amoghrajesh commented on code in PR #50716:
URL: https://github.com/apache/airflow/pull/50716#discussion_r2094093040


##########
dev/breeze/src/airflow_breeze/utils/github.py:
##########
@@ -55,21 +55,21 @@ def download_file_from_github(
     """
     import requests
 
-    url = f"https://raw.githubusercontent.com/apache/airflow/{tag}/{path}";
+    url = 
f"https://api.github.com/repos/apache/airflow/contents/{path}?ref={tag}";

Review Comment:
   This is the 3.0.1 constraints:
   ```
   
   #
   # This constraints file was automatically generated on 
2025-05-10T16:35:29.362244
   # via `uv pip install --resolution highest` for the "v3-0-test" branch of 
Airflow.
   # This variant of constraints install uses the HEAD of the branch version 
for 'apache-airflow' but installs
   # the providers from PIP-released packages at the moment of the constraint 
generation.
   #
   # Those constraints are actually those that regular users use to install 
released version of Airflow.
   # We also use those constraints after "apache-airflow" is released and the 
constraints are tagged with
   # "constraints-X.Y.Z" tag to build the production image for that version.
   #
   # This constraints file is meant to be used only in the "apache-airflow" 
installation command and not
   # in all subsequent pip commands. By using a constraints.txt file, we ensure 
that solely the Airflow
   # installation step is reproducible. Subsequent pip commands may install 
packages that would have
   # been incompatible with the constraints used in Airflow reproducible 
installation step. Finally, pip
   # commands that might change the installed version of apache-airflow should 
include "apache-airflow==X.Y.Z"
   # in the list of install targets to prevent Airflow accidental upgrade or 
downgrade.
   #
   # Typical installation process of airflow for Python 3.9 is (with random 
selection of extras and custom
   # dependencies added), usually consists of two steps:
   #
   # 1. Reproducible installation of airflow with selected providers (note 
constraints are used):
   #
   # pip install 
"apache-airflow[celery,cncf.kubernetes,google,amazon,snowflake]==X.Y.Z" \
   #     --constraint \
   #    
"https://raw.githubusercontent.com/apache/airflow/constraints-X.Y.Z/constraints-3.9.txt";
   #
   # 2. Installing own dependencies that are potentially not matching the 
constraints (note constraints are not
   #    used, and apache-airflow==X.Y.Z is used to make sure there is no 
accidental airflow upgrade/downgrade.
   #
   # pip install "apache-airflow==X.Y.Z" 
"snowflake-connector-python[pandas]=N.M.O"
   #
   APScheduler==3.11.0
   Authlib==1.3.1
   Deprecated==1.2.18
   Events==0.5
   Flask-AppBuilder==4.5.3
   Flask-Babel==2.0.0
   Flask-JWT-Extended==4.7.1
   Flask-Limiter==3.11.0
   Flask-Login==0.6.3
   Flask-SQLAlchemy==2.5.1
   Flask-Session==0.5.0
   Flask-WTF==1.2.2
   Flask==2.2.5
   GitPython==3.1.44
