o Mnh@sddlZddlZddlmZmZmZmZddlmZddl m Z ddl m Z ddl Z ddlZddlmZeeZe GdddZGd d d ZdS) N)ListDictAnyOptional) defaultdict) dataclass)SequenceMatcher)Ollamac@sJeZdZUeed<eed<eed<eed<eeeefed<eed<dS)CourseRecommendation course_idnameshort_description descriptionskillsrelevance_scoreN) __name__ __module__ __qualname__str__annotations__rrrfloatrrP/var/www/eduai.edurigo.com/doc_train/edurigo_ai/TNA/testing/training_analysis.pyr s  r c@sheZdZdZddZdeeeeffddZdeeeeffddZ deeeeffd d Z d ed ee d e edee dee deeee ff ddZ dedefddZde d ed ee d e edee def ddZde d edefddZdededefddZdededefddZdedeefd d!Zd"ededefd#d$Zdededefd%d&Zde d ee defd'd(Zde d edefd)d*Zde dee defd+d,Zde d ed ee defd-d.Zd edeefd/d0Zd1eeee fd edeeee ffd2d3Zd ed4ed ee d e edee dee defd5d6Zde d ed edefd7d8Zde d ee d edefd9d:Z de dee d edefd;d<Z!de d ed ee defd=d>Z"d ed4ed e ed ee d?eeee fdef d@dAZ#dBedefdCdDZ$d ed4ed e ed ee def dEdFZ%de d ed ee d e edGedef dHdIZ&dJedKedLeedefdMdNZ'dOeed ee dLeedefdPdQZ(dRedSedLeedefdTdUZ)dJedRed edKedef dVdWZ*dSedLeedXedefdYdZZ+dJedSedKedefd[d\Z,dJedLeedefd]d^Z-d_ed`eedaeedJed edXedefdbdcZ.d edefdddeZ/dfS)gTrainingAnalyzerz\ Professional Training Analysis helper class for intelligent course recommendations cCs.||_||_||_tdd|_dS)Nz gemma3:12b)model)_load_skill_keywordsskill_keywords_load_department_keywordsdepartment_keywords_load_industry_synonymsindustry_synonymsr llmselfrrr__init__s   zTrainingAnalyzer.__init__returnc C6gdgdgdgdgdgdgdgdd S) zQ Load comprehensive skill-related keywords for enhanced matching )) programmingcoding developmentsoftwaretechitcomputerdigitalcybernetworkdatabasecloudwebmobileapi framework algorithmdata analyticsmachine learningaizartificial intelligencepythonjava javascriptreactangulardevops kubernetesdockerawsazure microservicessecurity blockchainiot automationtestingqaagilescrum) management leadershipteamprojectstrategyplanning coordination supervisionadministration governance oversightdirectormanagerlead executive stakeholderzdecision making delegation 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six sigmaleancontinuous improvementzprocess optimization documentationzbest practices methodologyr6rXcontrol)r8r9 statistics reporting visualization dashboardbirsqlexceltableauzpower bir<rr: data sciencezbig dataetlzdata warehousez data miningzpredictive modelingzstatistical analysis)rPteamworkzproblem solvingzcritical thinking creativity adaptability flexibility resilienceztime management organizationprioritization multitaskingzstress managementzwork-life balance productivity efficiencyzattention to detail reliability) technicalrOrcrqrrr8 soft_skillsrr"rrrr"sz%TrainingAnalyzer._load_skill_keywordsc Cr&) zO Load department-specific keywords for better context matching ) technologyr*r'r0r1r/r.r+r-systemr3r4r2r8infrastructurerGr))r'r(r)r*r3r4frontendbackend fullstackr5r6r1r>r<r=r?r@)rx recruitmenthiringemployeerOrPrctrainingr) performancetalent onboarding compensationbenefits)rs financialbudgetcost investmentryrrrr{taxationpayrollrrisktreasury) processworkflowr optimizationrO logisticsz supply chainr improvementrrrJr) rt advertising promotioncampaignbrandzdigital