o qzph"@s&ddlZddlZddlmZmZmZmZddlmZddl m Z ddl Z ddl m Z ddl mZddlmZddlmZejejd eeZeGd d d ZeGd d d ZeGdddZeGdddZeGdddZeGdddZeGdddZeGdddZeGdddZ eGdddZ!GdddZ"Gd d!d!Z#Gd"d#d#Z$Gd$d%d%Z%Gd&d'd'Z&dfd)e'd*e&fd+d,Z(d-e&d.e'd/eed*efd0d1Z)d-e&d2e'd3e'd4e'd5eed6eed7eed*efd8d9Z*e&Z+e(Z,e*Z-ed:kre(Z.e/d;e/d<e/d;e*e.d=d>d?d@dAdBdCdDdEdFdGdHdDgdIdJdKdLdMdKdNdOdKgdPdQdRdSgdTdUgZ0e/dVe/e0dWddXdYe*e.dZd>d?d@dAdBdCdDgdIdJdKdLd[dKdNd\dKgd]d^d_d`dadbgdUgZ1e/dce/e1dWddXdYe/dde/dee/d;dSdS)gN)DictListOptionalTuple) dataclass)SequenceMatcher)datetime) ChatOllama)PromptTemplate) HumanMessage)levelc@seZdZUeed<eed<dS) DepartmentidnameN__name__ __module__ __qualname__int__annotations__strrr@/var/www/eduai.edurigo.com/doc_train/edurigo_ai/Puru/tna_core.pyr   r c@s"eZdZUeed<eeed<dS) TNARequest user_promptorganization_departmentsN)rrrrrrr rrrrrs rc@s6eZdZUeed<eed<eed<eed<eed<dS) TNAResponse department_iddepartment_nameinferred_departmentsimilarity_scorematchedN)rrrrrrfloatboolrrrrr s  rc@s>eZdZUeed<eed<dZeeed<dZeeed<dS)Skillskill_id skill_nameN skill_level skill_count) rrrrrrr(rr)rrrrr%(s r%c@s>eZdZUeed<eed<eed<eed<eed<eed<dS)SkillRecommendationr&r'r(prioritysource justificationNrrrrrr*/s  r*c@sReZdZUeeed<eed<eed<eed<eed<eed<dZ e e ed<dS) SkillAnalysisResponserecommended_skillsanalysis_summarydepartment_coveragetotal_skills_recommended case_appliedidentified_fieldNfield_analysis) rrrrr*rrr#rr5rrrrrrr.8s r.c@s:eZdZUeed<eed<eed<eed<eeed<dS)Course course_id course_nameshort_description descriptionskillsN)rrrrrrrrrrr6Bs r6c@seZdZUeed<eed<dS)InferredSkillInternalr'r(N)rrrrrrrrrr<Jrr<c@s&eZdZUeed<eed<eed<dS)SkillMatchInternal user_skill course_skill confidenceN)rrrrrr#rrrrr=Os  r=c@szeZdZUeed<eed<eed<eed<eeed<eed<eed<eed<eed <eed <eeed <ee ed <d S)CourseRecommendationInternalr7r8r9r:matched_skillsrelevance_scorellm_justification matched_usingdomain_relevancedomain_confidenceinferred_skills skill_matchesN) rrrrrrr#r$r<r=rrrrrAUs   rAc @seZdZdZd8defddZdededefd d Zd ed ee dee fd dZ dedeeded ee dee f ddZ deded ee dee fddZ deded ee dee fddZ ded edeededeef ddZdededeedededeef ddZdededededeef ddZdededededeef d d!Zd"edefd#d$Zd%efd&d'Zd"edefd(d)Zd*eed ee dee fd+d,Zd-edefd.d/Zd0edeefd1d2Zd3ed4edefd5d6Zd7S)9EnhancedSkillInferenceEnginez8Enhanced skill inference with specificity-aware analysis gemma3:12b model_namec CNzt|d|_td|WdSty&}z td|d}~ww)Nmodelz+Initialized Enhanced Skill LLM with model: z)Failed to initialize Enhanced Skill LLM: r llmloggerinfo ExceptionerrorselfrLerrr__init__k z%EnhancedSkillInferenceEngine.__init__ user_queryrreturnc Cstddgdd}z"|j||d}|jt|dg}||j}td||WSt yL}zt d|d d gd d d WYd}~Sd}~ww)z7Enhanced field identification with specificity analysisr[ra You are an expert business analyst specializing in identifying professional fields and domains. User Goal/Challenge: {user_query} Department: {department_name} Analyze the user's goal and provide a detailed field analysis including specificity level. SPECIFICITY LEVELS: - GENERAL: Broad, vague requests like "improve tech skills", "better at development", "enhance coding" - SPECIFIC: Domain-focused like "improve frontend skills", "better at web development", "enhance mobile development" - HIGHLY_SPECIFIC: Technology-specific like "improve Angular skills", "better at React development", "enhance AWS cloud skills" Return your analysis in this EXACT JSON format: {{ "primary_field": "specific field name", "specificity_level": "GENERAL|SPECIFIC|HIGHLY_SPECIFIC", "key_technologies": ["tech1", "tech2"], "skill_focus": "broad|targeted", "learning_approach": "exploration|specialization|mastery" }} Field Analysis: input_variablestemplate)r[rcontentzEnhanced field analysis: z(Error in enhanced field identification: GeneralGENERALbroad exploration primary_fieldspecificity_levelkey_technologies skill_focuslearning_approachN) r formatrQinvoker _parse_field_analysisrarRrSrTrU)rWr[rprompt_templateformatted_promptresponser5rXrrridentify_field_domainss. z2EnhancedSkillInferenceEngine.identify_field_domainr5all_skills_datacCsh|d}|d}|d}ddd|D}|dkr"|||||S|dkr-||||S||||S) z3Enhanced skill filtering based on specificity levelrgrhri cSs&g|]}d|dd|ddqS)z- r'z (ID: r&)r.0skillrrr szVEnhancedSkillInferenceEngine.filter_relevant_organizational_skills..HIGHLY_SPECIFICSPECIFIC)join_filter_highly_specific_skills_filter_specific_skills_filter_general_skills)rWr5rsrgrhri skills_textrrr%filter_relevant_organizational_skillss zBEnhancedSkillInferenceEngine.filter_relevant_organizational_skillsrgrirc Csd|}tgddd}z.|j|||d}|jt|dg}||j} || |} t dt | d|| WSt yW} zt d| gWYd } ~ Sd } ~ ww) z5Filter skills for highly specific technology requests, )rgrira7 HIGHLY SPECIFIC SKILL FILTERING for {primary_field} Target Technologies: {key_technologies} Available Skills: {skills_text} Since this is a HIGHLY SPECIFIC request focusing on {key_technologies}, filter skills that are: 1. DIRECTLY related to {key_technologies} 2. Essential prerequisites for {key_technologies} 3. Advanced concepts that build upon {key_technologies} Be VERY SELECTIVE - only include skills that have clear relevance to {key_technologies}. Return ONLY the skill names that are relevant, one per line: - Skill Name 1 - Skill Name 2 Relevant Skills for {key_technologies}: r]r` Filtered z highly specific skills for z*Error in highly specific skill filtering: N)r|r rlrQrmr _parse_skills_from_responsera_match_skills_to_datarRrSlenrTrU) rWrgrirrs key_tech_strrorprqrelevant_skill_namesrelevant_skillsrXrrrr}s*   z;EnhancedSkillInferenceEngine._filter_highly_specific_skillsc Ctddgdd}z-|j||d}|jt|dg}||j}|||}t dt |d||WSt yQ} zt d | gWYd } ~ Sd } ~ ww) z*Filter skills for specific domain requestsrgra SPECIFIC SKILL FILTERING for {primary_field} Available Skills: {skills_text} Since this is a SPECIFIC domain request for {primary_field}, filter skills that are: 1. Core skills essential to {primary_field} 2. Common tools and technologies used in {primary_field} 3. Industry-standard technologies for {primary_field} Be moderately selective - include skills that are commonly needed in {primary_field}. Return ONLY the skill names that are relevant, one per line: - Skill Name 1 - Skill Name 2 Relevant Skills for {primary_field}: r]rgrr`rz specific domain skills for z#Error in specific skill filtering: N r rlrQrmr rrarrRrSrrTrU rWrgrrsrorprqrrrXrrrr~&  z4EnhancedSkillInferenceEngine._filter_specific_skillsc Cr) z(Filter skills for general broad requestsrgra4 GENERAL SKILL FILTERING for {primary_field} Available Skills: {skills_text} Since this is a GENERAL request for improving skills in {primary_field}, filter skills that are: 1. Foundational skills that provide broad value in {primary_field} 2. Popular tools and technologies in {primary_field} 