},
     {file = "pytz-2025.1.tar.gz", hash = "sha256:c2db42be2a2518b28e65f9207c4d05e6ff547d1efa4086469ef855e4ab70178e"},
@@ -1681,7 +1920,6 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
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@@ -1745,7 +1983,6 @@ description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "redis-5.2.1-py3-none-any.whl", hash = "sha256:ee7e1056b9aea0f04c6c2ed59452947f34c4940ee025f5dd83e6a6418b6989e4"},
     {file = "redis-5.2.1.tar.gz", hash = "sha256:16f2e22dff21d5125e8481515e386711a34cbec50f0e44413dd7d9c060a54e0f"},
@@ -1765,7 +2002,6 @@ description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -1788,7 +2024,7 @@ description = "Render rich text, tables, progress bars, syntax highlighting, mar
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
     {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"},
@@ -1809,7 +2045,6 @@ description = "Pure-Python RSA implementation"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "rsa-4.2.tar.gz", hash = "sha256:aaefa4b84752e3e99bd8333a2e1e3e7a7da64614042bd66f775573424370108a"},
 ]
@@ -1823,8 +2058,7 @@ version = "0.9.6"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+groups = ["main", "dev"]
 files = [
     {file = "ruff-0.9.6-py3-none-linux_armv6l.whl", hash = "sha256:2f218f356dd2d995839f1941322ff021c72a492c470f0b26a34f844c29cdf5ba"},
     {file = "ruff-0.9.6-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b908ff4df65dad7b251c9968a2e4560836d8f5487c2f0cc238321ed951ea0504"},
@@ -1853,7 +2087,6 @@ description = "A small Python library created to help developers protect their a
 optional = false
 python-versions = ">3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "safehttpx-0.1.6-py3-none-any.whl", hash = "sha256:407cff0b410b071623087c63dd2080c3b44dc076888d8c5823c00d1e58cb381c"},
     {file = "safehttpx-0.1.6.tar.gz", hash = "sha256:b356bfc82cee3a24c395b94a2dbeabbed60aff1aa5fa3b5fe97c4f2456ebce42"},
@@ -1872,14 +2105,13 @@ description = "A library implementing the 'SemVer' scheme."
 optional = false
 python-versions = ">=2.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "semantic_version-2.10.0-py2.py3-none-any.whl", hash = "sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177"},
     {file = "semantic_version-2.10.0.tar.gz", hash = "sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c"},
 ]
 
 [package.extras]
-dev = ["Django (>=1.11)", "check-manifest", "colorama (<=0.4.1)", "coverage", "flake8", "nose2", "readme-renderer (<25.0)", "tox", "wheel", "zest.releaser[recommended]"]
+dev = ["Django (>=1.11)", "check-manifest", "colorama (<=0.4.1) ; python_version == \"3.4\"", "coverage", "flake8", "nose2", "readme-renderer (<25.0) ; python_version == \"3.4\"", "tox", "wheel", "zest.releaser[recommended]"]
 doc = ["Sphinx", "sphinx-rtd-theme"]
 
 [[package]]
@@ -1889,7 +2121,7 @@ description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -1902,7 +2134,6 @@ description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -1915,7 +2146,6 @@ description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -1928,7 +2158,6 @@ description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
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     {file = "starlette-0.45.3.tar.gz", hash = "sha256:2cbcba2a75806f8a41c722141486f37c28e30a0921c5f6fe4346cb0dcee1302f"},
@@ -1940,6 +2169,49 @@ anyio = ">=3.6.2,<5"
 [package.extras]
 full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
 
+[[package]]
+name = "tomli"
+version = "2.2.1"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version < \"3.11\""
+files = [
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+    {file = "tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7"},
+    {file = "tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281"},
+    {file = "tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2"},
+    {file = "tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744"},
+    {file = "tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec"},
+    {file = "tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69"},
+    {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
+    {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
+]
+
 [[package]]
 name = "tomlkit"
 version = "0.13.2"
@@ -1947,7 +2219,6 @@ description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
     {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
@@ -1960,7 +2231,6 @@ description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -1983,7 +2253,7 @@ description = "Typer, build great CLIs. Easy to code. Based on Python type hints
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "typer-0.15.1-py3-none-any.whl", hash = "sha256:7994fb7b8155b64d3402518560648446072864beefd44aa2dc36972a5972e847"},
     {file = "typer-0.15.1.tar.gz", hash = "sha256:a0588c0a7fa68a1978a069818657778f86abe6ff5ea6abf472f940a08bfe4f0a"},
@@ -2001,12 +2271,12 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
+groups = ["main", "dev"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
+markers = {dev = "python_version < \"3.11\""}
 
