Notebooks
W
Weaviate Sub Question Query Engine

Sub Question Query Engine

vector-searchsub-question-query-engineLlamaIndexvector-databaseretrieval-augmented-generationllm-frameworksfunction-callingweaviate-recipesintegrationsPythongenerative-aillm-agent-frameworks
alph-notebooks/weaviate-recipes / sub_question_query_engine.ipynb

Open In Colab

Installations

PS: This recipe is not working. More info here: https://github.com/langchain-ai/langchain-weaviate/issues/207

[1]
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Requirement already satisfied: pysocks!=1.5.7,<2.0,>=1.5.6 in /Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages (from urllib3[socks]<3,>=1.26->selenium<5.0.0,>=4.17.2->llama-index-readers-web) (1.7.1)
Requirement already satisfied: cffi>=1.12 in /Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages (from cryptography->authlib<1.3.2,>=1.2.1->weaviate-client) (1.16.0)
Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages (from dataclasses-json->llama-index-core<0.13.0,>=0.12.8->llama-index) (3.21.1)
Requirement already satisfied: pytz>=2020.1 in /Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages (from pandas->llama-index-readers-file<0.5.0,>=0.4.0->llama-index) (2024.1)
Requirement already satisfied: tzdata>=2022.7 in /Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages (from pandas->llama-index-readers-file<0.5.0,>=0.4.0->llama-index) (2024.1)
Requirement already satisfied: pycparser in /Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages (from cffi>=1.12->cryptography->authlib<1.3.2,>=1.2.1->weaviate-client) (2.21)

[notice] A new release of pip is available: 24.2 -> 24.3.1
[notice] To update, run: pip install --upgrade pip
Note: you may need to restart the kernel to use updated packages.