marketingz social mediarcustomerseosemzemail marketingr9) rusellingrgrclientrevenuetargetcrmzlead generationzaccount management prospectingclosingpipeline) productr)rzuser experiencezuser interface requirements specificationroadmapfeaturerMrN prototyperKr, developerrwrrrvrtrurrr"rrrr_sz*TrainingAnalyzer._load_department_keywordscCs0gdgdgdgdgdgdgddS) zN Load industry-specific synonyms for better semantic matching )r'r(buildingcreating engineeringimplementation)rPrWrXrVrU)r9 examination evaluation assessmentresearch investigation) interactiondialogue conversationcorrespondence engagement) educationlearningr) instructionrar`) enhancementr betterment advancementupgrade)rTapproachrr6rvision)r)rOryrcrrrSrr"rrrrnsz(TrainingAnalyzer._load_industry_synonyms user_queryfiltered_skillsdepartment_nameall_skills_data all_coursesc Csztd|tdt|td|rt|ndg}||}|D]Y}z4||||||} | dkr_|||||| } |j|j|j|j dd|j Dt | d| d } | | Wq*t y} ztd t|d d d t| WYd} ~ q*d} ~ ww|jdddd|||} | dd}tdt|d|WSt y}ztdt|gWYd}~Sd}~ww)zp Recommend courses based on user query, skills, and department using advanced scoring algorithm z*Starting course recommendation for query: zAvailable courses: zFiltered skills: r皙?cSsg|]}|qSr)dict.0skillrrr z6TrainingAnalyzer.recommend_courses..)courseIdr r rrrreasonzError processing course runknownz: NcSs|dS)Nrr)xrrrsz4TrainingAnalyzer.recommend_courses..T)keyreverse z Returning z course recommendationszError in recommend_courses: )loggerinfolen_preprocess_text_calculate_course_relevance_generate_recommendation_reasonrr r rrroundappend Exceptionwarninggetattrrsort_apply_diversity_filtererror)r#rrrrr course_scoresprocessed_querycoursescorercourse_recommendation course_errordiverse_coursesfinal_recommendationserrrrecommend_courses|sP     "   z"TrainingAnalyzer.recommend_coursestextcCs8|sdS|}tdd|}tdd|}|}|S)z5 Preprocess text for better matching [^\w\s] z\s+)lowerresubstrip)r#r;rrrr&sz!TrainingAnalyzer._preprocess_textr3c CszSd}|||}||d7}|dkr>|r"||||}||d7}|r1||||} || d7}||||} || d7}||||} || 7}tt|dd} | WStyp} zt dt | WYd} ~ dSd} ~ ww) z_ Calculate comprehensive relevance score with VERY HIGH priority to user_query ffffff?r333333?皙??z$Error calculating course relevance: N) _calculate_query_relevance%_calculate_department_query_relevance*_calculate_filtered_skills_query_relevance%_calculate_all_skills_query_relevance_calculate_query_bonus_scoreminmaxr+r#r0r)r#r3rrrr total_score query_scoredept_query_scorefiltered_skills_query_scoreall_skills_query_score bonus_scorenormalized_scorer9rrrr's,      z,TrainingAnalyzer._calculate_course_relevancec Cs0zz|sWdS|}|jd|jd|j}ttd|}ttd|}hd}||}||}||}|rDt|t|nd} | ||} | ||} | |j|} | ||} | d| d| d| d| d}t |dWSty}ztd t|WYd }~dSd }~ww) z` Calculate how well the course matches the user query using multiple techniques rCr>\b\w+\b>'aanatbebydoinisofonortoandarebutcandidforhadhasmaythewasbeendoeshavemustthatthiswerewillwithbeingcouldmightthesethosewouldshouldg?g?rrGz#Error calculating query relevance: N)r?r r rsetr@findall intersectionr%_calculate_semantic_similarity_calculate_phrase_matching_calculate_title_relevance_calculate_synonym_matchingrMr+r#r0r)r#r3r