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v0.11.21 (run-llama#16771)
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‎CHANGELOG.md

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# ChangeLog
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## [2024-10-31]
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### `llama-index-core` [0.11.21]
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- Fixed issue with default value set as None for workflow `ctx.get()` (#16756)
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- fix various issues with react agent streaming (#16755)
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- add unit test for query pipeline (#16749)
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- Fix \_merge_ref_doc_kv_pairs duped for-loop (#16739)
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- bugfix: determine if nodes is none when creating index (#16703)
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- fixes LLMRerank default_parse_choice_select_answer_fn parsing issue (#16736)
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- fix return type check on workflows (#16724)
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- Fixing a verbose issue and making sql errors more informative (#16686)
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### `llama-index-embeddings-siliconflow` [0.1.0]
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- add siliconflow embedding class (#16753)
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### `llama-index-graph-stores-falkordb` [0.2.4]
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- Multi-Graph-Supported-FalkorDB (#16482)
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### `llama-index-llms-anthropic` [0.3.8]
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- adding additional claude model name, for vertex AI (#16692)
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### `llama-index-llms-bedrock-converse` [0.3.6]
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- Added mistral large2 model id in bedrock (#16742)
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- Improve Bedrock Tool Calling (#16723)
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- add new sonnet3.5 to function calling bedrock converse models (#16702)
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- update bedrock models (#16698)
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### `llama-index-llms-bedrock` [0.2.5]
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- Added mistral large2 model id in bedrock (#16742)
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- add new sonnet3.5 to function calling bedrock converse models (#16702)
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- update bedrock models (#16698)
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### `llama-index-llms-cohere` [0.3.2]
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- Adding support to the new Aya-Expanse models from Cohere (#16733)
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### `llama-index-llms-dashscope` [0.2.3]
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- DashScope llm support async (#16711)
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### `llama-index-llms-nvidia` [0.3.4]
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- add nvidia/llama-3.2-nv-embedqa-1b-v1 to set of supported models (#16694)
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### `llama-index-llms-pipeshift` [0.1.0]
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- Pipeshift llama index integration (#16610)
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### `llama-index-memory-mem0` [0.1.0]
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- add Mem0 as a memory (#16708)
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### `llama-index-multi-modal-llms-anthropic` [0.2.4]
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- Fix anthropic multimodal deps conflict, update models (#16699)
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### `llama-index-node-parser-docling` [0.2.0]
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- feat: update Docling reader & node parser to Docling v2 (#16677)
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### `llama-index-postprocessor-nvidia-rerank` [0.3.3]
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- add nvidia/llama-3.2-nv-rerankqa-1b-v1 to set of supported models (#16695)
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### `llama-index-postprocessor-siliconflow-rerank` [0.1.0]
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- add siliconflow rerank class (#16737)
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### `llama-index-readers-docling` [0.2.0]
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- feat: update Docling reader & node parser to Docling v2 (#16677)
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### `llama-index-readers-microsoft-onedrive` [0.2.1]
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- feat: add permissions to one drive metadata (#16646)
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### `llama-index-storage-chat-store-azure` [0.2.4]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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- Add missing awaits in azure chat store (#16645)
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### `llama-index-storage-docstore-azure` [0.2.1]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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### `llama-index-storage-index-store-azure` [0.3.1]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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### `llama-index-storage-kvstore-azure` [0.2.1]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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### `llama-index-tools-openai-image-generation` [0.3.0]
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- Makes the tool more compatible with the options, also for the future (#16676)
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### `llama-index-tools-vectara-query` [0.1.0]
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- Add Vectara Query Tool (#16722)
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### `llama-index-vector-stores-azureaisearch` [0.2.6]
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- Allow defining retrievable fields in Azure Vector Store (#16766)
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- feat: add get_nodes azureai search (#16761)
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- Added get_nodes() function in AISearch vector store (#16653)
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- Fix querying for ID in AzureAISearchVectorStore (fixes delete_nodes by node_ids) (#16769)
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### `llama-index-vector-stores-hnswlib` [0.2.0]
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- Fixed issue with persistence, rearranged and added new options to construction of HnswlibVectorStore (#16673)
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### `llama-index-vector-stores-opensearch` [0.4.1]
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- Init OpensearchVectorClient with `os_async_client` (#16767)
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### `llama-index-vector-stores-qdrant` [0.3.3]
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- chore: add embeddings on qdrant get_nodes return (#16760)
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### `llama-index-vector-stores-weaviate` [1.1.3]
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- add default ID if node ID is not provided (#16671)
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## [2024-10-24]
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### `llama-index-core` [0.11.20]

