~ ihddlmZmZmZddlmZddlmZmZm Z m Z ddl m Z GddeeZ dS))AnyListOptional) Embeddings) BaseModel ConfigDictFieldmodel_validator)SelfceZdZUdZdZeed<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!dS)#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)modereturncj}gd}fd|D}j j|d<jsW ddlm}||fddi|_n?#t $rt d t $r}td |d |d}~wwxYwS) z4Validate that llama-cpp-python library is installed.) rrrrrrrrrrrc2i|]}|t|Sr!)getattr).0kselfs C:\Users\Dell Inspiron 16\Desktop\tws\AgrotaPowerBi\back-agrota-powerbi\mcp-client-agrota\venv\Lib\site-packages\langchain_community/embeddings/llamacpp.py z;LlamaCppEmbeddings.validate_environment..Vs%GGG74++GGGNrr)Llama embeddingTzCould not import llama-cpp-python library. Please install the llama-cpp-python library to use this embedding model: pip install llama-cpp-pythonz&Could not load Llama model from path: z. Received error )rrr llama_cppr0 ImportError Exception ValueError)r,rmodel_param_names model_paramsr0es` r-validate_environmentz'LlamaCppEmbeddings.validate_environmentEs_     HGGG5FGGG   (+/+|tt t |dYwxYw|S)zEmbed a list of documents using the Llama model. Args: texts: The list of texts to embed. Returns: List of embeddings, one for each text. datar1r) rcreate_embedding isinstancelistappendmapfloat IndexError TypeError)r,r: embeddingsfinal_embeddingsr8r<s r-embed_documentsz"LlamaCppEmbeddings.embed_documentsns"[11%88 F# J JA Ja nQ/66N !+HH(//S5E5E0F0FGGGGH%++DUAkN1K1K,L,LMMM * J J J ''S+-G-G(H(HIIIII JsBCA DDtextc.|j|}|rXt|trCt|dtr(tt t |dStt t |S)zEmbed a query using the Llama model. Args: text: The text to embed. Returns: Embeddings for the text. r)rembedr>r?rArB)r,rHr1s r- embed_queryzLlamaCppEmbeddings.embed_querys|K%%d++  /It44 /IaLRV9W9W /E9Q<0011 1E9--.. .r/)"__name__ __module__ __qualname____doc__rr__annotations__r rstrrintrrrboolrrrrrrrrrr model_configr r r9rrBrGrKr!r/r-r r s  FCeB'''J'''s'***E3***59---GS---?b'''D#'''-5h///FD///1uU,777J777@uU,777J777/eE555It555,$uT===Ix}===/#U3i888GXc]888/#(%N"C"C"CL(3-CCCFE$i000GT000)!E$h777FHSM7772:L _'"""&d&&&#"&P T#Y 4U 3D    , / /U / / / / / /r/r N)typingrrrlangchain_core.embeddingsrpydanticrrr r typing_extensionsr r r!r/r-rYs&&&&&&&&&&000000BBBBBBBBBBBB""""""I/I/I/I/I/JI/I/I/I/I/r/