Connect to Weaviate

[2]
{"action":"startup","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","default_vectorizer_module":"none","level":"info","msg":"the default vectorizer modules is set to \"none\", as a result all new schema classes without an explicit vectorizer setting, will use this vectorizer","time":"2024-12-26T20:43:46-03:00"}
{"action":"startup","auto_schema_enabled":true,"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"auto schema enabled setting is set to \"true\"","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"No resource limits set, weaviate will use all available memory and CPU. To limit resources, set LIMIT_RESOURCES=true","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"module offload-s3 is enabled","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"warning","msg":"Multiple vector spaces are present, GraphQL Explore and REST API list objects endpoint module include params has been disabled as a result.","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"open cluster service","servers":{"Embedded_at_8079":64635},"time":"2024-12-26T20:43:46-03:00"}
{"address":"192.168.28.127:64636","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"starting cloud rpc server ...","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"starting raft sub-system ...","time":"2024-12-26T20:43:46-03:00"}
{"address":"192.168.28.127:64635","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"tcp transport","tcpMaxPool":3,"tcpTimeout":10000000000,"time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"loading local db","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"local DB successfully loaded","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"schema manager loaded","n":0,"time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","metadata_only_voters":false,"msg":"construct a new raft node","name":"Embedded_at_8079","time":"2024-12-26T20:43:46-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","index":809,"level":"info","msg":"raft initial configuration","servers":"[[{Suffrage:Voter ID:Embedded_at_8079 Address:192.168.28.127:64498}]]","time":"2024-12-26T20:43:46-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","follower":{},"leader-address":"","leader-id":"","level":"info","msg":"raft entering follower state","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","last_snapshot_index":0,"last_store_applied_index_on_start":812,"level":"info","msg":"raft node constructed","raft_applied_index":0,"raft_last_index":812,"time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","hasState":true,"level":"info","msg":"raft init","time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"attempting to join","remoteNodes":["192.168.28.127:64635"],"time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"attempted to join and failed","remoteNode":"192.168.28.127:64635","status":8,"time":"2024-12-26T20:43:46-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"attempting to join","remoteNodes":["192.168.28.127:64635"],"time":"2024-12-26T20:43:47-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"attempted to join and failed","remoteNode":"192.168.28.127:64635","status":8,"time":"2024-12-26T20:43:47-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","last-leader-addr":"","last-leader-id":"","level":"warning","msg":"raft heartbeat timeout reached, starting election","time":"2024-12-26T20:43:47-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"raft entering candidate state","node":{},"term":179,"time":"2024-12-26T20:43:47-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"raft pre-vote successful, starting election","refused":0,"tally":1,"term":179,"time":"2024-12-26T20:43:47-03:00","votesNeeded":1}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"raft election won","tally":1,"term":179,"time":"2024-12-26T20:43:47-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","leader":{},"level":"info","msg":"raft entering leader state","time":"2024-12-26T20:43:47-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"reload local db: update schema ...","time":"2024-12-26T20:43:48-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","index":"BlogPost","level":"info","msg":"reload local index","time":"2024-12-26T20:43:48-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","docker_image_tag":"localhost","level":"info","msg":"configured versions","server_version":"1.26.6","time":"2024-12-26T20:43:48-03:00"}
{"action":"grpc_startup","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"grpc server listening at [::]:50050","time":"2024-12-26T20:43:48-03:00"}
{"action":"restapi_management","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","docker_image_tag":"localhost","level":"info","msg":"Serving weaviate at http://127.0.0.1:8079","time":"2024-12-26T20:43:48-03:00"}
{"address":"192.168.28.127:64635","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"current Leader","time":"2024-12-26T20:43:48-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"attempting to join","remoteNodes":["192.168.28.127:64635"],"time":"2024-12-26T20:43:48-03:00"}
{"action":"raft","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","command":0,"level":"info","msg":"raft updating configuration","server-addr":"192.168.28.127:64635","server-id":"Embedded_at_8079","servers":"[[{Suffrage:Voter ID:Embedded_at_8079 Address:192.168.28.127:64635}]]","time":"2024-12-26T20:43:48-03:00"}
{"action":"telemetry_push","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"telemetry started","payload":"\u0026{MachineID:4ef17d4a-66d1-4cb7-b0ce-063941a4c062 Type:INIT Version:1.26.6 NumObjects:0 OS:darwin Arch:arm64 UsedModules:[text2vec-openai]}","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property__id/segment-1735256567192331000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_ref_doc_id/segment-1735256567257290000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_document_id/segment-1735256567266895000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property__node_type/segment-1735256567220025000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_doc_id/segment-1735256567275886000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property__node_content/segment-1735256567244279000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_text/segment-1735256567231209000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/objects/segment-1735256567205624000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_ref_doc_id_searchable/segment-1735256567316974000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_document_id_searchable/segment-1735256567338842000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property__node_type_searchable/segment-1735256567284848000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_text_searchable/segment-1735256567304103000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property__node_content_searchable/segment-1735256567293907000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
{"action":"lsm_recover_from_active_wal","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","class":"BlogPost","index":"blogpost","level":"warning","msg":"empty write-ahead-log found. Did weaviate crash prior to this or the tenant on/loaded from the cloud? Nothing to recover from this file.","path":"/Users/dudanogueira/.local/share/weaviate/blogpost/n16RYKohRyTa/lsm/property_doc_id_searchable/segment-1735256567328020000","shard":"n16RYKohRyTa","time":"2024-12-26T20:43:49-03:00"}
[3]
Client Version: 4.10.2 Server Version: 1.26.6

{"action":"hnsw_prefill_cache_async","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"not waiting for vector cache prefill, running in background","time":"2024-12-26T20:43:49-03:00","wait_for_cache_prefill":false}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"Completed loading shard blogpost_n16RYKohRyTa in 26.0895ms","time":"2024-12-26T20:43:49-03:00"}
{"action":"hnsw_vector_cache_prefill","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","count":3000,"index_id":"main","level":"info","limit":1000000000000,"msg":"prefilled vector cache","time":"2024-12-26T20:43:49-03:00","took":70791}

Create Schema

[4]