‎docs/docs/CHANGELOG.md

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# ChangeLog
22

3+
## [2024-10-31]
4+
5+
### `llama-index-core` [0.11.21]
6+
7+
- Fixed issue with default value set as None for workflow `ctx.get()` (#16756)
8+
- fix various issues with react agent streaming (#16755)
9+
- add unit test for query pipeline (#16749)
10+
- Fix _merge_ref_doc_kv_pairs duped for-loop (#16739)
11+
- bugfix: determine if nodes is none when creating index (#16703)
12+
- fixes LLMRerank default_parse_choice_select_answer_fn parsing issue (#16736)
13+
- fix return type check on workflows (#16724)
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- Fixing a verbose issue and making sql errors more informative (#16686)
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### `llama-index-embeddings-siliconflow` [0.1.0]
17+
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- add siliconflow embedding class (#16753)
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### `llama-index-graph-stores-falkordb` [0.2.4]
21+
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- Multi-Graph-Supported-FalkorDB (#16482)
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### `llama-index-llms-anthropic` [0.3.8]
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26+
- adding additional claude model name, for vertex AI (#16692)
27+
28+
### `llama-index-llms-bedrock-converse` [0.3.6]
29+
30+
- Added mistral large2 model id in bedrock (#16742)
31+
- Improve Bedrock Tool Calling (#16723)
32+
- add new sonnet3.5 to function calling bedrock converse models (#16702)
33+
- update bedrock models (#16698)
34+
35+
### `llama-index-llms-bedrock` [0.2.5]
36+
37+
- Added mistral large2 model id in bedrock (#16742)
38+
- add new sonnet3.5 to function calling bedrock converse models (#16702)
39+
- update bedrock models (#16698)
40+
41+
### `llama-index-llms-cohere` [0.3.2]
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- Adding support to the new Aya-Expanse models from Cohere (#16733)
44+
45+
### `llama-index-llms-dashscope` [0.2.3]
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- DashScope llm support async (#16711)
48+
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### `llama-index-llms-nvidia` [0.3.4]
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- add nvidia/llama-3.2-nv-embedqa-1b-v1 to set of supported models (#16694)
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### `llama-index-llms-pipeshift` [0.1.0]
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- Pipeshift llama index integration (#16610)
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### `llama-index-memory-mem0` [0.1.0]
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- add Mem0 as a memory (#16708)
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### `llama-index-multi-modal-llms-anthropic` [0.2.4]
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- Fix anthropic multimodal deps conflict, update models (#16699)
64+
65+
### `llama-index-node-parser-docling` [0.2.0]
66+
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- feat: update Docling reader & node parser to Docling v2 (#16677)
68+
69+
### `llama-index-postprocessor-nvidia-rerank` [0.3.3]
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- add nvidia/llama-3.2-nv-rerankqa-1b-v1 to set of supported models (#16695)
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### `llama-index-postprocessor-siliconflow-rerank` [0.1.0]
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- add siliconflow rerank class (#16737)
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### `llama-index-readers-docling` [0.2.0]
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- feat: update Docling reader & node parser to Docling v2 (#16677)
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### `llama-index-readers-microsoft-onedrive` [0.2.1]
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- feat: add permissions to one drive metadata (#16646)
84+
85+
### `llama-index-storage-chat-store-azure` [0.2.4]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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- Add missing awaits in azure chat store (#16645)
89+
90+
### `llama-index-storage-docstore-azure` [0.2.1]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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### `llama-index-storage-index-store-azure` [0.3.1]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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### `llama-index-storage-kvstore-azure` [0.2.1]
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- Add Managed Identity authentication support for Azure storage components (#16710)
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### `llama-index-tools-openai-image-generation` [0.3.0]
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- Makes the tool more compatible with the options, also for the future (#16676)
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### `llama-index-tools-vectara-query` [0.1.0]
107+
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- Add Vectara Query Tool (#16722)
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### `llama-index-vector-stores-azureaisearch` [0.2.6]
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- Allow defining retrievable fields in Azure Vector Store (#16766)
113+
- feat: add get_nodes azureai search (#16761)
114+
- Added get_nodes() function in AISearch vector store (#16653)
115+
- Fix querying for ID in AzureAISearchVectorStore (fixes delete_nodes by node_ids) (#16769)
116+
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### `llama-index-vector-stores-hnswlib` [0.2.0]
118+
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- Fixed issue with persistence, rearranged and added new options to construction of HnswlibVectorStore (#16673)
120+
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### `llama-index-vector-stores-opensearch` [0.4.1]
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- Init OpensearchVectorClient with `os_async_client` (#16767)
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### `llama-index-vector-stores-qdrant` [0.3.3]
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- chore: add embeddings on qdrant get_nodes return (#16760)
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### `llama-index-vector-stores-weaviate` [1.1.3]
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- add default ID if node ID is not provided (#16671)
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## [2024-10-24]
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### `llama-index-core` [0.11.20]