   JayDeBeApi==1.2.3
   Jinja2==3.1.6
   Js2Py==0.74
   Mako==1.3.10
   Markdown==3.8
   MarkupSafe==3.0.2
   PyAthena==3.13.0
   PyGithub==2.6.1
   PyHive==0.7.0
   PyJWT==2.10.1
   PyMySQL==1.1.1
   PyNaCl==1.5.0
   PyYAML==6.0.2
   Pygments==2.19.1
   SQLAlchemy-JSONField==1.0.2
   SQLAlchemy-Utils==0.41.2
   SQLAlchemy==1.4.54
   SecretStorage==3.3.3
   Sphinx==7.4.7
   WTForms==3.2.1
   Werkzeug==2.2.3
   a2wsgi==1.10.8
   adal==1.2.7
   adlfs==2024.12.0
   aiobotocore==2.22.0
   aiofiles==24.1.0
   aiohappyeyeballs==2.6.1
   aiohttp-cors==0.8.1
   aiohttp==3.11.18
   aioitertools==0.12.0
   aiologic==0.14.0
   aiomysql==0.2.0
   aioresponses==0.7.8
   aiosignal==1.3.2
   aiosqlite==0.21.0
   airbyte-api==0.52.2
   alabaster==0.7.16
   alembic==1.15.2
   alibabacloud-adb20211201==3.0.3
   alibabacloud-credentials-api==1.0.0
   alibabacloud-credentials==1.0.2
   alibabacloud-tea==0.4.3
   alibabacloud_endpoint_util==0.0.3
   alibabacloud_gateway_spi==0.0.3
   alibabacloud_openapi_util==0.2.2
   alibabacloud_tea_openapi==0.3.15
   alibabacloud_tea_util==0.3.13
   alibabacloud_tea_xml==0.0.2
   aliyun-python-sdk-core==2.16.0
   aliyun-python-sdk-kms==2.16.5
   amqp==5.3.1
   analytics-python==1.2.9
   annotated-types==0.7.0
   ansicolors==1.1.8
   anyio==4.9.0
   apache-airflow-providers-airbyte==5.0.2
   apache-airflow-providers-alibaba==3.0.3
   apache-airflow-providers-amazon==9.7.0
   apache-airflow-providers-apache-beam==6.0.4
   apache-airflow-providers-apache-cassandra==3.7.2
   apache-airflow-providers-apache-drill==3.0.1
   apache-airflow-providers-apache-druid==4.1.1
   apache-airflow-providers-apache-flink==1.6.2
   apache-airflow-providers-apache-hdfs==4.8.1
   apache-airflow-providers-apache-hive==9.0.6
   apache-airflow-providers-apache-iceberg==1.2.1
   apache-airflow-providers-apache-impala==1.6.1
   apache-airflow-providers-apache-kafka==1.8.1
   apache-airflow-providers-apache-kylin==3.8.3
   apache-airflow-providers-apache-livy==4.3.2
   apache-airflow-providers-apache-pig==4.6.1
   apache-airflow-providers-apache-pinot==4.7.0
   apache-airflow-providers-apache-spark==5.2.1
   apache-airflow-providers-apprise==2.0.2
   apache-airflow-providers-arangodb==2.7.4
   apache-airflow-providers-asana==2.9.1
   apache-airflow-providers-atlassian-jira==3.0.2
   apache-airflow-providers-celery==3.10.6
   apache-airflow-providers-cloudant==4.1.1
   apache-airflow-providers-cncf-kubernetes==10.4.3
   apache-airflow-providers-cohere==1.4.3
   apache-airflow-providers-common-compat==1.6.1
   apache-airflow-providers-common-io==1.5.4
   apache-airflow-providers-common-messaging==1.0.1
   apache-airflow-providers-common-sql==1.27.0
   apache-airflow-providers-databricks==7.3.2
   apache-airflow-providers-datadog==3.8.3
   apache-airflow-providers-dbt-cloud==4.3.3
   apache-airflow-providers-dingding==3.7.3
   apache-airflow-providers-discord==3.9.5
   apache-airflow-providers-docker==4.3.1