Load in Data

[5]
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"warning","msg":"prop len tracker file /Users/dudanogueira/.local/share/weaviate/blogpost/pCCvvGK0UfZZ/proplengths does not exist, creating new tracker","time":"2024-12-26T20:43:51-03:00"}
{"action":"hnsw_prefill_cache_async","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"not waiting for vector cache prefill, running in background","time":"2024-12-26T20:43:51-03:00","wait_for_cache_prefill":false}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"Created shard blogpost_pCCvvGK0UfZZ in 1.077625ms","time":"2024-12-26T20:43:51-03:00"}
{"action":"hnsw_vector_cache_prefill","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","count":1000,"index_id":"main","level":"info","limit":1000000000000,"msg":"prefilled vector cache","time":"2024-12-26T20:43:51-03:00","took":33167}
/Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages/pydantic/_internal/_config.py:291: PydanticDeprecatedSince20: Support for class-based `config` is deprecated, use ConfigDict instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.9/migration/
  warnings.warn(DEPRECATION_MESSAGE, DeprecationWarning)
[6]
[7]
Document(id_='30140a72-a9c9-50df-9201-a40ee5ce0063', embedding=None, metadata={}, excluded_embed_metadata_keys=[], excluded_llm_metadata_keys=[], relationships={}, metadata_template='{key}: {value}', metadata_separator='\n', text_resource=MediaResource(embeddings=None, data=None, text='[← Back to Blogs](/blog)\n\nSkip to main content\n\n[Ready to level up your AI tech stack? Read GigaOm\'s Sonar Report for Vector\nDatabases](/reports/gigaom-sonar-report-for-vector-databases)\n\n[![Weaviate](/img/site/weaviate-logo-horizontal-\nlight-1.svg)![Weaviate](/img/site/weaviate-logo-horizontal-\ndark-1.svg)****](/)[.](/developers/weaviate/api/rest)\n\nProduct\n\n  *     * Overview\n    * [Vector Database](/platform)\n    * [Workbench](/workbench)\n    * [Integrations](/product/integrations)\n\n    * Deployment\n    * [Serverless Cloud](/deployment/serverless)\n    * [Enterprise Cloud](/deployment/enterprise-cloud)\n    * [Bring Your Own Cloud](/deployment/byoc)\n    * [Enablement](/deployment/enablement)\n\n    * Overview\n    * [Vector Database](/platform)\n    * [Workbench](/workbench)\n    * [Integrations](/product/integrations)\n    * Deployment\n    * [Serverless Cloud](/deployment/serverless)\n    * [Enterprise Cloud](/deployment/enterprise-cloud)\n    * [Bring Your Own Cloud](/deployment/byoc)\n    * [Enablement](/deployment/enablement)\n\nSolutions\n\n  *     * Use Cases\n    * [RAG](/rag)\n    * [Hybrid Search](/hybrid-search)\n    * [Generative Feedback Loops](/gen-feedback-loops)\n    * [Cost-Performance Optimization](/cost-performance-optimization)\n\n    * Examples\n    * [Case Studies](/case-studies)\n    * [Demos](/community/demos)\n\n    * Use Cases\n    * [RAG](/rag)\n    * [Hybrid Search](/hybrid-search)\n    * [Generative Feedback Loops ](/gen-feedback-loops)\n    * [Infrastructure Optimization](/deployment/enterprise-cloud)\n    * Examples\n    * [Case Studies](/case-studies)\n    * [Demos](/community/demos)\n\nDevelopers\n\n  *     * Build\n    * [Documentation](/developers/weaviate)\n    * [Weaviate Cloud Docs](/developers/wcs)\n    * [Integrations Docs](/developers/integrations)\n    * [GitHub](https://github.com/weaviate/weaviate)\n\n    * Learn\n    * [Learning Center](/learn)\n    * [Blog](/blog)\n    * [Academy](/developers/academy)\n    * [Workshops](/community/events)\n    * [Showcases](/community/build-with-weaviate)\n    * [Knowledge Cards](/learn/knowledgecards)\n    * [Paper Reviews](/papers)\n    * [Podcasts](/podcast)\n\n    * Engage\n    * [Events & Webinars](/community/events)\n    * [Weaviate Hero Program](/community)\n    * [Forum](https://forum.weaviate.io/)\n    * [Slack](https://weaviate.io/slack)\n\n    *     * Build\n[Documentation](/developers/weaviate)\n\n  * [Weaviate Cloud Docs](/developers/wcs)\n  * [Integrations Docs](/developers/wcs)\n  * [GitHub](https://github.com/weaviate/weaviate)\n  * Learn\n  * [Learning Center](/learn)\n  * [Blog](/blog)\n  * [Academy](/developers/academy)\n  * [Workshops](/community/events)\n  *   * [Showcases](/community/build-with-weaviate)\n  * [Knowledge Cards](/learn/knowledgecards)\n  * [Paper Reviews](/papers)\n  * [Podcasts](/podcast)\n  * Engage\n  * [Events & Webinars](/community/events)\n  * [Weaviate Hero Program](/community)\n  * [Forum](https://forum.weaviate.io/)\n  * [Slack](https://weaviate.io/slack)\n\nCompany\n\n  *     * Partners\n    * [Overview](/partners)\n    * [AWS](/partners/aws)\n    * [Google](/partners/gcp)\n    * [Snowflake](/partners/snowflake)\n\n    * About\n    * [Company](/company/about-us)\n    * [Careers](/company/careers)\n    * [Remote](/company/remote)\n    * [Playbook](/company/playbook)\n    * [Investors](/company/investors)\n    * [Contact Us](/contact)\n\n    * About\n    * [Company](/company/about-us)\n    * [Careers](/company/careers)\n    * [Remote](/company/remote)\n    * [Playbook](/company/playbook)\n    * [Investors](/company/investors)\n    * [Contact Us](/contact)\n    * Partners\n    * [Overview](/partners)\n    * [AWS](/partners/aws)\n    * [Google](/partners/gcp)\n    * [Snowflake](/partners/snowflake)\n    * \n\n[Pricing](/pricing)[GitHub](https://github.com/weaviate/weaviate)[Try\nNow](https://console.weaviate.cloud)\n\n __Search\n\n⌘K\n\n# LlamaIndex and Weaviate\n\nJune 22, 2023 · 6 min read\n\n[![Jerry Liu](/img/people/icon/jerry.jpg)](https://github.com/jerryjliu)\n\n[Jerry Liu](https://github.com/jerryjliu)\n\nCo-Founder/CEO LlamaIndex\n\n![LlamaIndex and\nWeaviate](/assets/images/hero-2aa4c5831e455480beb17f811ccfdfe6.png)\n\nWhile large language models (LLMs) like GPT-4 have impressive capabilities in\ngeneration and reasoning, they have limitations in terms of their ability to\naccess and retrieve specific facts, figures, or contextually relevant\ninformation. A popular solution to this problem is setting up a retrieval-\naugmented generation (RAG) system: combine the language model with an external\nstorage provider, and create an overall software system that can orchestrate\nthe interactions with and between these components in order to create a “chat\nwith your data” experience.\n\nThe combination of Weaviate and LlamaIndex provide the critical components\nneeded to easily setup a powerful and reliable RAG stack, so that you can\neasily deliver powerful LLM-enabled experiences over your data, such as search\nengines, chatbots, and more. First, we can use Weaviate as the [vector\ndatabase](https://weaviate.io/blog/what-is-a-vector-database) that acts as the\nexternal storage provider. Next, we can use a powerful data framework such as\nLlamaIndex to help with data management and orchestration around Weaviate when\nbuilding the LLM app.\n\nIn this blog post, we walk through an overview of LlamaIndex and some of the\ncore data management and query modules. We then go through an initial demo\nnotebook.\n\nWe’re kicking off a new series to guide you on how to use LlamaIndex and\nWeaviate for your LLM applications.\n\n## An Introduction to LlamaIndex\u200b\n\nLlamaIndex is a data framework for building LLM applications. It provides a\ncomprehensive toolkit for ingestion, management, and querying of your external\ndata so that you can use it with your LLM app.\n\n### Data Ingestion\u200b\n\nOn data ingestion, LlamaIndex offers connectors to 100+ data sources, ranging\nfrom different file formats (.pdf, .docx, .pptx) to APIs (Notion, Slack,\nDiscord, etc.) to web scrapers (Beautiful Soup, Readability, etc.). These data\nconnectors are primarily hosted on [LlamaHub](https://llamahub.ai/). This\nmakes it easy for users to integrate data from their existing files and\napplications.\n\n### Data Indexing\u200b\n\nOnce the data is loaded, LlamaIndex offers the ability to index this data with\na wide variety of data structures and storage integration options (including\nWeaviate). LlamaIndex supports indexing unstructured, semi-structured, and\nstructured data. A standard way to index unstructured data is to split the\nsource documents into text “chunks”, embed each chunk, and store each\nchunk/embedding in a vector database.\n\n### Data Querying\u200b\n\nOnce your data is ingested/stored, LlamaIndex provides the tools to define an\nadvanced retrieval / query “engine” over your data. Our retriever constructs\nallow you to retrieve data from your knowledge base given an input prompt. A\nquery engine construct allows you to define an interface that can take in an\ninput prompt, and output a knowledge-augmented response - it can use retrieval\nand synthesis (LLM) modules under the hood.