query_lower course_text query_words course_words stop_words common_wordsword_overlap_scoresemantic_score phrase_score title_score synonym_score final_scorer9rrrrHs@     z+TrainingAnalyzer._calculate_query_relevancequeryrc CszIt}t}|jD]\}}|D] }||vr||qq |jD]\}}|D] }||vr5||q*q$|rGt||}|t|WSWdStyf} ztdt | WYd} ~ dSd} ~ ww)zH Calculate semantic similarity using keyword categories rCz'Error calculating semantic similarity: N) r~ritemsaddr%rr+r#r0r) r#rrquery_categoriescourse_categoriescategorykeywordskeywordoverlapr9rrrr3s0  z/TrainingAnalyzer._calculate_semantic_similarityc Csz2||}||}|sWdSd}|D]}|D]}td||dkr*|d7}nqq|t|WStyO}ztdt|WYd}~dSd}~ww)z1 Calculate phrase-level matching rCrN皙?z#Error calculating phrase matching: )_extract_phrasesrratior%r+r#r0r) r#rr query_phrasescourse_phrasesmatches query_phrase course_phraser9rrrrRs&  z+TrainingAnalyzer._calculate_phrase_matchingc Cstd|}g}tt|dD]}|||d||dqtt|dD]}|||d||dd||dq+|S)z6 Extract meaningful phrases from text rVrr>)r@rranger%r*)r#r;wordsphrasesirrrrks "0z!TrainingAnalyzer._extract_phrases course_titlec Csz6||vrWdSttd|}ttd|}hd}||}||}|s)WdSt||}|t|WStyS}ztdt|WYd}~dSd}~ww)z; Calculate relevance based on course title rGrV>rWrXrYr[r]r_r`rarbrcrerhrlrvrCz#Error calculating title relevance: N) r~r@rr%rr+r#r0r)r#rr title_wordsrrrr9rrrr|s"z+TrainingAnalyzer._calculate_title_relevancec Csz1d}d}|jD]\}}||vr%|t|7}|D] }||vr$|d7}qq |dkr/||WSdWStyN}ztdt|WYd}~dSd}~ww)z6 Calculate matching based on synonyms rrrCz$Error calculating synonym matching: N)r rr%r+r#r0r) r#rrrtotal_synonyms base_wordsynonymssynonymr9rrrrs  z,TrainingAnalyzer._calculate_synonym_matchingc CsHz|sWdSdd|D}|jd|jd|j}dd|jD}d}dt|}|D]R}d} ||vr9d} n+||vr@d} n$|D]!} td|| } | d krXt| | d } qB| d krct| | d } qB| dkrz| } | D] } | |vryt| d } qn|| |7}q.t |dWSt y}zt d t|WYd}~dSd}~ww) zU Calculate relevance based on filtered skills with enhanced matching rCcSg|]}|jqSr skill_namer?rrrrrzITrainingAnalyzer._calculate_filtered_skills_relevance..r>cSrrrrrrrrrrG?Nr333333?g333333?z-Error calculating filtered skills relevance: )r r rr?rr%rrrNsplitrMr+r#r0r)r#r3r skill_namesrcourse_skill_namesrOweight_per_skillr skill_score course_skill similarity skill_wordswordr9rrr$_calculate_filtered_skills_relevancesD   z5TrainingAnalyzer._calculate_filtered_skills_relevancec Cszd|sWdS|}|jd|jd|j}||vr WdS||}|s*WdSd}|D]}||vr<|dt|7}q.|dkr_|D]}|D]}td||dkr]|dt|7}qIqCt |dWSt y} zt dt | WYd} ~ dSd} ~ ww)zP Calculate relevance based on department with enhanced matching rCr>rGNrDg?z(Error calculating department relevance: )r?r r r_get_department_keywordsr%rrrrMr+r#r0r) r#r3r dept_lowerr dept_keywords match_scorer course_wordr9rrr_calculate_department_relevances8   z0TrainingAnalyzer._calculate_department_relevancec szk|sWdS|jd|jd|j}dd|jD}g}|D]}|j|vs0|vr5||q!|rid}|D]"}|j|jD]\}} t fdd| Dr]|d7}nqHqcSrrrrrrrrrzDTrainingAnalyzer._calculate_all_skills_relevance..rc3|]}|vVqdSNrrrrrr zCTrainingAnalyzer._calculate_all_skills_relevance..rrGz(Error calculating all skills relevance: N)r r rr?rrr*rranyrMr%r+r#r0r) r#r3rrrrelevant_skillsrcategory_matchesrrr9rrr_calculate_all_skills_relevances8   z0TrainingAnalyzer._calculate_all_skills_relevancec Csz]d}|jd|jd|j}|}||jvr!