   apache-airflow-providers-edge3==1.0.0
   apache-airflow-providers-elasticsearch==6.2.2
   apache-airflow-providers-exasol==4.7.5
   apache-airflow-providers-fab==2.0.2
   apache-airflow-providers-facebook==3.7.2
   apache-airflow-providers-ftp==3.12.3
   apache-airflow-providers-git==0.0.2
   apache-airflow-providers-github==2.8.3
   apache-airflow-providers-google==15.1.0
   apache-airflow-providers-grpc==3.7.3
   apache-airflow-providers-hashicorp==4.1.1
   apache-airflow-providers-http==5.2.2
   apache-airflow-providers-imap==3.8.3
   apache-airflow-providers-influxdb==2.8.3
   apache-airflow-providers-jdbc==5.1.0
   apache-airflow-providers-jenkins==4.0.4
   apache-airflow-providers-microsoft-azure==12.3.1
   apache-airflow-providers-microsoft-mssql==4.2.2
   apache-airflow-providers-microsoft-psrp==3.0.1
   apache-airflow-providers-microsoft-winrm==3.9.2
   apache-airflow-providers-mongo==5.0.3
   apache-airflow-providers-mysql==6.2.2
   apache-airflow-providers-neo4j==3.8.2
   apache-airflow-providers-odbc==4.9.2
   apache-airflow-providers-openai==1.5.4
   apache-airflow-providers-openfaas==3.7.2
   apache-airflow-providers-openlineage==2.2.0
   apache-airflow-providers-opensearch==1.6.3
   apache-airflow-providers-opsgenie==5.8.3
   apache-airflow-providers-oracle==4.0.3
   apache-airflow-providers-pagerduty==4.0.3
   apache-airflow-providers-papermill==3.10.1
   apache-airflow-providers-pgvector==1.4.1
   apache-airflow-providers-pinecone==2.2.2
   apache-airflow-providers-postgres==6.1.3
   apache-airflow-providers-presto==5.8.4
   apache-airflow-providers-qdrant==1.3.2
   apache-airflow-providers-redis==4.0.2
   apache-airflow-providers-salesforce==5.10.1
   apache-airflow-providers-samba==4.9.2
   apache-airflow-providers-segment==3.7.2
   apache-airflow-providers-sendgrid==4.0.1
   apache-airflow-providers-sftp==5.2.1
   apache-airflow-providers-singularity==3.7.1
   apache-airflow-providers-slack==9.0.5
   apache-airflow-providers-smtp==2.0.3
   apache-airflow-providers-snowflake==6.3.0
   apache-airflow-providers-sqlite==4.0.2
   apache-airflow-providers-ssh==4.0.1
   apache-airflow-providers-standard==1.1.0
   apache-airflow-providers-tableau==5.0.2
   apache-airflow-providers-telegram==4.7.2
   apache-airflow-providers-teradata==3.0.3
   apache-airflow-providers-trino==6.1.2
   apache-airflow-providers-vertica==4.0.1
   apache-airflow-providers-weaviate==3.0.3
   apache-airflow-providers-yandex==4.0.3
   apache-airflow-providers-ydb==2.1.1
   apache-airflow-providers-zendesk==4.9.1
   apache-beam==2.59.0
   apispec==6.8.1
   apprise==1.9.3
   argcomplete==3.6.2
   asana==5.1.0
   asgiref==3.8.1
   asn1crypto==1.5.1
   astroid==3.3.10
   asttokens==3.0.0
   async-timeout==5.0.1
   asyncpg==0.30.0
   asyncssh==2.21.0
   atlasclient==1.0.0
   atlassian-python-api==4.0.3
   attrs==25.3.0
   aws-sam-translator==1.97.0
   aws-xray-sdk==2.14.0