\n\nSome examples of query engine “tasks” are given below, in rough order from\neasy to advanced:\n\n  * Semantic Search: Retrieve the top-k most similar items from the knowledge corpus by embedding similarity to the query, and synthesize a response over these contexts.\n\n  * Structured Analytics: Convert natural language to a SQL query that can be executed\n\n  * Query Decomposition over Documents: Break down a query into sub-questions, each over a subset of underlying documents. Each sub-question can be executed against its own query engine.\n\n## Demo Notebook Walkthrough\u200b\n\nLet’s walk through a simple example of how LlamaIndex can be used with\nWeaviate to build a simple Question-Answering (QA) system over the Weaviate\nblogs!\n\nThe full code can be found in the [Weaviate recipes\nrepo](https://github.com/weaviate/recipes/tree/main/integrations/llm-\nframeworks/llamaindex/simple-query-engine).\n\nThe first step is to setup your Weaviate client. In this example, we connect\nto an [Embedded\nWeaviate](https://weaviate.io/developers/weaviate/installation/embedded)\ninstance.\n\n    \n    \n    import os  \n    import weaviate  \n      \n    # connect to your weaviate instance  \n    client = weaviate.Client(embedded_options=weaviate.embedded.EmbeddedOptions(), additional_headers={ \'X-OpenAI-Api-Key\': os.environ["OPENAI_API_KEY"]})  \n    \n\nEnsure you have an Open AI API Key set up in your environment variables for\nuse by the Weaviate client.\n\nThe next step is to ingest the Weaviate documentation and parse the documents\ninto chunks. You can choose to use one of our many web page readers to scrape\nany website yourself - but luckily, the downloaded files are already readily\navailable in the recipes repo.\n\n    \n    \n    from llama_index import SimpleDirectoryReader  \n    from llama_index.node_parser import SimpleNodeParser  \n      \n    # load the blogs in using the reader  \n    blogs = SimpleDirectoryReader(\'./data\').load_data()  \n      \n    # chunk up the blog posts into nodes  \n    parser = SimpleNodeParser.from_defaults(chunk_size=1024, chunk_overlap=20)  \n    nodes = parser.get_nodes_from_documents(blogs)  \n    \n\nHere, we use the SimpleDirectoryReader to load in all documents from a given\ndirectory. We then use our `SimpleNodeParser` to chunk up the source documents\ninto Node objects (text chunks).\n\nThe next step is to 1) define a `WeaviateVectorStore`, and 2) build a [vector\nindex](/developers/weaviate/concepts/vector-index) over this vector store\nusing LlamaIndex.\n\n    \n    \n    from llama_index.vector_stores import WeaviateVectorStore  \n    from llama_index import VectorStoreIndex, StorageContext  \n      \n    # construct vector store  \n    vector_store = WeaviateVectorStore(weaviate_client = client, index_name="BlogPost", text_key="content")  \n      \n    # setting up the storage for the embeddings  \n    storage_context = StorageContext.from_defaults(vector_store = vector_store)  \n      \n    # set up the index  \n    index = VectorStoreIndex(nodes, storage_context = storage_context)  \n    \n\nOur WeaviateVectorStore abstraction creates a central interface between our\ndata abstractions and the Weaviate service. Note that the `VectorStoreIndex`\nis initialized from both the nodes and the storage context object containing\nthe Weaviate vector store. During the initialization phase, the nodes are\nloaded into the vector store.\n\nFinally, we can define a query engine on top of our index. This query engine\nwill perform semantic search and response synthesis, and output an answer.\n\n    \n    \n      \n    \u200b\u200bquery_engine = index.as_query_engine()  \n    response = query_engine.query("What is the intersection between LLMs and search?")  \n    print(response)  \n    \n\nYou should get an answer like the following:\n\n    \n    \n    The intersection between LLMs and search is the ability to use LLMs to improve search capabilities, such as retrieval-augmented generation, query understanding, index construction, LLMs in re-ranking, and search result compression. LLMs can also be used to manage document updates, rank search results, and compress search results. LLMs can be used to prompt the language model to extract or formulate a question based on the prompt and then send that question to the search engine, or to prompt the model with a description of the search engine tool and how to use it with a special `[SEARCH]` token. LLMs can also be used to prompt the language model to rank search results according to their relevance with the query, and to classify the most likely answer span given a question and text passage as input.  \n    \n\n## Next Up in this Series\u200b\n\nThis blog post shared an initial overview of the LlamaIndex and Weaviate\nintegration. We covered an introduction to the toolkits offered in LlamaIndex\nand a notebook on how to build a simple QA engine over Weaviate’s blog posts.\nNow that we have a baseline understanding, we will build on this by sharing\nmore advanced guides soon. Stay tuned!\n\n## Ready to start building?\u200b\n\nCheck out the [Quickstart tutorial](/developers/weaviate/quickstart), or build\namazing apps with a free trial of [Weaviate Cloud\n(WCD)](https://console.weaviate.cloud/).\n\n[GitHub](https://github.com/weaviate/weaviate)\n\n[Forum](https://forum.weaviate.io/)\n\n[Slack](https://weaviate.io/slack)\n\n[X (Twitter)](https://twitter.com/weaviate_io)\n\n## Don\'t want to miss another blog post?\n\nSign up for our bi-weekly newsletter to stay updated!\n\n  \nBy submitting, I agree to the [Terms of Service ](/service)and [Privacy\nPolicy](/privacy).\n\n**Tags:**\n\n  * [integrations](/blog/tags/integrations)\n  * [how-to](/blog/tags/how-to)\n\n[Edit this page](https://github.com/weaviate/weaviate-\nio/tree/main/blog/2023-06-22-llamaindex-and-weaviate/index.mdx)\n\n[Newer PostMultimodal Embedding Models](/blog/multimodal-models)[Older\nPostMulti-Tenancy Vector Search with millions of tenants](/blog/multi-tenancy-\nvector-search)\n\n  * An Introduction to LlamaIndex\n    * Data Ingestion\n    * Data Indexing\n    * Data Querying\n  * Demo Notebook Walkthrough\n  * Next Up in this Series\n\nProduct\n\n  * [Vector Database](/platform)\n  * [Workbench](/workbench)\n  * [Pricing](/pricing)\n  * [Weaviate Cloud](https://console.weaviate.cloud/)\n  * Deployment\n  * [Serverless Cloud](/deployment/serverless)\n  * [Enterprise Cloud](/deployment/enterprise-cloud)\n  * [Bring Your Own Cloud](/deployment/byoc)\n  * [Enablement](/deployment/enablement)\n  * Trust\n  * [Security](/security)\n  * [Terms & Policies](/service)\n\nUse Cases\n\n  * [RAG](/RAG)\n  * [Hybrid Search](/hybrid-search)\n  * [Generative Feedback Loops](/gen-feedback-loops)\n  * [Cost Performance Optimization](/cost-performance-optimization)\n  * Examples\n  * [Showcases](/community/build-with-weaviate)\n  * [Demos](/community/demos)\n\nLearn\n\n  * [Learning Center](/learn)\n  * [Blog](/blog)\n  * [Academy](/developers/academy)\n  * [Workshops](/community/events)\n  * [Knowledge Cards](/learn/knowledgecards)\n  * [Paper Reviews](/papers)\n  * [Podcasts](/podcast)\n  * Build\n  * [Documentation](/developers/weaviate)\n  * [Weaviate Cloud Docs](/developers/wcs)\n  * [GitHub](https://github.com/weaviate/weaviate)\n  * Engage\n  * [Events & Webinars](/community/events)\n  * [Weaviate Hero Program](/community)\n  * [Forum](https://forum.weaviate.io/)\n  * [Slack](https://weaviate.io/slack)\n\nAbout\n\n  * [Company](/company/about-us)\n  * [Careers](/company/careers)\n  * [Remote](/company/remote)\n  * [Playbook](/company/playbook)\n  * [Investors](/company/investors)\n  * [Contact Us](/contact)\n  * Partners\n  * [Overview](/partners)\n  * [AWS](/partners/aws)\n  * [Google Cloud](/partners/gcp)\n  * [Snowflake](/partners/snowflake)\n  * [Become a Partner](/partners)\n\nFollow Us\n\n  * [GitHub](https://github.com/weaviate/weaviate)\n  * [Slack](https://weaviate.io/slack)\n  * [X](https://x.com/weaviate_io)\n  * [Instagram](https://instagram.com/weaviate.io)\n  * [YouTube](https://youtube.com/@Weaviate)\n  * [LinkedIn](https://www.linkedin.com/company/weaviate-io)\n  * Meetups\n  * [Amsterdam](https://www.meetup.com/weaviate-amsterdam)\n  * [Boston](https://www.meetup.com/weaviate-boston)\n  * [New York](https://www.meetup.com/weaviate-NYC)\n  * [San Francisco](https://www.meetup.com/weaviate-san-francisco)\n  * [Toronto](https://www.meetup.com/weaviate-toronto)\n\nCopyright © 2024 Weaviate, B.V. Built with Docusaurus.\n\n', mimetype=None, path=None, url=None), image_resource=None, audio_resource=None, video_resource=None, text_template='{metadata_str}\n\n{content}')

