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‎CHANGELOG.md

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# ChangeLog
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## [2025-06-07]
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### `llama-index-core` [0.12.41]
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- feat: Add MutableMappingKVStore for easier caching (#18893)
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- fix: async functions in tool specs (#19000)
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- fix: properly apply file limit to SimpleDirectoryReader (#18983)
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- fix: overwriting of LLM callback manager from Settings (#18951)
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- fix: Adding warning in the docstring of JsonPickleSerializer for the user to deserialize only safe things, rename to PickleSerializer (#18943)
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- fix: ImageDocument path and url checking to ensure that the input is really an image (#18947)
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- chore: remove some unused utils from core (#18985)
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### `llama-index-embeddings-azure-openai` [0.3.8]
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- fix: Azure api-key and azure-endpoint resolution fixes (#18975)
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- fix: api_base vs azure_endpoint resolution fixes (#19002)
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### `llama-index-graph-stores-ApertureDB` [0.1.0]
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- feat: Aperturedb propertygraph (#18749)
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### `llama-index-indices-managed-llama-cloud` [0.7.4]
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- fix: resolve retriever llamacloud index (#18949)
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- chore: composite retrieval add ReRankConfig (#18973)
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### `llama-index-llms-azure-openai` [0.3.4]
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- fix: api_base vs azure_endpoint resolution fixes (#19002)
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### `llama-index-llms-bedrock-converse` [0.7.1]
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- fix: handle empty message content to prevent ValidationError (#18914)
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### `llama-index-llms-litellm` [0.5.1]
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- feat: Add DocumentBlock support to LiteLLM integration (#18955)
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### `llama-index-llms-ollama` [0.6.2]
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- feat: Add support for the new think feature in ollama (#18993)
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### `llama-index-llms-openai` [0.4.4]
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- feat: add OpenAI JSON Schema structured output support (#18897)
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- fix: skip tool description length check in openai response api (#18956)
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### `llama-index-packs-searchain` [0.1.0]
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- feat: Add searchain package (#18929)
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### `llama-index-readers-docugami` [0.3.1]
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- fix: Avoid hash collision in XML parsing (#18986)
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### `llama-index-readers-file` [0.4.9]
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- fix: pin llama-index-readers-file pandas for now (#18976)
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### `llama-index-readers-gcs` [0.4.1]
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- feat: Allow newer versions of gcsfs (#18987)
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### `llama-index-readers-obsidian` [0.5.2]
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- fix: Obsidian reader checks and skips hardlinks (#18950)
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### `llama-index-readers-web` [0.4.2]
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- fix: Use httpx instead of urllib in llama-index-readers-web (#18945)
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### `llama-index-storage-kvstore-postgres` [0.3.5]
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- fix: Remove unnecessary psycopg2 from llama-index-storage-kvstore-postgres dependencies (#18964)
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### `llama-index-tools-mcp` [0.2.5]
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- fix: actually format the workflow args into a start event instance (#19001)
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- feat: Adding support for log recording during MCP tool calls (#18927)
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### `llama-index-vector-stores-chroma` [0.4.2]
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- fix: Update ChromaVectorStore port field and argument types (#18977)
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### `llama-index-vector-stores-milvus` [0.8.4]
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- feat: Upsert Entities supported in Milvus (#18962)
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### `llama-index-vector-stores-redis` [0.5.2]
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- fix: Correcting Redis URL/Client handling (#18982)
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### `llama-index-voice-agents-elevenlabs` [0.1.0-beta]
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- feat: ElevenLabs beta integration (#18967)
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## [2025-06-02]
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### `llama-index-core` [0.12.40]

‎docs/docs/CHANGELOG.md

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# ChangeLog
22

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## [2025-06-07]
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### `llama-index-core` [0.12.41]
6+
7+
- feat: Add MutableMappingKVStore for easier caching (#18893)
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- fix: async functions in tool specs (#19000)
9+
- fix: properly apply file limit to SimpleDirectoryReader (#18983)
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- fix: overwriting of LLM callback manager from Settings (#18951)
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- fix: Adding warning in the docstring of JsonPickleSerializer for the user to deserialize only safe things, rename to PickleSerializer (#18943)
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- fix: ImageDocument path and url checking to ensure that the input is really an image (#18947)
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- chore: remove some unused utils from core (#18985)
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### `llama-index-embeddings-azure-openai` [0.3.8]
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- fix: Azure api-key and azure-endpoint resolution fixes (#18975)
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- fix: api_base vs azure_endpoint resolution fixes (#19002)
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### `llama-index-graph-stores-ApertureDB` [0.1.0]
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- feat: Aperturedb propertygraph (#18749)
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### `llama-index-indices-managed-llama-cloud` [0.7.4]
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- fix: resolve retriever llamacloud index (#18949)
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- chore: composite retrieval add ReRankConfig (#18973)
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### `llama-index-llms-azure-openai` [0.3.4]
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- fix: api_base vs azure_endpoint resolution fixes (#19002)
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### `llama-index-llms-bedrock-converse` [0.7.1]
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- fix: handle empty message content to prevent ValidationError (#18914)
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### `llama-index-llms-litellm` [0.5.1]
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- feat: Add DocumentBlock support to LiteLLM integration (#18955)
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### `llama-index-llms-ollama` [0.6.2]
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- feat: Add support for the new think feature in ollama (#18993)
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### `llama-index-llms-openai` [0.4.4]
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- feat: add OpenAI JSON Schema structured output support (#18897)
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- fix: skip tool description length check in openai response api (#18956)
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### `llama-index-packs-searchain` [0.1.0]
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- feat: Add searchain package (#18929)
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### `llama-index-readers-docugami` [0.3.1]
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- fix: Avoid hash collision in XML parsing (#18986)
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### `llama-index-readers-file` [0.4.9]
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- fix: pin llama-index-readers-file pandas for now (#18976)
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### `llama-index-readers-gcs` [0.4.1]
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- feat: Allow newer versions of gcsfs (#18987)
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### `llama-index-readers-obsidian` [0.5.2]
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- fix: Obsidian reader checks and skips hardlinks (#18950)
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### `llama-index-readers-web` [0.4.2]
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- fix: Use httpx instead of urllib in llama-index-readers-web (#18945)
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### `llama-index-storage-kvstore-postgres` [0.3.5]
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- fix: Remove unnecessary psycopg2 from llama-index-storage-kvstore-postgres dependencies (#18964)
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### `llama-index-tools-mcp` [0.2.5]
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- fix: actually format the workflow args into a start event instance (#19001)
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- feat: Adding support for log recording during MCP tool calls (#18927)
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### `llama-index-vector-stores-chroma` [0.4.2]
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- fix: Update ChromaVectorStore port field and argument types (#18977)
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### `llama-index-vector-stores-milvus` [0.8.4]
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- feat: Upsert Entities supported in Milvus (#18962)
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### `llama-index-vector-stores-redis` [0.5.2]
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- fix: Correcting Redis URL/Client handling (#18982)
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### `llama-index-voice-agents-elevenlabs` [0.1.0-beta]
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- feat: ElevenLabs beta integration (#18967)
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## [2025-06-02]
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### `llama-index-core` [0.12.40]