   azure-batch==14.2.0
   azure-common==1.1.28
   azure-core==1.34.0
   azure-cosmos==4.9.0
   azure-datalake-store==0.0.53
   azure-identity==1.22.0
   azure-keyvault-secrets==4.9.0
   azure-kusto-data==5.0.3
   azure-mgmt-containerinstance==10.1.0
   azure-mgmt-containerregistry==14.0.0
   azure-mgmt-core==1.5.0
   azure-mgmt-cosmosdb==9.8.0
   azure-mgmt-datafactory==9.2.0
   azure-mgmt-datalake-nspkg==3.0.1
   azure-mgmt-datalake-store==0.5.0
   azure-mgmt-nspkg==3.0.2
   azure-mgmt-resource==23.3.0
   azure-mgmt-storage==22.2.0
   azure-nspkg==3.0.2
   azure-servicebus==7.14.2
   azure-storage-blob==12.25.1
   azure-storage-file-datalake==12.20.0
   azure-storage-file-share==12.21.0
   azure-synapse-artifacts==0.20.0
   azure-synapse-spark==0.7.0
   babel==2.17.0
   backoff==2.2.1
   backports.strenum==1.3.1
   backports.tarfile==1.2.0
   bcrypt==4.3.0
   beautifulsoup4==4.13.4
   billiard==4.2.1
   bitarray==2.9.3
   black==25.1.0
   bleach==6.2.0
   blinker==1.9.0
   boto3==1.37.3
   botocore==1.37.3
   cachelib==0.13.0
   cachetools==5.5.2
   cadwyn==5.3.3
   cassandra-driver==3.29.2
   cattrs==24.1.3
   celery==5.5.2
   certifi==2025.4.26
   cffi==1.17.1
   cfgv==3.4.0
   cfn-lint==1.35.1
   chardet==5.2.0
   charset-normalizer==3.4.2
   checksumdir==1.2.0
   ciso8601==2.3.2
   click-didyoumean==0.3.1
   click-plugins==1.1.1
   click-repl==0.3.0
   click==8.1.8
   clickclick==20.10.2
   cloudpickle==2.2.1
   cohere==5.15.0
   colorama==0.4.6
   colorful==0.5.6
   colorlog==6.9.0
   comm==0.2.2
   confluent-kafka==2.10.0
   connexion==2.14.2
   coverage==7.8.0
   crcmod==1.7
   cron-descriptor==1.4.5
   croniter==6.0.0
   cryptography==42.0.8
   curlify==2.2.1
   databricks-sql-connector==4.0.3
   dataclasses-json==0.6.7
   datadog==0.51.0
   db-dtypes==1.4.2
   debugpy==1.8.14
   decorator==5.2.1
   defusedxml==0.7.1
   deltalake==0.25.5
   diagrams==0.24.4
   dill==0.3.1.1
   distlib==0.3.9
   distro==1.9.0
   dnspython==2.7.0
   docker==7.1.0
   docopt==0.6.2
   docstring_parser==0.16
   docutils==0.21.2
   duckdb==1.2.2
   durationpy==0.9
   elastic-transport==8.17.1
   elasticsearch==8.18.1
   email_validator==2.2.0
   entrypoints==0.4
   eralchemy2==1.4.1
   et_xmlfile==2.0.0
   eval_type_backport==0.2.2
   eventlet==0.39.1
   exceptiongroup==1.2.2
   execnet==2.1.1
   executing==2.2.0
   facebook_business==22.0.5
   fastapi-cli==0.0.7
   fastapi==0.115.12
   fastavro==1.10.0
   fasteners==0.19
   fastjsonschema==2.21.1
   filelock==3.18.0
   flit==3.12.0
   flit_core==3.12.0
   flower==2.0.1
   frozenlist==1.6.0
   fsspec==2025.3.2
   future==1.0.0
   gcloud-aio-auth==5.4.1
   gcloud-aio-bigquery==7.1.0
   gcloud-aio-storage==9.4.0
   gcsfs==2025.3.2
   geomet==0.2.1.post1
   gevent==25.4.2
   gitdb==4.0.12
   google-ads==26.1.0
   google-analytics-admin==0.24.0
   google-api-core==2.24.2
   google-api-python-client==2.169.0
   google-auth-httplib2==0.2.0
   google-auth-oauthlib==1.2.2
