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Showing content from https://python.langchain.com/docs/integrations/text_embedding/llamacpp below:

Llama.cpp | 🦜️🔗 LangChain

llama.cpp python library is a simple Python bindings for @ggerganov llama.cpp.

This package provides:

• Low-level access to C API via ctypes interface.
• High-level Python API for text completion
  • OpenAI-like API
  • LangChain compatibility
  • LlamaIndex compatibility
• OpenAI compatible web server
  • Local Copilot replacement
  • Function Calling support
  • Vision API support
  • Multiple Models

%pip install --upgrade --quiet  llama-cpp-python

from langchain_community.embeddings import LlamaCppEmbeddings

llama = LlamaCppEmbeddings(model_path="/path/to/model/ggml-model-q4_0.bin")

text = "This is a test document."

query_result = llama.embed_query(text)

doc_result = llama.embed_documents([text])

• Embedding model conceptual guide
• Embedding model how-to guides

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