‎docs/docs/api_reference/embeddings/siliconflow.md

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::: llama_index.embeddings.siliconflow
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options:
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members:
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- SiliconFlowEmbedding

‎docs/docs/api_reference/memory/mem0.md

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::: llama_index.memory.mem0
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options:
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members:
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- Mem0Memory

‎docs/docs/api_reference/postprocessor/siliconflow_rerank.md

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::: llama_index.postprocessor.siliconflow_rerank
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options:
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members:
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- SiliconFlowRerank

‎docs/docs/api_reference/tools/vectara_query.md

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::: llama_index.tools.vectara_query
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options:
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members:
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- VectaraQueryToolSpec

‎docs/mkdocs.yml

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- ./examples/cookbooks/oreilly_course_cookbooks/Module-7/Multi_Modal_RAG_System.ipynb
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- ./examples/cookbooks/oreilly_course_cookbooks/Module-8/Advanced_RAG_with_LlamaParse.ipynb
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- ./examples/cookbooks/prometheus2_cookbook.ipynb
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- ./examples/cookbooks/toolhouse_llamaindex.ipynb
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- Customization:
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- ./examples/customization/llms/AzureOpenAI.ipynb
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- ./examples/customization/llms/SimpleIndexDemo-ChatGPT.ipynb
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- ./api_reference/embeddings/oracleai.md
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- ./api_reference/embeddings/premai.md
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- ./api_reference/embeddings/sagemaker_endpoint.md
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- ./api_reference/embeddings/siliconflow.md
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- ./api_reference/embeddings/text_embeddings_inference.md
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- ./api_reference/embeddings/textembed.md
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- ./api_reference/embeddings/together.md
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- Memory:
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- ./api_reference/memory/chat_memory_buffer.md
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- ./api_reference/memory/index.md
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- ./api_reference/memory/mem0.md
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- ./api_reference/memory/simple_composable_memory.md
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- ./api_reference/memory/vector_memory.md
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- Metadata Extractors:
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- ./api_reference/postprocessor/rankllm_rerank.md
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- ./api_reference/postprocessor/sbert_rerank.md
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- ./api_reference/postprocessor/sentence_optimizer.md
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- ./api_reference/postprocessor/siliconflow_rerank.md
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- ./api_reference/postprocessor/similarity.md
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- ./api_reference/postprocessor/tei_rerank.md
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- ./api_reference/postprocessor/time_weighted.md
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- ./api_reference/tools/tavily_research.md
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- ./api_reference/tools/text_to_image.md
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- ./api_reference/tools/tool_spec.md
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- ./api_reference/tools/vectara_query.md
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- ./api_reference/tools/vector_db.md
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- ./api_reference/tools/waii.md
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- ./api_reference/tools/weather.md
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- ../llama-index-integrations/storage/docstore/llama-index-storage-docstore-couchbase
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- ../llama-index-integrations/storage/index_store/llama-index-storage-index-store-couchbase
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- ../llama-index-integrations/llms/llama-index-llms-reka
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- ../llama-index-integrations/tools/llama-index-tools-vectara-query
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- ../llama-index-integrations/embeddings/llama-index-embeddings-siliconflow
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- ../llama-index-integrations/memory/llama-index-memory-mem0
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- ../llama-index-integrations/postprocessor/llama-index-postprocessor-siliconflow-rerank
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- redirects:
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redirect_maps:
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./api/llama_index.vector_stores.MongoDBAtlasVectorSearch.html: api_reference/storage/vector_store/mongodb.md

‎llama-index-core/llama_index/core/__init__.py

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"""Init file of LlamaIndex."""
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__version__ = "0.11.20"
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__version__ = "0.11.21"
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import logging
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from logging import NullHandler

‎llama-index-core/pyproject.toml

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packages = [{include = "llama_index"}]
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readme = "README.md"
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repository = "https://github.com/run-llama/llama_index"
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version = "0.11.20"
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version = "0.11.21"
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[tool.poetry.dependencies]
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SQLAlchemy = {extras = ["asyncio"], version = ">=1.4.49"}

‎llama-index-integrations/memory/llama-index-memory-mem0/pyproject.toml

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# work through many typos (--write-changes and --interactive will help)
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skip = "*.csv,*.html,*.json,*.jsonl,*.pdf,*.txt,*.ipynb"
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[tool.llamahub]
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contains_example = false
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import_path = "llama_index.memory.mem0"
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[tool.llamahub.class_authors]
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Mem0Memory = "llama-index"
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[tool.mypy]
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disallow_untyped_defs = true
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# Remove venv skip when integrated with pre-commit

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