   google-auth==2.40.1
   google-cloud-aiplatform==1.92.0
   google-cloud-alloydb==0.4.5
   google-cloud-appengine-logging==1.6.1
   google-cloud-audit-log==0.3.2
   google-cloud-automl==2.16.3
   google-cloud-batch==0.17.35
   google-cloud-bigquery-datatransfer==3.19.1
   google-cloud-bigquery-storage==2.31.0
   google-cloud-bigquery==3.31.0
   google-cloud-bigtable==2.30.1
   google-cloud-build==3.31.1
   google-cloud-compute==1.30.0
   google-cloud-container==2.56.1
   google-cloud-core==2.4.3
   google-cloud-datacatalog==3.27.1
   google-cloud-dataflow-client==0.9.0
   google-cloud-dataform==0.6.1
   google-cloud-dataplex==2.10.1
   google-cloud-dataproc-metastore==1.18.2
   google-cloud-dataproc==5.18.1
   google-cloud-dlp==3.29.0
   google-cloud-kms==3.4.1
   google-cloud-language==2.17.1
   google-cloud-logging==3.12.1
   google-cloud-managedkafka==0.1.10
   google-cloud-memcache==1.12.1
   google-cloud-monitoring==2.27.1
   google-cloud-orchestration-airflow==1.17.5
   google-cloud-os-login==2.17.1
   google-cloud-pubsub==2.29.0
   google-cloud-redis==2.18.1
   google-cloud-resource-manager==1.14.2
   google-cloud-run==0.10.17
   google-cloud-secret-manager==2.23.3
   google-cloud-spanner==3.54.0
   google-cloud-speech==2.32.0
   google-cloud-storage-transfer==1.16.1
   google-cloud-storage==2.19.0
   google-cloud-tasks==2.19.2
   google-cloud-texttospeech==2.27.0
   google-cloud-translate==3.20.2
   google-cloud-videointelligence==2.16.1
   google-cloud-vision==3.10.1
   google-cloud-workflows==1.18.1
   google-crc32c==1.7.1
   google-genai==1.2.0
   google-resumable-media==2.7.2
   googleapis-common-protos==1.70.0
   graphql-core==3.2.6
   graphviz==0.20.3
   greenlet==3.2.2
   grpc-google-iam-v1==0.14.2
   grpc-interceptor==0.15.4
   grpcio-gcp==0.2.2
   grpcio-health-checking==1.62.3
   grpcio-status==1.62.3
   grpcio-tools==1.62.3
   grpcio==1.71.0
   gssapi==1.9.0
   gunicorn==23.0.0
   h11==0.16.0
   h2==4.2.0
   hatch==1.14.1
   hatchling==1.27.0
   hdfs==2.7.3
   hf-xet==1.1.0
   hmsclient==0.1.1
   hpack==4.1.0
   httpcore==1.0.9
   httplib2==0.22.0
   httptools==0.6.4
   httpx-sse==0.4.0
   httpx==0.27.0
   huggingface-hub==0.31.1
   humanize==4.12.3
   hvac==2.3.0
   hyperframe==6.1.0
   hyperlink==21.0.0
   icdiff==2.0.7
   id==1.5.0
   identify==2.6.10
   idna==3.10
   ijson==3.4.0
   imagesize==1.4.1
   immutabledict==4.2.1
   importlib_metadata==8.4.0
   importlib_resources==6.5.2
   impyla==0.21.0
   incremental==24.7.2
   inflection==0.5.1
   influxdb-client==1.48.0
   iniconfig==2.1.0
   inputimeout==1.0.4
   ipdb==0.13.13
   ipykernel==6.29.5
   ipython==8.18.1
   isodate==0.7.2
   itsdangerous==2.2.0
   jaraco.classes==3.4.0
   jaraco.context==6.0.1
   jaraco.functools==4.1.0
   jedi==0.19.2
   jeepney==0.9.0
   jiter==0.9.0
   jmespath==0.10.0
   joblib==1.5.0
   joserfc==1.0.4
   jpype1==1.5.2
   jsonpatch==1.33
   jsonpath-ng==1.7.0