3. Skills that provide good career foundation in {primary_field} Be INCLUSIVE - include skills that could be valuable for someone wanting to improve broadly in {primary_field}. Return ONLY the skill names that are relevant, one per line: - Skill Name 1 - Skill Name 2 Relevant Skills for {primary_field}: r]rr`rz general foundation skills for z"Error in general skill filtering: Nrrrrrrrz3EnhancedSkillInferenceEngine._filter_general_skillsexisting_skills needed_countc Csl|d}|d}|d}|rd|nd}|dkr"||||||S|dkr.|||||S|||||S)z=Enhanced external skill suggestion based on specificity levelrgrhrirNonerzr{)r|(_suggest_highly_specific_external_skills!_suggest_specific_external_skills _suggest_general_external_skills) rWr[r5rrrgrhriexisting_skills_textrrrsuggest_external_skills>s z4EnhancedSkillInferenceEngine.suggest_external_skillsc Csd|}tgddd}z!|j|||||d}|jt|dg} || j} | d|WStyJ} zt d| gWYd} ~ Sd} ~ ww)z?Suggest external skills for highly specific technology requestsr)r[rgrirraU User Goal: {user_query} Field: {primary_field} Target Technologies: {key_technologies} Already Covered: {existing_skills} Suggest {needed_count} ADVANCED external skills specifically for {key_technologies}. Focus on advanced {key_technologies} concepts, testing tools, and deployment. Return exactly {needed_count} skills in this format: - External Skill 1 - External Skill 2 Advanced {key_technologies} Skills: r]r`Nz4Error in highly specific external skill suggestion: ) r|r rlrQrmr rrarTrRrU) rWr[rgrirrrrorprqr;rXrrrrTs*  zEEnhancedSkillInferenceEngine._suggest_highly_specific_external_skillsc Ctgddd}z |j||||d}|jt|dg}||j}|d|WStyD} zt d| gWYd} ~ Sd} ~ ww)z4Suggest external skills for specific domain requestsr[rgrra User Goal: {user_query} Field: {primary_field} Already Covered: {existing_skills} Suggest {needed_count} external skills that are trending in the {primary_field} domain. Return exactly {needed_count} skills in this format: - External Skill 1 - External Skill 2 Trending {primary_field} Skills: r]r`Nz-Error in specific external skill suggestion: r rlrQrmr rrarTrRrU rWr[rgrrrorprqr;rXrrrr& z>EnhancedSkillInferenceEngine._suggest_specific_external_skillsc Cr)z2Suggest external skills for general broad requestsra User Goal: {user_query} Field: {primary_field} Already Covered: {existing_skills} Suggest {needed_count} diverse external skills for a strong foundation in {primary_field}. Return exactly {needed_count} skills in this format: - External Skill 1 - External Skill 2 Foundation {primary_field} Skills: r]r`Nz,Error in general external skill suggestion: rrrrrrrz=EnhancedSkillInferenceEngine._suggest_general_external_skillsresponse_contentc Csz.td|tj}|r)t|}gd}|D] }||vr%||||<q|WS||WStyP}zt d|ddgdddWYd}~Sd}~ww) z&Parse field analysis from LLM responsez\{.*\}rfzError parsing field analysis: rbrcrdreN) researchDOTALLjsonloadsgroup_get_default_value_fallback_field_analysisrTrRrU)rWr json_matchr5required_fieldsfieldrXrrrrns* z2EnhancedSkillInferenceEngine._parse_field_analysis field_namecCsddgddd}||dS)z%Get default values for missing fieldsrbrcrdrerf)get)rWrdefaultsrrrrs z/EnhancedSkillInferenceEngine._get_default_valuecsv|tfdddDrd}d}d}ntfdddDr(d }d }d }nd }d }d }||}||g||dS)z+Fallback parsing when JSON extraction failsc3|]}|vVqdSNr)rwtech content_lowerrr zHEnhancedSkillInferenceEngine._fallback_field_analysis..)angularreactvuepythonjavaawsdockerrztargetedmasteryc3rrr)rwdomainrrrrr)zweb