 [[package]]
 name = "tzdata"
@@ -2015,7 +2285,6 @@ description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
     {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
@@ -2028,7 +2297,6 @@ description = "tzinfo object for the local timezone"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "tzlocal-5.3-py3-none-any.whl", hash = "sha256:3814135a1bb29763c6e4f08fd6e41dbb435c7a60bfbb03270211bcc537187d8c"},
     {file = "tzlocal-5.3.tar.gz", hash = "sha256:2fafbfc07e9d8b49ade18f898d6bcd37ae88ce3ad6486842a2e4f03af68323d2"},
@@ -2047,7 +2315,6 @@ description = "Implementation of RFC 6570 URI Templates"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "uritemplate-4.1.1-py2.py3-none-any.whl", hash = "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"},
     {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
@@ -2060,14 +2327,13 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -2079,7 +2345,7 @@ description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "(python_version >= \"3.12\" or python_version <= \"3.11\") and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
     {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
@@ -2091,7 +2357,7 @@ h11 = ">=0.8"
 typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "websockets"
@@ -2100,7 +2366,6 @@ description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.12\" or python_version <= \"3.11\""
 files = [
     {file = "websockets-14.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e8179f95323b9ab1c11723e5d91a89403903f7b001828161b480a7810b334885"},
     {file = "websockets-14.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0d8c3e2cdb38f31d8bd7d9d28908005f6fa9def3324edb9bf336d7e4266fd397"},
@@ -2173,7 +2438,25 @@ files = [
     {file = "websockets-14.2.tar.gz", hash = "sha256:5059ed9c54945efb321f097084b4c7e52c246f2c869815876a69d1efc4ad6eb5"},
 ]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.3"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10"
-content-hash = "0eb03d779436a977b62a1cc0ae8a7b57eae8f2d403ad4a1c2c969e4a5a533344"
+content-hash = "08fc3d7727c2b05ff4409c7e4eafbe8175a572ee081831982e85a55f9c7b4499"

pyproject.toml

@@ -18,10 +18,19 @@ dependencies = [
     "apscheduler (>=3.11.0,<4.0.0)",
     "python-multipart (>=0.0.20,<0.0.21)",
     "httpx (>=0.28.1,<0.29.0)",
-    "markdown (>=3.7,<4.0)"
+    "markdown (>=3.7,<4.0)",
+    "pymongo (>=4.11.1,<5.0.0)",
+    "flask (>=3.1.0,<4.0.0)",
+    "tqdm (>=4.67.1,<5.0.0)"
 ]
 
 
 [build-system]
 requires = ["poetry-core>=2.0.0,<3.0.0"]
 build-backend = "poetry.core.masonry.api"
+
+[tool.poetry.group.dev.dependencies]
+ruff = "^0.9.6"
+black = "^25.1.0"
+flake8 = "^7.1.1"
+

tests/api_test.py

@@ -7,54 +7,61 @@ API_URL = "https://huggingface.co/api/daily_papers"
 PDF_BASE_URL = "https://arxiv.org/pdf/{id}.pdf"
 DOWNLOAD_DIR = "papers"
 
+
 async def fetch_papers(session):
-  async with session.get(API_URL) as response:
-    if response.status == 200:
-        return await response.json()
-    raise Exception(f"API request failed: {response.status}")
+    async with session.get(API_URL) as response:
+        if response.status == 200:
+            return await response.json()
+        raise Exception(f"API request failed: {response.status}")
+
 
 async def download_pdf(session, paper_entry):
-  try:
-    paper_id = paper_entry["paper"]["id"]
-    pdf_url = PDF_BASE_URL.format(id=paper_id)
-    clean_id = paper_id.replace("/", "_")
-    filename = f"{datetime.now().date()}_{clean_id}.pdf"
-    filepath = os.path.join(DOWNLOAD_DIR, filename)
-    
-    async with session.get(pdf_url) as response:
-        if response.status == 200:
-            content = await response.read()
-            with open(filepath, "wb") as f:
-                f.write(content)
-            return (paper_id, True)
+    try:
+        paper_id = paper_entry["paper"]["id"]
+        pdf_url = PDF_BASE_URL.format(id=paper_id)
+        clean_id = paper_id.replace("/", "_")
+        filename = f"{datetime.now().date()}_{clean_id}.pdf"
+        filepath = os.path.join(DOWNLOAD_DIR, filename)
+
+        async with session.get(pdf_url) as response:
+            if response.status == 200:
+                content = await response.read()
+                with open(filepath, "wb") as f:
+                    f.write(content)
+                return (paper_id, True)
+            return (paper_id, False)
+    except Exception as e:
+        print(f"Error downloading {paper_id}: {str(e)}")
         return (paper_id, False)
-  except Exception as e:
-    print(f"Error downloading {paper_id}: {str(e)}")
-    return (paper_id, False)
-  
+
+
 os.makedirs(DOWNLOAD_DIR, exist_ok=True)
 