   jsonpath-python==1.0.6
   jsonpickle==3.4.2
   jsonpointer==3.0.0
   jsonschema-path==0.3.4
   jsonschema-specifications==2025.4.1
   jsonschema==4.23.0
   jupyter_client==8.6.3
   jupyter_core==5.7.2
   jupyterlab_pygments==0.3.0
   kerberos==1.3.1
   keyring==25.6.0
   keyrings.alt==5.0.2
   kgb==7.2
   kombu==5.5.3
   krb5==0.7.1
   kubernetes==31.0.0
   kubernetes_asyncio==30.3.1
   kylinpy==2.8.4
   lazy-object-proxy==1.11.0
   libcst==1.7.0
   limits==4.2
   linkify-it-py==2.0.3
   lockfile==0.12.2
   looker-sdk==25.6.0
   lxml==5.3.2
   lz4==4.4.4
   markdown-it-py==3.0.0
   marshmallow-sqlalchemy==0.28.2
   marshmallow==3.26.1
   matplotlib-inline==0.1.7
   mdurl==0.1.2
   mergedeep==1.3.4
   methodtools==0.4.7
   microsoft-kiota-abstractions==1.9.3
   microsoft-kiota-authentication-azure==1.9.3
   microsoft-kiota-http==1.9.3
   microsoft-kiota-serialization-json==1.9.3
   microsoft-kiota-serialization-text==1.9.3
   mistune==3.1.3
   mmh3==5.1.0
   mongomock==4.3.0
   more-itertools==10.7.0
   moto==5.1.4
   mpmath==1.3.0
   msal-extensions==1.3.1
   msal==1.32.3
   msgpack==1.1.0
   msgraph-core==1.3.3
   msgspec==0.19.0
   msrest==0.7.1
   msrestazure==0.6.4.post1
   multi_key_dict==2.0.3
   multidict==6.4.3
   mypy-boto3-appflow==1.38.0
   mypy-boto3-rds==1.38.2
   mypy-boto3-redshift-data==1.38.0
   mypy-boto3-s3==1.38.0
   mypy==1.9.0
   mypy_extensions==1.1.0
   mysql-connector-python==9.3.0
   mysqlclient==2.2.7
   nbclient==0.10.2
   nbconvert==7.16.6
   nbformat==5.10.4
   neo4j==5.28.1
   nest-asyncio==1.6.0
   networkx==3.2.1
   nh3==0.2.21
   nodeenv==1.9.1
   numpy==1.26.4
   oauthlib==3.2.2
   objsize==0.7.1
   openai==1.78.0
   openapi-schema-validator==0.6.3
   openapi-spec-validator==0.7.1
   opencensus-context==0.1.3
   opencensus==0.11.4
   openlineage-integration-common==1.32.1
   openlineage-python==1.32.1
   openlineage_sql==1.32.1
   openpyxl==3.1.5
   opensearch-py==2.8.0
   opentelemetry-api==1.27.0
   opentelemetry-exporter-otlp-proto-common==1.27.0
   opentelemetry-exporter-otlp-proto-grpc==1.27.0
   opentelemetry-exporter-otlp-proto-http==1.27.0
   opentelemetry-exporter-otlp==1.27.0
   opentelemetry-exporter-prometheus==0.48b0
   opentelemetry-proto==1.27.0
   opentelemetry-sdk==1.27.0
   opentelemetry-semantic-conventions==0.48b0
   opsgenie-sdk==2.1.5
   oracledb==3.1.0
   ordered-set==4.1.0
   orjson==3.10.18
   oss2==2.19.1
   packaging==24.2
   pandas-gbq==0.28.0
   pandas-stubs==2.2.2.240807
   pandas==2.1.4
   pandocfilters==1.5.1
   papermill==2.6.0
   paramiko==3.5.1
   parso==0.8.4
   pathable==0.4.4
   pathspec==0.12.1
   pbr==6.1.1
   pdbr==0.9.0
   pdpyras==5.4.0
   pendulum==3.1.0
   pexpect==4.9.0
   pgvector==0.4.1
   pinecone-plugin-interface==0.0.7
   pinecone==6.0.2
   pinotdb==5.6.0
   pipdeptree==2.26.1
   platformdirs==4.3.8
   pluggy==1.5.0
   ply==3.11
   plyvel==1.5.1
   polars==1.29.0
   portalocker==2.10.1