developmentzmobile developmentz data sciencefrontendbackendr{rdspecializationrcrerf)lowerany_clean_field_name)rWr specificityfocusapproachrrrrrs& z5EnhancedSkillInferenceEngine._fallback_field_analysis skill_namescCs:g}|D]}|D]}|||dr||nqq|S)z-Match skill names back to original skill datar') _skills_matchappend)rWrrsrr' org_skillrrrrs z2EnhancedSkillInferenceEngine._match_skills_to_data field_textcCs<|dd}|dddddd}|d}|S)zClean and normalize field namertrz Field/Domain:rzField:zDomain: "')stripsplitreplace)rWrrrrrs z.EnhancedSkillInferenceEngine._clean_field_name response_textcCsXg}|d}|D]}|}tdd|}|}|r)t|dkr)||q |S)zParse skills from LLM responsert^[-•*\d+\.\)]\s*r)rrrsubrr)rWrr;lineslinerrrrs z8EnhancedSkillInferenceEngine._parse_skills_from_responseskill1skill2cCsltdd|}tdd|}||krdStd||}|dkr*dS||vs2||vr4dSdS)z9Check if two skill names match with reasonable similarity[^a-zA-Z0-9\s]rTNg?F)rrrrrratio)rWrr skill1_norm skill2_norm similarityrrrr(sz*EnhancedSkillInferenceEngine._skills_matchNrK)rrr__doc__rrYdictrrrrrr}r~rrrrrrrnrrrrrr$rrrrrrJhs~3  / + +  + $ % " rJc@s@eZdZd defddZdedefddZd edefd d Zd S)DepartmentInferenceEnginerKrLc CrM)NrNz'Initialized Department LLM with model: z%Failed to initialize Department LLM: rPrVrrrrY>rZz"DepartmentInferenceEngine.__init__rr\c Cstdgdd}z%|j|d}|jt|dg}|j}||}t d||WSt yG}zt d|WYd}~dSd}~ww) Nra You are an expert business analyst specializing in organizational structure and training needs. Based on the following business goal or challenge, identify the SINGLE most relevant department. User Goal/Challenge: {user_prompt} Common departments include: - Sales - Marketing - HR (Human Resources) - Operations - Finance - Product Management - Development/Engineering - Customer Service - Quality Assurance - Research and Development Return ONLY the department name (e.g., "Sales", "Marketing", "HR") Department: r])rr`zInferred department: Error in department inference: Unknown) r rlrQrmr rar_clean_department_namerRrSrTrU)rWrrorprq inferred_deptrXrrrinfer_departmentFs    z*DepartmentInferenceEngine.infer_department dept_namecCsD|dddd}|dddd}|dd}|d}|S) Nz Department:rr zTeam:Teamrtrr)rrr)rWrrrrrps  z0DepartmentInferenceEngine._clean_department_nameNr)rrrrrYrrrrrrr=s*rc@s<eZdZedededefddZededefddZd S) SimilarityMatcherstr1str2r\c Cst|}t|}td||}||krdnd}||vs"||vr$dnd}t|}t|}|rD|rDt||t||nd} t |||| } | S)N?g?) r_normalize_stringrrsetrr intersectionunionmax) rr str1_norm str2_normseq_similarity exact_matchsubstring_matchwords1words2word_similarity final_scorerrrcalculate_similarityxs    (z&SimilarityMatcher.calculate_similarityscCsl|}tdd|}tdd|}dddddddd d d d d d d d }|D] \}}|||}q'|S) Nrrz\s+ hritrdzcustomer supportproduct development developer)zhuman resourceszhuman resourcezinformation technologyzresearch and developmentzresearch & developmentzcustomer servicez customer carezproduct managementzproduct managerzsoftware developmentzsoftware engineering engineering programmer programming)rrritemsrr)r replacementsoldnewrrrrs*z#SimilarityMatcher._normalize_stringN)rrr staticmethodrr#rrrrrrrws rc @seZdZddefddZdededeeeeffdd Z dede e fd d Z d e ed e e de e fddZdede edededef ddZdedeeeeffddZdede e fddZdede e fddZdS)CourseInferenceEnginerKrLc CrM)NrNz#Initialized Course LLM with model: z!Failed to initialize Course LLM: rPrVrrrrYrZzCourseInferenceEngine.