Construct Vector Store

[8]
[9]
LlamaIndex is a data framework for building large language model (LLM) applications. It provides tools for data ingestion, management, and querying of external data to be used with LLM applications.

Close the sync client and get an async client

because we are using the embedded weaviate, we need to close the client. If using a remote weaviate, this is not needed.

[10]
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{"action":"restapi_management","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","docker_image_tag":"localhost","level":"info","msg":"Stopped serving weaviate at http://127.0.0.1:8079","time":"2024-12-26T20:44:12-03:00"}
{"action":"telemetry_push","build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"telemetry terminated","payload":"\u0026{MachineID:4ef17d4a-66d1-4cb7-b0ce-063941a4c062 Type:TERMINATE Version:1.26.6 NumObjects:0 OS:darwin Arch:arm64 UsedModules:[text2vec-openai]}","time":"2024-12-26T20:44:13-03:00"}
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{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"shutting down raft sub-system ...","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"transferring leadership to another server","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","error":"cannot find peer","level":"error","msg":"transferring leadership","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"closing raft-net ...","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"closing log store ...","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"closing data store ...","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"closing loaded database ...","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"closing raft-rpc client ...","time":"2024-12-26T20:44:13-03:00"}
{"build_git_commit":"ab0312d5d","build_go_version":"go1.23.1","build_image_tag":"localhost","build_wv_version":"1.26.6","level":"info","msg":"closing raft-rpc server ...","time":"2024-12-26T20:44:13-03:00"}

Query Time

[11]
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"warning","log_level_env":"","msg":"log level not recognized, defaulting to info","time":"2024-12-26T20:44:21-03:00"}
{"action":"startup","build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","default_vectorizer_module":"none","level":"info","msg":"the default vectorizer modules is set to \"none\", as a result all new schema classes without an explicit vectorizer setting, will use this vectorizer","time":"2024-12-26T20:44:21-03:00"}
{"action":"startup","auto_schema_enabled":true,"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"auto schema enabled setting is set to \"true\"","time":"2024-12-26T20:44:21-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"No resource limits set, weaviate will use all available memory and CPU. To limit resources, set LIMIT_RESOURCES=true","time":"2024-12-26T20:44:21-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"module offload-s3 is enabled","time":"2024-12-26T20:44:21-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"warning","msg":"Multiple vector spaces are present, GraphQL Explore and REST API list objects endpoint module include params has been disabled as a result.","time":"2024-12-26T20:44:21-03:00"}
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{"address":"192.168.28.127:64727","build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"starting cloud rpc server ...","time":"2024-12-26T20:44:21-03:00"}
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{"address":"192.168.28.127:64726","build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"tcp transport","tcpMaxPool":3,"tcpTimeout":10000000000,"time":"2024-12-26T20:44:21-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"loading local db","time":"2024-12-26T20:44:21-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"local DB successfully loaded","time":"2024-12-26T20:44:21-03:00"}
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**********
Trace: index_construction
**********

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/Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages/pydantic/main.py:1355: PydanticDeprecatedSince20: The `schema` method is deprecated; use `model_json_schema` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.9/migration/
  warnings.warn(
/Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages/llama_index/program/openai/base.py:143: DeprecationWarning: Call to deprecated class OpenAIPydanticProgram. (Please use `FunctionCallingProgram` instead.)
  return cls(
/Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages/pydantic/main.py:1179: PydanticDeprecatedSince20: The `parse_raw` method is deprecated; if your data is JSON use `model_validate_json`, otherwise load the data then use `model_validate` instead. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.9/migration/
  warnings.warn(
/Users/dudanogueira/dev/weaviate/lab/.venv/lib/python3.12/site-packages/pydantic/main.py:1187: PydanticDeprecatedSince20: `load_str_bytes` is deprecated. Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.9/migration/
  obj = parse.load_str_bytes(