   pprintpp==0.4.0
   pre-commit-uv==4.1.4
   pre_commit==4.2.0
   presto-python-client==0.8.4
   prison==0.2.1
   prometheus_client==0.21.1
   prompt_toolkit==3.0.51
   propcache==0.3.1
   proto-plus==1.26.1
   protobuf==4.25.7
   psutil==7.0.0
   psycopg2-binary==2.9.10
   ptyprocess==0.7.0
   pure-sasl==0.6.2
   pure_eval==0.2.3
   py-partiql-parser==0.6.1
   py-spy==0.4.0
   py4j==0.10.9.7
   pyOpenSSL==25.0.0
   pyarrow-hotfix==0.7
   pyarrow==16.1.0
   pyasn1==0.6.1
   pyasn1_modules==0.4.1
   pycountry==24.6.1
   pycparser==2.22
   pycryptodome==3.22.0
   pydantic==2.11.4
   pydantic_core==2.33.2
   pydata-google-auth==1.9.1
   pydot==1.4.2
   pydruid==0.6.9
   pyenchant==3.2.2
   pyexasol==0.27.0
   pygraphviz==1.11
   pyiceberg==0.9.1
   pyjsparser==2.7.1
   pykerberos==1.2.4
   pymongo==4.10.1
   pymssql==2.3.4
   pyodbc==5.2.0
   pyparsing==3.2.3
   pypsrp==0.8.1
   pyspark==3.5.5
   pyspnego==0.11.2
   pytest-asyncio==0.25.0
   pytest-cov==6.1.1
   pytest-custom-exit-code==0.3.0
   pytest-icdiff==0.9
   pytest-instafail==0.5.0
   pytest-mock==3.14.0
   pytest-rerunfailures==15.1
   pytest-timeouts==1.2.1
   pytest-unordered==0.6.1
   pytest-xdist==3.6.1
   pytest==8.3.5
   python-arango==8.1.6
   python-daemon==3.1.2
   python-dateutil==2.9.0.post0
   python-dotenv==1.1.0
   python-http-client==3.3.7
   python-jenkins==1.8.2
   python-ldap==3.4.4
   python-multipart==0.0.20
   python-on-whales==0.76.1
   python-slugify==8.0.4
   python-telegram-bot==22.0
   python3-saml==1.16.0
   pytz==2025.2
   pywinrm==0.5.0
   pyzmq==26.4.0
   qdrant-client==1.14.2
   ray==2.42.0
   reactivex==4.0.4
   readme_renderer==44.0
   redis==5.2.1
   redshift-connector==2.1.6
   referencing==0.36.2
   regex==2024.11.6
   requests-file==2.1.0
   requests-kerberos==0.15.0
   requests-mock==1.12.1
   requests-oauthlib==2.0.0
   requests-toolbelt==1.0.0
   requests==2.32.3
   requests_ntlm==1.3.0
   responses==0.25.7
   restructuredtext_lint==1.4.0
   retryhttp==1.3.3
   rfc3339-validator==0.1.4
   rfc3986==2.0.0
   rich-argparse==1.7.0
   rich-click==1.8.8
   rich-toolkit==0.14.5
   rich==13.9.4
   rpds-py==0.24.0
   rsa==4.9.1
   ruamel.yaml.clib==0.2.12
   ruamel.yaml==0.18.10
   ruff==0.11.2
   s3fs==2025.3.2
   s3transfer==0.11.3
   sagemaker_studio==1.0.14
   scikit-learn==1.5.2
   scipy==1.13.1
   scramp==1.4.5
   scrapbook==0.5.0
   semver==3.0.4
   sendgrid==6.12.0
   sentinels==1.0.0
   sentry-sdk==2.27.0
   setproctitle==1.3.6
   shapely==2.0.7
   shellingham==1.5.4
   simple-salesforce==1.12.6
   six==1.17.0
   slack_sdk==3.35.0
   smart-open==7.1.0
   smbprotocol==1.15.0
   smmap==5.0.2
   sniffio==1.3.1
   snowballstemmer==3.0.1
   snowflake-connector-python==3.15.0
   snowflake-snowpark-python==1.31.1
   snowflake-sqlalchemy==1.7.3
   sortedcontainers==2.4.0
   soupsieve==2.7
   sphinx-argparse==0.4.0
   sphinx-autoapi==3.6.0
   sphinx-autobuild==2024.10.3
   sphinx-copybutton==0.5.2