__init__course departmentr\c Cstgddd}z6|j|j|j|j|d}|jt|dg}||j \}}}t d|jd|d|dd |||fWSt yY} zt d | WYd} ~ d Sd} ~ ww) N)r8r9r:r ai Course Information: - Course Name: {course_name} - Short Description: {short_description} - Full Description: {description} Target Department/Domain: {department} STRICT EVALUATION RULES: 1. Return "No" if course is generic (demo, test, sample, author courses) 2. Return "No" if course has no clear domain-specific content 3. Only return "Yes" if course teaches SPECIFIC skills relevant to {department} For {department} domain, look for: - Technical skills, programming, development tools (if Developer/Technical) - Sales techniques, client management, revenue (if Sales) - HR processes, recruitment, management (if HR) Is this course specifically relevant and valuable for {department} professionals? Return EXACTLY this format: Is_Match: [Yes/No] Confidence: [0.0 to 1.0] Justification: [One clear sentence explaining your decision] r]r`zDomain relevance for 'z': z (confidence: z.2fruz&Error in domain relevance evaluation: )FrzError in evaluation)r rlr8r9r:rQrmr _parse_domain_responserarRrSrTrU) rWr r rorprqis_matchr@r-rXrrrevaluate_domain_relevances(" z/CourseInferenceEngine.evaluate_domain_relevancec Cstgddd}z9|jrd|jnd}|j|j|j|j|d}|jt |dg}| |j }t dt|d|jd |WSty]}zt d |gWYd}~Sd}~ww) N)r8r9r:raF Course Information: - Course Name: {course_name} - Short Description: {short_description} - Full Description: {description} - Existing Skill Tags: {existing_skills} Based on the course content, identify 3-5 key skills that learners will likely develop or improve. Return skills in the following format: - Skill Name 1 | Skill Level - Skill Name 2 | Skill Level - Skill Name 3 | Skill Level Skills: r]rzNone specifiedr`z Extracted z skills from ''zError in skill extraction: )r r;r|rlr8r9r:rQrmr _parse_skills_responserarRrSrrTrU)rWr rorrprqrHrXrrrextract_course_skillss* z+CourseInferenceEngine.extract_course_skills user_skills course_skillsc Cs|r|sgSd|}ddd|D}tddgdd}z%|j||d}|jt|d g}||j}t d t |d |WSt y^} zt d | gWYd} ~ Sd} ~ ww) NrcSs g|] }|jd|jdqS) (rur'r()rwcsrrrry zCCourseInferenceEngine.match_skills_semantically..rra User-Needed Skills: {user_skills} Course-Taught Skills: {course_skills} Match semantically related skill pairs between user needs and course offerings. Return matches in the following format: User_Skill: [skill name] | Course_Skill: [skill name] | Confidence: [0.0-1.0] Skill Matches: r])rrr`zFound z semantic skill matchesz"Error in semantic skill matching: ) r|r rlrQrmr _parse_matches_responserarRrSrrTrU) rWrruser_skills_textcourse_skills_textrorprqrIrXrrrmatch_skills_semanticallys,  z/CourseInferenceEngine.match_skills_semanticallyrBrCc Cstgddd}z-|rd|nd}|j|j|||d}|jt|dg}|j} | dd} | WSt yU} zt d | d |d WYd} ~ Sd} ~ ww) N)r8rBrCr aC Course: {course_name} Matched Skills: {matched_skills} Relevance Score: {relevance_score} Department: {department} Write a concise justification (1-2 sentences) for why this course is recommended. Justification: r]rz general professional developmentr`zJustification:rz Error generating justification: zRecommended for z* professionals to develop relevant skills.) r r|rlr8rQrmr rarrrTrRrU) rWr rBrCr romatched_skills_textrprqr-rXrrrgenerate_course_justification.s* z3CourseInferenceEngine.generate_course_justificationrc