‎docs/docs/api_reference/packs/searchain.md

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::: llama_index.packs.searchain
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options:
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members:
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- SearChainPack

‎docs/docs/api_reference/storage/graph_stores/ApertureDB.md

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::: llama_index.graph_stores.ApertureDB
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options:
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members:
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- ApertureDBPropertyGraphStore

‎docs/docs/api_reference/voice_agents/elevenlabs.md

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::: llama_index.voice_agents.elevenlabs
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- ElevenLabsConversation

‎docs/mkdocs.yml

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- ./api_reference/packs/recursive_retriever.md
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- ./api_reference/packs/resume_screener.md
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- ./api_reference/packs/retry_engine_weaviate.md
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- ./api_reference/packs/searchain.md
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- ./api_reference/packs/secgpt.md
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- ./api_reference/packs/self_discover.md
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- ./api_reference/packs/self_rag.md
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- ./api_reference/storage/docstore/simple.md
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- ./api_reference/storage/docstore/tablestore.md
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- Graph Stores:
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- ./api_reference/storage/graph_stores/ApertureDB.md
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- ./api_reference/storage/graph_stores/falkordb.md
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- ./api_reference/storage/graph_stores/index.md
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- ./api_reference/storage/graph_stores/kuzu.md
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- ./api_reference/tools/yahoo_finance.md
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- ./api_reference/tools/yelp.md
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- ./api_reference/tools/zapier.md
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- Voice Agents:
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- ./api_reference/voice_agents/elevenlabs.md
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- Workflow:
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- ./api_reference/workflow/decorators.md
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- ./api_reference/workflow/context.md
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- ../llama-index-integrations/llms/llama-index-llms-featherlessai
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- ../llama-index-integrations/llms/llama-index-llms-sarvam
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- ../llama-index-integrations/tools/llama-index-tools-measurespace
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- ../llama-index-packs/llama-index-packs-searchain
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- ../llama-index-integrations/graph_stores/llama-index-graph-stores-ApertureDB
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- ../llama-index-integrations/voice_agents/llama-index-voice-agents-elevenlabs
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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

‎docs/scripts/prepare_for_build.py

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

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"""Top-level imports for LlamaIndex."""
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__version__ = "0.12.40"
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__version__ = "0.12.41"
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import logging
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from logging import NullHandler

‎llama-index-core/pyproject.toml

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version = "0.12.41"
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description = "Interface between LLMs and your data"
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authors = [{name = "Jerry Liu", email = "jerry@llamaindex.ai"}]
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requires-python = ">=3.9,<4.0"

‎llama-index-integrations/embeddings/llama-index-embeddings-azure-openai/llama_index/embeddings/azure_openai/base.py

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@model_validator(mode="before")

‎llama-index-integrations/embeddings/llama-index-embeddings-azure-openai/pyproject.toml

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description = "llama-index embeddings azure openai integration"
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authors = [{name = "Your Name", email = "you@example.com"}]
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requires-python = ">=3.9,<4.0"

‎llama-index-integrations/llms/llama-index-llms-azure-openai/llama_index/llms/azure_openai/base.py

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‎llama-index-integrations/llms/llama-index-llms-azure-openai/pyproject.toml

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authors = [{name = "Your Name", email = "you@example.com"}]
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‎llama-index-integrations/llms/llama-index-llms-openai/pyproject.toml

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license = "MIT"
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dependencies = ["openai>=1.81.0,<2", "llama-index-core>=0.12.37,<0.13"]
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dependencies = ["openai>=1.81.0,<2", "llama-index-core>=0.12.41,<0.13"]
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‎llama-index-integrations/voice_agents/llama-index-voice-agents-elevenlabs/pyproject.toml

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authors = [{name = "Clelia Astra Bertelli", email = "clelia@runllama.ai"}]

‎pyproject.toml

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"llama-index-core>=0.12.40,<0.13",
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"llama-index-core>=0.12.41,<0.13",
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‎uv.lock

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