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chore: enrich pyproject.toml files with links to new references, others (#33343)
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@@ -1,57 +1,3 @@
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# langchain-mistralai
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This package contains the LangChain integrations for [MistralAI](https://docs.mistral.ai) through their [mistralai](https://pypi.org/project/mistralai/) SDK.
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## Installation
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```bash
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pip install -U langchain-mistralai
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```
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## Chat Models
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This package contains the `ChatMistralAI` class, which is the recommended way to interface with MistralAI models.
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To use, install the requirements, and configure your environment.
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```bash
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export MISTRAL_API_KEY=your-api-key
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```
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Then initialize
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```python
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from langchain_core.messages import HumanMessage
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from langchain_mistralai.chat_models import ChatMistralAI
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chat = ChatMistralAI(model="mistral-small")
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messages = [HumanMessage(content="say a brief hello")]
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chat.invoke(messages)
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```
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`ChatMistralAI` also supports async and streaming functionality:
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```python
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# For async...
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await chat.ainvoke(messages)
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# For streaming...
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for chunk in chat.stream(messages):
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print(chunk.content, end="", flush=True)
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```
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## Embeddings
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With `MistralAIEmbeddings`, you can directly use the default model 'mistral-embed', or set a different one if available.
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### Choose model
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`embedding.model = 'mistral-embed'`
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### Simple query
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`res_query = embedding.embed_query("The test information")`
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### Documents
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`res_document = embedding.embed_documents(["test1", "another test"])`
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View the [documentation](https://docs.langchain.com/oss/python/integrations/providers/mistralai) for more details.
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@@ -19,9 +19,13 @@ description = "An integration package connecting Mistral and LangChain"
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readme = "README.md"
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[project.urls]
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"Source Code" = "https://github.com/langchain-ai/langchain/tree/master/libs/partners/mistralai"
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"Release Notes" = "https://github.com/langchain-ai/langchain/releases?q=tag%3A%22langchain-mistralai%3D%3D0%22&expanded=true"
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repository = "https://github.com/langchain-ai/langchain"
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homepage = "https://docs.langchain.com/oss/python/integrations/providers/mistralai"
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repository = "https://github.com/langchain-ai/langchain/tree/master/libs/partners/mistralai"
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changelog = "https://github.com/langchain-ai/langchain/releases?q=%22langchain-mistralai%22"
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docs = "https://reference.langchain.com/python/integrations/langchain_mistralai/"
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twitter = "https://x.com/LangChainAI"
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slack = "https://www.langchain.com/join-community"
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reddit = "https://www.reddit.com/r/LangChain/"
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[dependency-groups]
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test = [
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