+
 async def main():
     async with aiohttp.ClientSession() as session:
         papers = await fetch_papers(session)
         print(f"Found {len(papers)} papers")
-        
+
         print(f"\nFound {len(papers)} papers:")
         for i, paper_entry in enumerate(papers, 1):
             paper = paper_entry.get("paper", {})
             print(f"\nPaper {i}:")
             print(f"ID: {paper.get('id')}")
             print(f"Title: {paper.get('title')}")
-            print(f"Authors: {', '.join([author.get('name') for author in paper.get('authors', [])])}")
+            print(
+                f"Authors: {', '.join([author.get('name') for author in paper.get('authors', [])])}"
+            )
             print(f"Published: {paper.get('publishedAt')}")
             print(f"Summary: {paper.get('summary')[:200]}...")
             print(f"PDF URL: {PDF_BASE_URL.format(id=paper.get('id'))}")
 
         tasks = [download_pdf(session, paper) for paper in papers]
         results = await asyncio.gather(*tasks)
-        
+
         successful = sum(1 for _, status in results if status)
         print(f"Downloaded {successful}/{len(papers)} papers successfully")
 
+
 if __name__ == "__main__":
-    asyncio.run(main())
+    asyncio.run(main())

tests/pdf_workflow_test.py

@@ -6,14 +6,15 @@ from pathlib import Path
 GEMINI_API_KEY = ""
 genai.configure(api_key=GEMINI_API_KEY)
 
+
 class PaperAnalyzer:
     def __init__(self):
-        self.model = genai.GenerativeModel('gemini-1.5-pro-latest')
+        self.model = genai.GenerativeModel("gemini-1.5-pro-latest")
         self.safety_settings = {
             HarmCategory.HARM_CATEGORY_HATE_SPEECH: HarmBlockThreshold.BLOCK_NONE,
             HarmCategory.HARM_CATEGORY_HARASSMENT: HarmBlockThreshold.BLOCK_NONE,
             HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT: HarmBlockThreshold.BLOCK_NONE,
-            HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT: HarmBlockThreshold.BLOCK_NONE
+            HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT: HarmBlockThreshold.BLOCK_NONE,
         }
 
     def analyze_paper(self, pdf_path: str) -> str:
@@ -24,17 +25,17 @@ class PaperAnalyzer:
         try:
             abs_path = Path(pdf_path).absolute()
             print(f"Looking for PDF at: {abs_path}")
-            
+
             if not abs_path.exists():
-                available_files = list(abs_path.parent.glob('*'))
+                available_files = list(abs_path.parent.glob("*"))
                 print(f"Available files: {available_files}")
                 return f"File not found: {abs_path}"
 
             uploaded_file = genai.upload_file(str(abs_path))
 
             uploaded_file = genai.upload_file(pdf_path)
-            
-            prompt = f"""Analyze this research paper thoroughly, considering both text and visual elements:
+
+            prompt = """Analyze this research paper thoroughly, considering both text and visual elements:
             Provide in depth explanation with all core mathematical concepts and intuition behind them.
 
             1. Paper Structure Analysis:
@@ -68,25 +69,26 @@ class PaperAnalyzer:
             response = self.model.generate_content(
                 [prompt, uploaded_file],
                 safety_settings=self.safety_settings,
-                generation_config={"temperature": 0.2}
+                generation_config={"temperature": 0.2},
             )
-            
+
             genai.delete_file(uploaded_file.name)
             return response.text
 
         except Exception as e:
             return f"Analysis failed: {str(e)}"
 
+
 if __name__ == "__main__":
     analyzer = PaperAnalyzer()
-    
+
     paper_path = r"papers/test_pdf.pdf"
-    
+
     print(f"Current working directory: {os.getcwd()}")
     print(f"Path exists: {Path(paper_path).exists()}")
-    
+
     analysis = analyzer.analyze_paper(paper_path)
     print(analysis)
-    
+
     with open("full_analysis.md", "w") as f:
-        f.write(analysis)
+        f.write(analysis)