7|h`ddlmZmZmZddlmZddlmZmZm Z m Z ddl m Z GddeeZ y))AnyListOptional) Embeddings) BaseModel ConfigDictFieldmodel_validator)SelfcDeZdZUdZdZeed<edZe ed<edd Z e ed< ed d Z e ed < ed d Z e ed < ed d Zeed< ed d Zeed< ed d Zeed< ed d Zeed< edd Zee ed< edd Zee ed< edd Zee ed< edd Zeed< edd Zee ed< eddZeddefdZdee deeefd Z d!e deefd"Z!y)#LlamaCppEmbeddingsallama.cpp embedding models. To use, you should have the llama-cpp-python library installed, and provide the path to the Llama model as a named parameter to the constructor. Check out: https://github.com/abetlen/llama-cpp-python Example: .. code-block:: python from langchain_community.embeddings import LlamaCppEmbeddings llama = LlamaCppEmbeddings(model_path="/path/to/model.bin") Nclient)default model_pathin_ctx)aliasn_partsseedFf16_kv logits_all vocab_only use_mlock n_threadsn_batch n_gpu_layersTverbosedeviceforbid)extraprotected_namespacesafter)modereturncN|j}gd}|Dcic]}|t||}}|j|j|d<|js ddlm}||fddi||_|S|Scc}w#t $r t dt$r}td |d |d}~wwxYw) z4Validate that llama-cpp-python library is installed.) rrrrrrrrrrrNrr)Llama embeddingTzCould not import llama-cpp-python library. Please install the llama-cpp-python library to use this embedding model: pip install llama-cpp-pythonz&Could not load Llama model from path: z. Received error ) rgetattrrr llama_cppr( ImportError Exception ValueError)selfrmodel_param_namesk model_paramsr(es f/var/www/html/test/engine/venv/lib/python3.12/site-packages/langchain_community/embeddings/llamacpp.pyvalidate_environmentz'LlamaCppEmbeddings.validate_environmentEs__   6GG74++G G    (+/+<+)r/rDr)s r4 embed_queryzLlamaCppEmbeddings.embed_querysZKK%%d+ It4IaLRV9WE9Q<01 1E9-. .)"__name__ __module__ __qualname____doc__rr__annotations__r rstrrintrrrboolrrrrrrrrrr model_configr r r5rr>rCrGr!rHr4r r s FCB'J's'*E3*9-GS-?b'D#'-h/FD/1U,7J7@U,7J7/E5It5,$T=Ix}=/#3i8GXc]8/#(N"CL(3-CF$i0GT0)!$h7FHSM72L '"&d&#&P T#Y 4U 3D , / /U /rHr N)typingrrrlangchain_core.embeddingsrpydanticrrr r typing_extensionsr r r!rHr4rVs'&&0BB"I/JI/rH