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Update/fix docs to list Yellowbrick as a supported indexed vectorstore (#22235)
Update/fix docs to list Yellowbrick as a supported indexed vectorstore and fix the Jupyter notebook.
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@ -60,7 +60,7 @@
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" * document addition by id (`add_documents` method with `ids` argument)\n",
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" * delete by id (`delete` method with `ids` argument)\n",
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"\n",
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"Compatible Vectorstores: `Aerospike`, `AnalyticDB`, `AstraDB`, `AwaDB`, `Bagel`, `Cassandra`, `Chroma`, `CouchbaseVectorStore`, `DashVector`, `DatabricksVectorSearch`, `DeepLake`, `Dingo`, `ElasticVectorSearch`, `ElasticsearchStore`, `FAISS`, `HanaDB`, `Milvus`, `MyScale`, `OpenSearchVectorSearch`, `PGVector`, `Pinecone`, `Qdrant`, `Redis`, `Rockset`, `ScaNN`, `SupabaseVectorStore`, `SurrealDBStore`, `TimescaleVector`, `Vald`, `VDMS`, `Vearch`, `VespaStore`, `Weaviate`, `ZepVectorStore`, `TencentVectorDB`, `OpenSearchVectorSearch`.\n",
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"Compatible Vectorstores: `Aerospike`, `AnalyticDB`, `AstraDB`, `AwaDB`, `Bagel`, `Cassandra`, `Chroma`, `CouchbaseVectorStore`, `DashVector`, `DatabricksVectorSearch`, `DeepLake`, `Dingo`, `ElasticVectorSearch`, `ElasticsearchStore`, `FAISS`, `HanaDB`, `Milvus`, `MyScale`, `OpenSearchVectorSearch`, `PGVector`, `Pinecone`, `Qdrant`, `Redis`, `Rockset`, `ScaNN`, `SupabaseVectorStore`, `SurrealDBStore`, `TimescaleVector`, `Vald`, `VDMS`, `Vearch`, `VespaStore`, `Weaviate`, `Yellowbrick`, `ZepVectorStore`, `TencentVectorDB`, `OpenSearchVectorSearch`.\n",
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" \n",
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"## Caution\n",
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"\n",
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@ -324,7 +324,7 @@
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"vector_store = Yellowbrick.from_documents(\n",
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" documents=split_docs,\n",
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" embedding=embeddings,\n",
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" connection_info=yellowbrick_connection_string,\n",
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" connection_string=yellowbrick_connection_string,\n",
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" table=embedding_table,\n",
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")\n",
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"\n",
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