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Add tidb vector indtroduction in module guides

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# Description Add tidb vector indtroduction in module guides ## Type of Change Please delete options that are not relevant. - [ ] Bug fix (non-breaking change which fixes an...

NotFoundError when specifying azure_deployment in AzureOpenAI client

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### Confirm this is an issue with the Python library and not an underlying OpenAI API - [X] This is an issue with the Python library ### Describe the bug...

We also need a user guide page in `website/docs/topics/` to document the OAI Assistant. _Originally posted by @ekzhu in https://github.com/microsoft/autogen/pull/2448#pullrequestreview-2013053733_

experiments on agent as function call

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## Why are these changes needed? ## Related issue number ## Checks - [ ] I've included any doc changes needed for https://microsoft.github.io/autogen/. See https://microsoft.github.io/autogen/docs/Contribute#documentation to build and test documentation...

``` [^2]: [TiDB Official Documentation](https://tidb.net/blog/ce4e4dd6) ```

[WIP] Plan-Driven Retrieval-Augmented Generation Experinment

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test question: ## RAG VM **panner(gpt-4o-mini)** ``` Step(id=1, subquestion='What is the newest version of TiDB?', tool_used='retrieve_knowledge_graph', arguments={'query': 'Newest version of TiDB'}, output_tags='newest_version'), Step(id=2, subquestion='What are the performance improvements of TiDB...

add contexual embedding algorithm notebook

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doc：https://docs.pingcap.com/tidb/v7.5/tiup-component-management model: claude-3-haiku-20240307(use prompt caching) guide: https://github.com/anthropics/anthropic-cookbook/blob/main/skills/contextual-embeddings/guide.ipynb Cost（chunk 1 be processed twice, so the total cost = cost_of_chunk1 * 2 + cost_of_chunk2）： ## Effect Comparison for chunk 1 contexual embedding...