|d7}|rBd}|D] }|j|vr4|d7}q'|dkrB|t|dd7}gd} | D]} | |vrZ| |vrZ|d7}|WSqH|WStyz} ztd t | WYd } ~ dSd } ~ ww) zS Calculate bonus score for exact matches and high-value indicators rCr>rrrg{Gz?)advancedexpert professional certification comprehensive masterclassrFzError calculating bonus score: N) r r rr?rrMr+r#r0r) r#r3rrbonusrr skill_matchesrhigh_value_keywordsrr9rrr_calculate_bonus_score+s6z'TrainingAnalyzer._calculate_bonus_scorec CszN||jvr |j|WS|jD]\}}||vs||vr"|WSqd}d}|jD]\}}td||}||krD|dkrD|}|}q,|rJ|WSgdWStyn}ztdt|gdWYd}~Sd}~ww)zN Get relevant keywords for a department with enhanced mapping NrCr)rOrrrr)rPz#Error getting department keywords: )rrr))rrrrr+r#r0r)r#rdept_keyr best_match best_ratiorr9rrrrPs.    z)TrainingAnalyzer._get_department_keywordsr1c Cs zct|dkr |WSg}t}|D]+}ttd|d}|r*t||dkr<||||t|dkr<nqdt|}|dkra|D]}||vr`|||d8}|dkr`|WSqI|WSty}zt dt ||d dWYd }~Sd }~ww) zM Apply diversity filter to ensure variety in recommendations r"rVr rrrz!Error applying diversity filter: N) r%r~r@rr?rr*updater+r#r0r) r#r1rr7 used_keywordsr3course_keywordsremaining_slotsr9rrrr/rs:      z(TrainingAnalyzer._apply_diversity_filter admin_namec sz|j|||||d}|j|||||dIdH}||fWStyA} ztdt| gd|dfWYd} ~ Sd} ~ ww)zG Get course recommendations and generate response text )rrrrr)rrrrrecommended_coursesNz+Error in get_recommendations_and_response: zBased on your goal to z5, we have identified relevant training opportunities.)r: _generate_enhanced_response_textr+r#r0r) r#rrrrrrr response_textr9rrr get_recommendations_and_responses,   z1TrainingAnalyzer.get_recommendations_and_responsec Cxz|||}|||}|dkr|dkr||dWSWdSty;}ztdt|WYd}~dSd}~ww)zQ Calculate relevance based on department AND user query combined rrrCz.Error calculating department query relevance: N)rrHr+r#r0r)r#r3rr dept_scorerPr9rrrrI  z6TrainingAnalyzer._calculate_department_query_relevancec Cr)zV Calculate relevance based on filtered skills AND user query combined rrrCz3Error calculating filtered skills query relevance: N)rrHr+r#r0r)r#r3rr skills_scorerPr9rrrrJrz;TrainingAnalyzer._calculate_filtered_skills_query_relevancec Cr)zQ Calculate relevance based on all skills AND user query combined rrrCz.Error calculating all skills query relevance: N)rrHr+r#r0r)r#r3rrrrPr9rrrrKrz6TrainingAnalyzer._calculate_all_skills_query_relevancec CsTzd}|jd|jd|j}|}||jvr"|d7}n ||jvr-|d7}ttd|}ttd|}hd} || }|rct||t|} | dkr[|d7}n| d krc|d 7}|rd } |D]} | j } | |vr|| |vr|| d 7} qi| d kr|t | d d7}|WSt y}zt dt|WYd}~dSd}~ww)zE Calculate bonus score for exceptional query matches rCr>rErrV>rWrXrYr[r]r_r`rarbrcrerhrlrvrg{Gz?rrFrrgQ?z%Error calculating query bonus score: N)r r rr?r~r@rr%rrrMr+r#r0r)r#r3rrrrrrrr overlap_ratioskill_query_alignmentrrr9rrrrLsB   z-TrainingAnalyzer._calculate_query_bonus_scorerc s$zlg}|r|d||r|d||r0dd|ddD}|dd||rHd d|dd D}|d d|d |} d | d} |j| IdH} || } |rkd|d| } | WSty} ztdt| | ||||WYd} ~ Sd} ~ ww)zi Generate highly advanced, comprehensive response text using LLM with formatting markers zTraining objective: z Department: cSg|]}|jqSrrrrrrr=zETrainingAnalyzer._generate_enhanced_response_text..NzTarget skills: , cSsg|]}|dqS)r