Cs|d}d}d}d}|D]R}|}|dr-|ddd}d|v}q|d rPz|ddd}t|}WqtyOd }Yqw|d ra|ddd}q|||fS) NrtFrzNo justification providedz is_match::yesz confidence:?zjustification:)rrr startswithr# ValueError) rWrrrr@r-r match_textconfidence_textrrrrRs(    z,CourseInferenceEngine._parse_domain_responsecCsg}|d}|D]5}|}tdd|}d|vr@|d}t|dkr@|d}|d}|r@|r@|t||dq |S) Nrtrr|rrr!r)rrrrrrr<)rWrr;rrpartsr'r(rrrris"    z,CourseInferenceEngine._parse_skills_responsec CsDg}|d}|D]}|}|r|dvrq zfd|vrd|vrd|vr|d}t|dkr|dd d d }|d d d d }|d d d d }td |} | rt| d } | d krm| d} | dkr|r|r|t ||| dWq t t fy} zt d|d| WYd} ~ q d} ~ ww|S)Nrt)zskill matches:zmatches:rz User_Skill:z Course_Skill:z Confidence:r(rr r!rz (\d+\.?\d*)rgY@r#r>r?r@zFailed to parse line: 'z ' - Error: )rrrrrrr#rrr=r% IndexErrorrRwarning) rWrmatchesrrr)r>r?r'confidence_matchr@rXrrrrs>    z-CourseInferenceEngine._parse_matches_responseNr)rrrrrYr6rr$r#rrr<rr=rrrrrrrrrr s& / ( & $r c@seZdZd2defddZdedeedefdd Zd ed ed ed ee dee dee de eee ffddZd ed ed ed ee dee def ddZd ed ed ed ee dedee defddZd ed ed ed ee dedee defddZded ed ed edef ddZdedeede fdd Zd3d ee d"edee fd#d$Zded%ed&eedee dee f d'd(Zd)eed*ed+eedefd,d-Zd.eedefd/d0Zd1S)4EnhancedIntegratedTNASystemrKrLcCsFt||_t|_t||_t||_d|_d|_ d|_ t ddS)NgQ?333333?zEEnhanced Integrated TNA System initialized with specificity detection) r dept_enginersimilarity_matcherrJ skill_enginer  course_enginesimilarity_thresholddomain_thresholdmin_skills_targetrRrS)rWrLrrrrYs   z$EnhancedIntegratedTNASystem.__init__rrr\c Csz8t||}|j|j}|||j}|d|jkr-t|dj|dj ||dddWStdd||dddWSt y[}zt d|tdd d d ddWYd }~Sd }~ww) zProcess department inferencer!r T)rrr r!r"rNullFrErrorrN) rr3rr_find_best_matchrr7rrrrTrRrU)rWrr tna_requestr best_matchrXrrrprocess_department_inferences< z8EnhancedIntegratedTNASystem.process_department_inferencer[ admin_namerfiltered_skillsrsoffline_coursesc Csz ||||||}|||||}|||j|j|} || fWStyC} ztd| dt| gfWYd} ~ Sd} ~ ww)zLEnhanced skill analysis and course recommendation with specificity awarenessz-Error in enhanced skill and course analysis: zError in analysis: N) _analyze_skills_enhanced/_generate_strategic_skill_presentation_enhanced_recommend_coursesr4r/rTrRrUr) rWr[r@rrArsrBskill_analysis_responseskill_analysis_strategiccourse_recommendationsrXrrr!process_skill_and_course_analysiss4 z=EnhancedIntegratedTNASystem.process_skill_and_course_analysiscCsd|j||pd}|j||}|r(|dkr(t|dkr(|||||||S|||||||S)z8Enhanced skill analysis using specificity-aware approachrbnullr*)r5rrrrr_handle_case_1_enhanced_handle_case_2_enhanced)rWr[r@rrArsr5relevant_org_skillsrrrrCs"    z4EnhancedIntegratedTNASystem._analyze_skills_enhancedr5rMcCstd|d}|d}g} t} ||d} | D]-} | j| vrG| t| j| j| jp,dddd| j d t d d |Dd | | jq|D])} | d | vrs| t| d | ddddd|d| dd | | d qJt | |jkr|jt | }dd | D}|j||||}t|D]\}}| td||dddd| d|dd q|rt | t |nd}t| d|jd|d|d|d t |d! |t | d|jd"||d#S)$z6Handle Case 1 with enhanced specificity-aware approachzFApplying Case 1 (Enhanced): Department found with sufficient employeesrgrhr# IntermediateHighdepartment_existingzUnder-covered in department: z employees out of cSg|]}|jqSrr)rwrrrrry%zGEnhancedIntegratedTNASystem._handle_case_1_enhanced..r&r'r(r+r,r-r&r'Mediumorganizational_relevant Relevant to  field (% level) and available in organizationcSrQrr'rwrecrrrry9rT(#BeginnerLowexternal External skill for z to enhance capabilitiesrNzEnhanced analysis for z department