Qdrant

[aburhan]

Description

This PR....

Tasks

• The contributing guide has been read and followed.
• The samples added / modified have been fully tested.
• Workflow files have been added / modified, if applicable.
• Region tags have been properly added, if new samples.
• All dependencies are set to up-to-date versions, as applicable.

[snippet-bot]

Here is the summary of changes.

You are about to add 15 region tags.

• databases/qdrant/docker/chatbot/chat.py:24, tag gke_databases_qdrant_docker_chat_model
• databases/qdrant/docker/chatbot/chat.py:53, tag gke_databases_qdrant_docker_chat_client
• databases/qdrant/docker/chatbot/chat.py:67, tag gke_databases_qdrant_docker_chat_session
• databases/qdrant/docker/chatbot/chat.py:76, tag gke_databases_qdrant_docker_chat_history
• databases/qdrant/docker/embed-docs/embedding-job.py:21, tag gke_databases_qdrant_docker_embed_docs_retrieval
• databases/qdrant/docker/embed-docs/embedding-job.py:31, tag gke_databases_qdrant_docker_embed_docs_split
• databases/qdrant/docker/embed-docs/embedding-job.py:37, tag gke_databases_qdrant_docker_embed_docs_embed
• databases/qdrant/docker/embed-docs/embedding-job.py:41, tag gke_databases_qdrant_docker_embed_docs_storage
• databases/qdrant/docker/embed-docs/endpoint.py:45, tag gke_databases_qdrant_docker_embed_endpoint_job
• databases/qdrant/manifests/04-qdrant-client/app.py:17, tag gke_databases_qdrant_manifests_04_imports
• databases/qdrant/manifests/04-qdrant-client/app.py:26, tag gke_databases_qdrant_manifests_04_create_client
• databases/qdrant/manifests/04-qdrant-client/app.py:31, tag gke_databases_qdrant_manifests_04_create_collection
• databases/qdrant/manifests/04-qdrant-client/app.py:35, tag gke_databases_quadrant_manifests_04_prepare_doc
• databases/qdrant/manifests/04-qdrant-client/app.py:52, tag gke_databases_quadrant_manifests_04_add_to_collection
• databases/qdrant/manifests/04-qdrant-client/app.py:58, tag gke_databases_quadrant_manifests_04_query_collection

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