r)rr3rrrrBrzTop recommended training:  a You are a senior training and development consultant providing strategic guidance. Based on the following analysis, create a comprehensive, professional response that demonstrates deep understanding of learning and development principles. CONTEXT: a REQUIREMENTS: - Write in a sophisticated, consultative tone - Focus on strategic training insights and learning pathways - Provide actionable recommendations for skill development - Include industry best practices and learning methodologies - Address competency gaps and development opportunities - Emphasize measurable outcomes and performance improvement - DO NOT mention any specific courses, online platforms, or training providers - DO NOT include course listings or external learning resources - Keep response between 200-300 words - Structure with clear, logical flow - Use **text** for important key points and terms - Use ##Section Title## for main sections if needed - Use *emphasis* for subtle highlights - Use bullet points with - for lists when appropriate Create a response that positions you as a trusted learning and development advisor providing strategic guidance for professional growth and organizational capability building. z**Dear z,** z$Error generating enhanced response: ) r*joinr!ainvoke_clean_and_format_llm_responser+r#r0r_generate_fallback_response)r#rrrrr context_partsr top_courses context_strpromptresponsecleaned_responser9rrrr&s6   z1TrainingAnalyzer._generate_enhanced_response_textrc s|zd|}gd}|D] }tj|d|tjd}qgd}|D]}dt|d}tj|d|d|tjd}q"gd}|D]"\}} ||vrdtjd t|d | d |tjd}nqBgd } | D]} dt| d}tj|d | d |tjd}qkgd} | D]&}t||} | D]}|d}d|dd|d}| ||}qq|d}g}g}t |D]N\} r |t |dkrۈ dsۈd7|t |dkrtfdddDr|d|g}qt |dkr |d|g}q|r|d|d|WSty=}ztdt||WYd}~Sd}~ww)zP Clean and format LLM response with enhanced formatting markers r>)zM\b(?:course|training|program|certification|workshop|seminar|class|module)s?\bzX\b(?:online|offline|digital|virtual|in-person|classroom)\s+(?:course|training|program)\bzB\b(?:udemy|coursera|linkedin|youtube|edx|pluralsight|skillshare)\bzlearning opportunity)flags)zcompetency developmentzskill enhancementzperformance improvementzstrategic learningzprofessional developmentzcapability buildingzmeasurable outcomeszcareer progressionzorganizational excellencezindustry best practiceszlearning pathwaysztalent optimizationzknowledge transferrzworkforce developmentzstrategic alignmentzbusiness impactROIzproductivity gainsz\b**))zBased onz##Strategic Analysis##)z Our analysisz##Assessment Results##)z We recommendz##Key Recommendations##)z The approachz##Implementation Strategy##)z This willz##Expected Outcomes##()z \1) zcritical success factorszimmediate impactzlong-term benefitszcompetitive advantagezorganizational transformationz skill gapszlearning objectiveszperformance metricszdevelopment priorities*)z(\d+\.)\s*([A-Z][^.]*\.)z?(First|Second|Third|Finally|Additionally|Moreover),\s*([^.]*\.)zC(Key areas include|Focus areas are|Priorities include):\s*([^.]