in ). Found relevant organizational skills.z=Case 1 (Enhanced): Department found with sufficient employeesr/r0r1r2r3r4r5)rRrSr_filter_department_skillsr&rr*r'r(r)raddrrr9r5r enumerater.)rWr[r@rrAr5rMr4rhrecommendationsused_skill_idsunder_covered_dept_skills dept_skillrrexisting_skill_namesexternal_skillsi ext_skill dept_coveragerrrrKst         z3EnhancedIntegratedTNASystem._handle_case_1_enhancedcCs@td|d}|d}g} t} |D])} | d| vr=| t| d| ddddd |d |d d | | dqt| |jkr}|jt| } d d| D} |j ||| | }t |D]\}}| td||dddd|d|dd q`t | d|jd|d |dt|ddt| d|jd||dS)z6Handle Case 2 with enhanced specificity-aware approachzJApplying Case 2 (Enhanced): Department not found or insufficient employeesrgrhr&r'rNrVrWrXrYrZrUcSrQrr[r\rrrrytrTzGEnhancedIntegratedTNASystem._handle_case_2_enhanced..r^r_r`rarbrcz to fill capability gapNzEnhanced general analysis for rdrerzACase 2 (Enhanced): Department not found or insufficient employeesrf) rRrSrrr*rrhrr9r5rrir.)rWr[r@rrAr5rMr4rhrjrkrrrnrorprqrrrrLXsX    z3EnhancedIntegratedTNASystem._handle_case_2_enhancedanalysis_responsecCsdd|jD}dd|jD}dd|jD}|jr&t|t|jdnd}td} |jp3i} | dd } | d g} | d d } | rQd d| dnd}dgd|d|d| d|j|d|d|jd| d| d|j dt|dt|d|dd| dd d!| d"|jd#| d$| d%krd&n| d'krd(nd)d*| rd| nd+d,| ||d-| |d.| d/}|S)0zEGenerate enhanced strategic presentation with specificity informationcSg|] }|jdkr|qS)rWr,rSrrrryz_EnhancedIntegratedTNASystem._generate_strategic_skill_presentation_enhanced..cSrt)rarurSrrrryrvcSrt)rPrurSrrrryrvdrz %B %d, %Yrhrcrirkrez (Focus: rruru 📊 ENHANCED TRAINING NEEDS ANALYSIS REPORT ═══════════════════════════════════════════════════════════════ Organization: z Department: z Analysis Date: z Field Identified: u 🎯 EXECUTIVE SUMMARY ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ User Goal: "z" AI-Identified Field: z Specificity Level: z Learning Approach: z Case Applied: u Key Findings: • u6 organizational skills aligned with business goal • u= external skills identified for capability enhancement • z.1fu4% utilization of existing organizational assets • _-u learning pathway identified 🧠 SPECIFICITY ANALYSIS ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ Request Type: u ├─ Field Focus: u ├─ Learning Approach: u ├─ Skill Selection: rzzTargeted technology-specificr{zDomain-focusedzBroad foundationalu └─ Key Technologies: zGeneral skills across the fieldu 🟢 IMMEDIATE PRIORITIES (Organizational Skills) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ u 🟡 GROWTH OPPORTUNITIES (External Skills) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ u ═══════════════════════════════════════════════════════════════ Report Generated: u Analysis Engine: Enhanced TNA v3.0 (Specificity-Aware Approach) ═══════════════════════════════════════════════════════════════ )r/rrnowstrftimer5rr|r4titler3rr_format_skill_section)rWrsr[r@r org_skills ext_skills dept_skillsorg_percentage current_dater5rhrirktech_focus_textstrategic_reportrrrrDsp          #'* /zKEnhancedIntegratedTNASystem._generate_strategic_skill_presentation_enhancedrorg_departmentscCsDddd}|D]}|j||j}||dkr||d<||d<q|S)zAFind the best matching department from organization's departmentsNr)r r!r!r )r4rr)rWrrr>deptr!rrrr<s z,EnhancedIntegratedTNASystem._find_best_matchr#coverage_thresholdcCsL|sgStdd|Ddd}g}|D]}|j|}||kr#||q|S)zAFilter out skills that are already well-covered in the