NghddlmZmZmZddlmZddlmZmZm Z m Z ddl m Z GddeeZ dS))AnyListOptional) Embeddings) BaseModel ConfigDictFieldmodel_validator)SelfceZdZUdZdZeed<eed<eddZ e ed< edd Z e ed < edd Z e ed < ed d Z eed < ed d Zeed < ed dZeed< ed dZeed< eddZee ed< eddZee ed< eddZee ed< eddZeed< eddZeeed< eddZeddefdZdeedeeefdZdedeefd 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 model_pathin_ctx)aliasn_partsseedFf16_kv logits_all vocab_only use_mlock n_threadsn_batch n_gpu_layersTverbosedeviceforbid)extraprotected_namespacesafter)modereturnc j}gd}fd|D}j j|d< ddlm}||fddi|_n?#t $rt d t $r}td |d |d}~wwxYwS) z4Validate that llama-cpp-python library is installed.) rrrrrrrrrrrc2i|]}|t|Sr)getattr).0kselfs c/var/www/html/ai-engine/env/lib/python3.11/site-packages/langchain_community/embeddings/llamacpp.py z;LlamaCppEmbeddings.validate_environment..Vs%GGG74++GGGNrr)Llama embeddingTzCould not import llama-cpp-python library. Please install the llama-cpp-python library to use this embedding model: pip install llama-cpp-pythonz&Could not load Llama model from path: z. Received error )rr llama_cppr.r ImportError Exception ValueError)r*rmodel_param_names model_paramsr.es` r+validate_environmentz'LlamaCppEmbeddings.validate_environmentEs _     HGGG5FGGG   (+/+z6LlamaCppEmbeddings.embed_documents..ws.MMMQS+//00MMMr-data)rcreate_embedding)r*r8 embeddingss r+embed_documentsz"LlamaCppEmbeddings.embed_documentsms2[11%88 MM*V:LMMMMr-textcz|j|}ttt|S)zEmbed a query using the Llama model. Args: text: The text to embed. Returns: Embeddings for the text. )rembedr;r<r=)r*rCr/s r+ embed_queryzLlamaCppEmbeddings.embed_queryys1K%%d++ Cy))***r-)!__name__ __module__ __qualname____doc__rr__annotations__strr rintrrrboolrrrrrrrrrr model_configr r r7rr=rBrFrr-r+r r s  FCOOOs'***E3***59---GS---?b'''D#'''-5h///FD///1uU,777J777@uU,777J777/eE555It555,$uT===Ix}===/#U3i888GXc]888/#(%N"C"C"CL(3-CCCFE$i000GT000)!E$h777FHSM7772:L _'"""%d%%%#"%N NT#Y N4U 3D N N N N + +U + + + + + +r-r N)typingrrrlangchain_core.embeddingsrpydanticrrr r typing_extensionsr r rr-r+rTs&&&&&&&&&&000000BBBBBBBBBBBB""""""{+{+{+{+{+J{+{+{+{+{+r-