*\.)rz- **rz** rz. .c3rrr)rmarkersentencerrrrzBTrainingAnalyzer._clean_and_format_llm_response..)z##rrr z,Error cleaning and formatting LLM response: N)rrr@rA IGNORECASEescaper?finditergroupreplace enumeraterBr%endswithr*rr+r#r0r)r#rcleanedcourse_patternspattern key_termstermsection_indicators indicatorheaderemphasis_phrasesphrasebullet_patternsrmatchoriginal formatted paragraphsformatted_paragraphscurrent_paragraphrr9rrrrqsf  (    " z/TrainingAnalyzer._clean_and_format_llm_responsec Csz^g}|r|d|d|r|d|dn|d|r1||}|d|d||rJdd |d d D}|d d |d|d|d|dd|WSty{}ztdt|WYd }~dSd }~ww)z9 Generate fallback response if LLM fails zDear ,zBased on your objective to z[, we have conducted a comprehensive analysis of your training and development requirements.zTWe have conducted a thorough analysis of your training and development requirements.zFor the z department, cSrrrrrrrrrz@TrainingAnalyzer._generate_fallback_response..Nrz;The analysis reveals critical development opportunities in rzN, which are essential for professional advancement and organizational success.zOur recommendation emphasizes a structured approach to capability building that aligns with industry best practices and focuses on measurable competency development.zThe strategic learning pathway we've identified will enhance performance outcomes, support career progression, and contribute to organizational excellence through targeted skill enhancement and professional development initiatives.zThis comprehensive approach ensures sustainable learning outcomes and measurable impact on both individual and organizational performance.rz$Error generating fallback response: zWe have identified relevant training opportunities based on your requirements and conducted a comprehensive analysis to support your professional development objectives.) r*_get_department_insightsrr+r#r0rrrr) r#rrrrresponse_parts dept_insightsrr9rrrrrs,      z,TrainingAnalyzer._generate_fallback_responser4c Cszg}|r/|}|jd|j}ttd|} | D]} | |vr.|d|nq|rsg} |D]} | j} | |jd|jvrO| | jq5| rst| dkrd|d| ddn|dd | d d |r| |}|jd|j}|D]}||vr|d |d nq|dkr|dn |dkr|d|rdd |d d dWSWdSt y}zt dt|WYd }~dSd }~ww)zG Generate intelligent reason for course recommendation r>rVz directly addresses your goal of rz develops rz competencyz#enhances multiple skills including rNrz aligns with z department requirementsrz)shows exceptional relevance to your needsrz2demonstrates strong alignment with your objectiveszRecommended because it  and rzJRecommended based on comprehensive analysis of your training requirements.z(Error generating recommendation reason: z(Recommended based on relevance analysis.)r?r r r~r@rr*rr%rrr+r#r0r)r#r3rrrr4reasonsrrrrrrrrrr9rrrr()sT     z0TrainingAnalyzer._generate_recommendation_reason course_namerrc CszQ||vr d|dWSttd|}t|}||}t|dkr.ddt|WSt|dkrAt|d}d |d WS|||}|rOd |WSWd St yn} zt d t | WYd} ~ d Sd} ~ ww)zP Analyze how the course name specifically relates to user query z&Course title directly addresses your 'z ' objective \b\w{3,}\brz%Course title specifically focuses on rrrzDirectly targets z development as requestedzCourse specializes in r<z Error analyzing name relevance: N) r~r@rrr%rsortedlist_find_semantic_matchesr+r#r0r) r#r$rr 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