Generated 3 sub questions.
[BlogPost] Q: What is LlamaIndex?
[BlogPost] Q: What is Weaviate?
[BlogPost] Q: How does LlamaIndex integrate with Weaviate?
[BlogPost] A: Weaviate is a vector database that acts as an external storage provider. It is a critical component that, when combined with LlamaIndex, allows for the easy setup of a powerful and reliable retrieval-augmented generation (RAG) stack. Weaviate enables the orchestration of interactions with language models and external storage providers to create a seamless "chat with your data" experience.
[BlogPost] A: LlamaIndex is a data framework for building large language model (LLM) applications. It provides tools for data ingestion, management, and querying of external data to be used with LLM applications. The framework offers connectors to various data sources, supports indexing of unstructured, semi-structured, and structured data, and provides a query engine for advanced retrieval and query tasks over the data.
[BlogPost] A: LlamaIndex integrates with Weaviate by using Weaviate as the vector database, which acts as the external storage provider. Additionally, LlamaIndex provides tools for data management and orchestration around Weaviate when building applications, such as a retrieval-augmented generation (RAG) system. This integration allows for the setup of a powerful and reliable RAG stack to deliver experiences like search engines and chatbots over data.
**********
Trace: query
    |_CBEventType.QUERY -> 6.716634 seconds
      |_CBEventType.LLM -> 3.339174 seconds
      |_CBEventType.SUB_QUESTION -> 2.022629 seconds
        |_CBEventType.QUERY -> 2.022262 seconds
          |_CBEventType.RETRIEVE -> 0.857574 seconds
            |_CBEventType.EMBEDDING -> 0.854122 seconds
          |_CBEventType.SYNTHESIZE -> 1.1643 seconds
            |_CBEventType.TEMPLATING -> 1.2e-05 seconds
            |_CBEventType.LLM -> 1.149557 seconds
      |_CBEventType.SUB_QUESTION -> 1.627521 seconds
        |_CBEventType.QUERY -> 1.62717 seconds
          |_CBEventType.RETRIEVE -> 0.451982 seconds
            |_CBEventType.EMBEDDING -> 0.449489 seconds
          |_CBEventType.SYNTHESIZE -> 1.174917 seconds
            |_CBEventType.TEMPLATING -> 8e-06 seconds
            |_CBEventType.LLM -> 1.16598 seconds
      |_CBEventType.SUB_QUESTION -> 2.305604 seconds
        |_CBEventType.QUERY -> 2.305184 seconds
          |_CBEventType.RETRIEVE -> 0.420009 seconds
            |_CBEventType.EMBEDDING -> 0.412095 seconds
          |_CBEventType.SYNTHESIZE -> 1.88476 seconds
            |_CBEventType.TEMPLATING -> 1.2e-05 seconds
            |_CBEventType.LLM -> 1.870135 seconds
      |_CBEventType.SYNTHESIZE -> 1.055091 seconds
        |_CBEventType.TEMPLATING -> 1.5e-05 seconds
        |_CBEventType.LLM -> 1.051151 seconds
**********

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{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"transferring leadership to another server","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","error":"cannot find peer","level":"error","msg":"transferring leadership","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"closing raft-net ...","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"closing log store ...","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"closing data store ...","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"closing loaded database ...","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"closing raft-rpc client ...","time":"2024-12-26T20:44:32-03:00"}
{"build_git_commit":"5a3991d2d4","build_go_version":"go1.23.4","build_image_tag":"HEAD","build_wv_version":"1.28.2","level":"info","msg":"closing raft-rpc server ...","time":"2024-12-26T20:44:32-03:00"}
[12]
'LlamaIndex assists in data indexing in Weaviate by providing tools for data ingestion, management, and querying of external data. This integration allows for the setup of a powerful and reliable retrieval-augmented generation (RAG) stack, enabling interactions with language models and external storage providers to create seamless experiences like search engines and chatbots over data.'
[13]
Sub Question 0: What is LlamaIndex?
Answer: LlamaIndex is a data framework for building large language model (LLM) applications. It provides tools for data ingestion, management, and querying of external data to be used with LLM applications. The framework offers connectors to various data sources, supports indexing of unstructured, semi-structured, and structured data, and provides a query engine for advanced retrieval and query tasks over the data.
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Sub Question 1: What is Weaviate?
Answer: Weaviate is a vector database that acts as an external storage provider. It is a critical component that, when combined with LlamaIndex, allows for the easy setup of a powerful and reliable retrieval-augmented generation (RAG) stack. Weaviate enables the orchestration of interactions with language models and external storage providers to create a seamless "chat with your data" experience.
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Sub Question 2: How does LlamaIndex integrate with Weaviate?
Answer: LlamaIndex integrates with Weaviate by using Weaviate as the vector database, which acts as the external storage provider. Additionally, LlamaIndex provides tools for data management and orchestration around Weaviate when building applications, such as a retrieval-augmented generation (RAG) system. This integration allows for the setup of a powerful and reliable RAG stack to deliver experiences like search engines and chatbots over data.
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