   sphinx-jinja==2.0.2
   sphinx-rtd-theme==3.0.2
   sphinx_airflow_theme==0.2.2
   sphinx_design==0.6.1
   sphinxcontrib-applehelp==2.0.0
   sphinxcontrib-devhelp==2.0.0
   sphinxcontrib-htmlhelp==2.1.0
   sphinxcontrib-httpdomain==1.8.1
   sphinxcontrib-jquery==4.1
   sphinxcontrib-jsmath==1.0.1
   sphinxcontrib-qthelp==2.0.0
   sphinxcontrib-redoc==1.6.0
   sphinxcontrib-serializinghtml==2.0.0
   sphinxcontrib-spelling==8.0.0
   spython==0.3.14
   sqlalchemy-bigquery==1.14.0
   sqlalchemy-spanner==1.11.0
   sqlalchemy_drill==1.1.8
   sqlparse==0.5.3
   sshtunnel==0.4.0
   stack-data==0.6.3
   starkbank-ecdsa==2.2.0
   starlette==0.46.2
   statsd==4.0.1
   std-uritemplate==2.0.3
   stdlib-list==0.11.1
   strictyaml==1.7.3
   structlog==25.3.0
   svcs==25.1.0
   sympy==1.14.0
   tableauserverclient==0.25
   tabulate==0.9.0
   tenacity==9.1.2
   teradatasql==20.0.0.30
   teradatasqlalchemy==20.0.0.4
   termcolor==3.1.0
   text-unidecode==1.3
   threadpoolctl==3.6.0
   thrift-sasl==0.4.3
   thrift==0.16.0
   time-machine==2.16.0
   tinycss2==1.4.0
   tokenizers==0.21.1
   tomli==2.2.1
   tomli_w==1.2.0
   tomlkit==0.13.2
   tornado==6.4.2
   towncrier==24.8.0
   tqdm==4.67.1
   traitlets==5.14.3
   trino==0.334.0
   trove-classifiers==2025.5.9.12
   twine==6.1.0
   typer==0.15.3
   types-Deprecated==1.2.15.20250304
   types-Markdown==3.8.0.20250415
   types-PyMySQL==1.1.0.20241103
   types-PyYAML==6.0.12.20250402
   types-aiofiles==24.1.0.20250326
   types-certifi==2021.10.8.3
   types-cffi==1.17.0.20250326
   types-croniter==6.0.0.20250411
   types-docutils==0.21.0.20241128
   types-paramiko==3.5.0.20240928
   types-protobuf==6.30.2.20250506
   types-pyOpenSSL==24.1.0.20240722
   types-python-dateutil==2.9.0.20241206
   types-python-slugify==8.0.2.20240310
   types-pytz==2025.2.0.20250326
   types-redis==4.6.0.20241004
   types-requests==2.31.0.6
   types-setuptools==80.3.0.20250505
   types-tabulate==0.9.0.20241207
   types-toml==0.10.8.20240310
   types-urllib3==1.26.25.14
   typing-inspect==0.9.0
   typing-inspection==0.4.0
   typing_extensions==4.13.2
   tzdata==2025.2
   tzlocal==5.3.1
   uc-micro-py==1.0.3
   universal_pathlib==0.2.6
   uritemplate==4.1.1
   urllib3==1.26.20
   userpath==1.9.2
   uuid6==2024.7.10
   uv==0.7.3
   uvicorn==0.34.2
   uvloop==0.21.0
   validators==0.34.0
   vertica-python==1.4.0
   vine==5.1.0
   virtualenv==20.31.2
   watchfiles==1.0.5
   watchtower==3.4.0
   wcwidth==0.2.13
   weaviate-client==4.9.6
   webencodings==0.5.1
   websocket-client==1.8.0
   websockets==14.2
   wirerope==1.0.0
   wrapt==1.17.2
   xmlsec==1.3.14
   xmltodict==0.14.2
   yamllint==1.37.1
   yandex-query-client==0.1.4
   yandexcloud==0.328.0
   yarl==1.20.0
   ydb-dbapi==0.1.11
   ydb==3.21.1
   zeep==4.3.1
   zenpy==2.0.56
   zipp==3.21.0
   zope.event==5.0
   zope.interface==7.2
   zstandard==0.23.0
   
   ```



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