C"h<3 ddlZddlZddlZddlZddlmZmZmZddlm Z ddl m Z ddl m Z ddlmZddlmZejeZdZejejd<d ed ed efd Zd;dededed efdZgdfdedeed eeeeffdZdD D text max_length min_lengthc2tdt|d|d|tjdd}tjd}|stddSd }t||kr(td |d |d |}d |d|d|d} t|dd}td|||}|j } tdt| d| S#t$r.} td| dd| cYd } ~ Sd } ~ wwxYw)z)Summarize the provided text using an LLM.zSummarizing text (length: z chars). Max/Min length: /SUMMARIZER_LLM_MODELmodels/gemini-1.5-flashGEMINI_API_KEYz4GEMINI_API_KEY not found for summarization tool LLM.z0Error: GEMINI_API_KEY not set for summarization.0uInput text truncated to z chars for summarization.NzASummarize the following text concisely. Aim for a length between z and z= words. Focus on the main points and key information. TEXT: z SUMMARY:gemini-2.5-pro-preview-03-25皙?api_keymodel temperaturezUsing summarization LLM: z)Summarization successful (output length: z words).z&LLM call failed during summarization: TrzError during summarization: ) rrlenrgetenvrrrcompleter)stripsplitr) r)r*r+summarizer_llm_modelgemini_api_keymax_input_charsr#llmresponsesummaryr$s r%summarize_textrD)s KKjSYYjjQ[jj^hjjkkk9%;=VWWY/00N B KLLLAAO 4yy?""\/\\\]]]$_$% %J % %]g % % % % % 2.8Vdhiii F0DFFGGG<<''-%%'' ^GMMOO@T@T^^^___ 222 AaAAD QQQ1a111111112sBE F(#F FF)PERSONORGGPEDATEEVENT entity_typesc.td|dt|dtjdd}tjd}|stddd iSd }t||kr(td |d |d |}dd|d|d} t||d}td|| |}dd l } |j } | dr | dd } | dr | d d} || } t!| t"st%d|D]^} | | vrg| | < t!| | t&s7td| dt)| | g| | <_tdd| D| S#|j$r6} td| d |j dd!| icYd } ~ Sd } ~ wt$$r6} td"| d |j dd"| icYd } ~ Sd } ~ wwxYw#t.$r0}td#|d$%dd&|icYd }~Sd }~wwxYw)'zaExtract named entities (like people, organizations, locations, dates) from the text using an LLM.zExtracting entities (types: z) from text (length: z chars).ENTITY_LLM_MODELr/r0z8GEMINI_API_KEY not found for entity extraction tool LLM.rz-GEMINI_API_KEY not set for entity extraction.r1r2z chars for entity extraction.NzRExtract named entities from the following text. Identify entities of these types: , z. Format the output as a JSON object where keys are the entity types (uppercase) and values are lists of unique strings found for that type. If no entities of a type are found, include the key with an empty list. TEXT: z JSON_OUTPUT:zapplication/json)r6r7response_mime_typezUsing entity extraction LLM: rz```jsonz```z"LLM response is not a JSON object.z Entity type z! value is not a list, converting.z.Entity extraction successful. Found entities: c4i|]\}}|t|S)r9).0kvs r% z$extract_entities..s(JrJrJrY]YZ\]1cRSffJrJrJrz(Failed to parse JSON response from LLM: z. Response text: z#Failed to parse LLM JSON response: z!Invalid JSON structure from LLM: z*LLM call failed during entity extraction: Trz Error during entity extraction: )rrr9rr:rrrrr;jsonr)r< startswithendswithloads isinstancedict ValueErrorliststritemsJSONDecodeErrorr)r)rJentity_llm_modelr?r@r#rArBrXjson_strentities entity_typejson_errval_errr$s r%extract_entitiesriKs KKe|eeRUVZR[R[eeefffy!35NOOY/00N J OPPPHIIO 4yy?""`/```aaa$_$% )]a]f]fgs]t]t ) ) ) ) ) &A.8H]oppp F4DFFGGG<<''   M}**,,H""9-- (#ABB<  '' )#CRC=zz(.."2"233Hh-- H!"FGGG+ J J h..,.H[))#H[$94@@J^^$a;$a$a$abbb.1(;2G.H.H-IXk* KKuJrJraiaoaoaqaqJrJrJruu v v vO# O O O LLnHnn_g_lnn o o oM8MMN N N N N N N M M M \\ggggX`Xegg h h hK'KKL L L L L L L M AAA E!EEPT UUU?A??@@@@@@@AsbAKD=I K#+JKK K!+K K KKK L$%L LL chunk_size chunk_overlapc Ntdtdd|dsgS t|}t }||g}d|D}tdt|d |S#t $rq}td |d td fdtdt|z DcYd}~Sd}~wwxYw)z>Split a long text into smaller chunks suitable for processing.zSplitting text (length: z chars) into chunks (size: z , overlap: z).rlrm)r)c6g|]}|SrR) get_content)rSnodes r% z*split_text_into_chunks..s$777$""$$777rWzText split into z chunks.zError splitting text: Trz&Falling back to simple text splitting.c*g|]}||zSrRrR)rSirlr)s r%rsz*split_text_into_chunks..s'```1Qq:~%&```rWrN) rrr9r r get_nodes_from_documentsrrrrange)r)rlrmsplitterdocumentnodeschunksr$s`` r%split_text_into_chunksr|sY KKy3t99yyQ[yyhuyyyzzz   a#zWWW&&&118*==77777 rs: ''''''''''666666//////555555999999%%%%%%  8 $ $+gmoo ?C$ 2 2 2# 2 2c 2 2 2 2D;d:c:c?A?A3?Ad3i?Ahlmprvwzr{m{h|?A?A?A?ABaaa#aSa[_`c[daaaa&,+  k 3 2  m -,, ! k - ----` zGgl3ijjjj KKHIII&&MGG=GGGL0 m$))LBYBYmmmnnnnn 0 E. / / /n I$nY2>>>G E(w(( ) ) ) E2 3 3 3'' @X@X@XYYYH E4(44 5 5 5 E/ 0 0 0++IMcY[\\\F EOF OOF1IOO P P P P P  0 0 0 E.1.. / / / / / / / / / 0?sB G$$H)G==H