departmentcSrQrrRrvrrrryrTzIEnhancedIntegratedTNASystem._filter_department_skills..r!)default)rr)r)rWrArtotal_employeesunder_covered_skillsrxcoverage_ratiorrrrgs  z5EnhancedIntegratedTNASystem._filter_department_skillsr4r/cCsdd|D}g}|D]]}td|j|j||\}} } |rh| |jkrh|j|} |j|| } || | | } t t dd| D}|j ||| |}| rh| t |j|j|j|j|| |d|| | | d q |jddd d |S) z&Recommend courses using enhanced logiccSrQrr[rvrrrryrTzBEnhancedIntegratedTNASystem._recommend_courses..zProcessing course: cSrQr)r>rwmatchrrrryrTrQ) r7r8r9r:rBrCrDrErFrGrHrIcSs|jSr)rC)xrrr$sz@EnhancedIntegratedTNASystem._recommend_courses..T)keyreverse)rRrSr8r6rr8rr_calculate_relevance_scorelistrrrrAr7r9r:sort)rWrr4r/rBuser_skill_namesrHr  is_relevantrGdomain_justificationrHrIrCmatched_skill_namesr-rrrrEsJ  z.EnhancedIntegratedTNASystem._recommend_coursesrIrGrHc Cs|sdStdd|Dt|}tt|dd}d}|D] }|jdvr+|d7}qt|d}|d |d||}t|d S) z.Calculate overall relevance score for a coursercss|]}|jVqdSr)r@rrrrr.szIEnhancedIntegratedTNASystem._calculate_relevance_score..g?g333333?)advancedexpertg?g?r1r)sumrminr(r) rWrIrGrHavg_skill_confidencematch_count_bonus level_bonusrxrCrrrr's&  z6EnhancedIntegratedTNASystem._calculate_relevance_scorer;c CsL|sdSg}t|dD]\}}||dd|jd|jdq d|S)z0Format skills section for strategic presentationz&No skills identified in this category.r!2dz. rrurt)rirr'r(r|)rWr;formatted_skillsrprxrrrr}@s $ z1EnhancedIntegratedTNASystem._format_skill_sectionNr)r#)rrrrrYrr rr?r%rr6rrArIr.rCrrKrLrDr<r#rgr*rEr=r<rr}rrrrr0s~ # !  J 9 C   2 r0rKrLr\cCst|S)z.Factory function to create enhanced TNA system)r0)rLrrrcreate_enhanced_tna_systemOsr tna_systemr departmentscCs(dd|D}|||}|j|jdS)z,Convenience function for department analysiscSs g|] }t|d|ddqS)rr)rr)r )rwdrrrryVrz/process_department_analysis..)identified_departmentr)r?rr)rrr dept_objectsresultrrrprocess_department_analysisSs  rr[r@rrA all_skillscoursesc Csdd|D}dd|D}|||||||\} } g} | D] } | | j| j| j| j| jdd| jDdd| jDdq| | dS)z=Enhanced convenience function for skills and courses analysisc Ss0g|]}t|d|d|d|ddqS)r&r'r(r)r&r'r(r))r%rrSrrrrydsz@process_enhanced_skills_and_courses_analysis..c Ss6g|]}t|d|d|d|d|dgdqS)r7r8r9r:r;r7r8r9r:r;)r6r)rwcrrrryms cSsg|] }|j|jdqS)rrrvrrrrys cSsg|] }|j|j|jdqS)r+r+rrrrrys)r7rrBr-rCrHrI)skill_analysiscourses_offline) rIrr7r8rBrDrCrHrI) rr[r@rrArr skill_objectscourse_objectsstrategic_analysisrHr course_recrrr,process_enhanced_skills_and_courses_analysis^s6   r__main__zP================================================================================z!ENHANCED TNA SYSTEM DEMONSTRATIONzWant to improve my tech abilityAscent DeveloperxPythonrNrizEmotional IntelligenceAdvancedr*y JavaScript)r&r'zReact{zNode.js101zFull Stack DevelopmentzComplete web development coursez(Learn HTML, CSS, JavaScript, and backend)htmlcss javascriptrzGENERAL QUERY RESULT:riz...z!Want to improve my Angular skills TypeScriptAngular201zAdvanced AngularzMaster Angular frameworkz%Deep dive into Angular and TypeScriptr typescriptz SPECIFIC QUERY RESULT:zQ ================================================================================zENHANCEMENT SUCCESS!r)2rloggingtypingrrrr dataclassesrdifflibrrrlangchain_ollamar langchain.promptsr langchain.schemar basicConfigINFO getLoggerrrRr rrr%r*r.r6r<r=rArJrrr r0rrrrIntegratedTNASystemcreate_tna_system#process_skills_and_courses_analysistnaprintgeneral_resultspecific_resultrrrrs        X:1,   ;