o gG/ @sddlZddlZddlZddlZddlZddlZddlmZddlm Z ddl m Z ddl m Z ddlZddlmZddl mZddlmZmZdd lmZdd lmZmZmZmZdd lmZdd lmZdd l m!Z!m"Z"ddl#m$Z$m%Z%m&Z&ddl'm(Z(ddl)Z)dZ*dZ+d(ddZ,ddlZddlZddZ-d(ddZ.e/dkrdZ*dZ0dZ1dZ2gdgdgdgd gd!gd"d#d$ggd%d&Z3gdgdgdgd gd!gd"d#d$ggd%d&Z4e5e4Z6e.e1e2e6e*d'\Z7Z8e9e8e9e7e9e:e7dSdS))N)OllamaEmbeddings)FAISS)ChatPromptTemplate)AsyncWebCrawler)ChatGroq)PromptTemplate)StrOutputParserPydanticOutputParser)RunnablePassthrough) PyPDFLoader TextLoaderDocx2txtLoaderUnstructuredPowerPointLoader) PdfReader)SemanticChunker) BaseModelField)ListOptionalDict)urlparse8gsk_igZbGeSv0MAqutmjrX9HWGdyb3FYc1U6fPEfvHFdLNFytjmyPGUHznomic-embed-textmixtral-8x7b-32768c Cst|||d}tddgdd}|j||d}z||}|jdd} |j} W| | fStyD} ztd | WYd} ~ d Sd} ~ ww) N temperature groq_api_key model_name skills_db designationsa You are an expert in skill-to-designation mapping. Your task is to analyze a given set of skills and map them to the most appropriate designations. ### Input Skills: {skills_db} ### Designations: {designations} ### Output Format: {{ "Designation 1": ["Skill 1", "Skill 2", "Skill 3"], "Designation 2": ["Skill 4", "Skill 5"], "Designation 3": ["Skill 6", "Skill 7", "Skill 8"] }} ### Notes: - Ensure that each skill is mapped only to the most relevant designation(s). - If a skill fits multiple designations, include it in both. - Use clear and concise mappings. - Respond only with the JSON object in the specified format, without any additional text. - If you found no skills for some designations check does designation at last one more time ### Instructions: - **Respond only with the JSON object in the specified format.** - **Do not include any additional text, explanations, or code fences (e.g., ```json).** - **Ensure that the JSON is properly formatted and valid.** input_variablestemplate)rr token_usage total_tokens*An error occurred during chat invocation: Nr)rrformatinvokeresponse_metadatacontent Exceptionprint) rrrrrchat system_promptformatted_promptoutputtoken_consumedskill_to_designation_mappinger3?/var/www/eduai.edurigo.com/skill_map/testing/designation_map.pymap_skills_to_designationss ! r5cCs"td|tj}|r|dSdS)z/Extracts the JSON object from a response stringz```json\s*(\{.*?\})\s*```N)researchDOTALLgroup) response_text json_matchr3r3r4extract_json_from_responseVs r=c Cs*|stdt|||d}tj|dd}tgddd}|j|dd d d |dd d d |d} z,|| } td | j t | j } | sPtd WdSt | } | j dd} W| | fStj y{}ztd|WYd}~dSd}~wty}ztd|WYd}~dSd}~ww)Nz8Groq API Key is missing. Please provide a valid API key.rF) ensure_ascii)rr mapped_skillsa You are an expert in skill-to-designation mapping. Your task is to validate and refine a given mapping of skills to designations to ensure accuracy, completeness, and clarity. ### Input: - **Existing Mapped Skills** (JSON format): {mapped_skills} ### Input Skills: {skills_db} ### Designations: {designations} ### Output Format: {{ "Designation 1": ["Skill 1", "Skill 2", "Skill 3"], "Designation 2": ["Skill 4", "Skill 5"], "Designation 3": ["Skill 6", "Skill 7", "Skill 8"] }} ### Validation & Enhancement Guidelines: 1. **Ensure Relevance:** - Verify that each skill is appropriately mapped to the correct designation(s). - Remove any incorrectly assigned skills. 2. **Check for Completeness:** - Identify and add missing skills relevant to each designation. - Ensure no important skills are overlooked. 3. **Refine Overlapping Skills:** - If a skill belongs to multiple designations, ensure it is correctly included in each. - Avoid redundant mappings unless justified. 4. **Improve Consistency & Clarity:** - Standardize skill naming to avoid duplicates with different names. - Use precise and industry-recognized terminology. 5. **Handle Unmapped Designations:** - If a designation lacks sufficient mapped skills, reevaluate and attempt to match relevant ones. 6. **Respond in Valid JSON Format:** - **ONLY return the JSON object without any explanations, comments, or additional text.** - **DO NOT wrap the JSON in code blocks (```json ... ```).** r{z{{}z}}zRaw API response: z*Error: No valid JSON found in the responser%r"r#zError decoding JSON response: r$) ValueErrorrjsondumpsrr&replacer'r+r)r=loadsr(JSONDecodeErrorr*)rrr?rrrr,formatted_mapped_skillsr-r.r/ json_datar1r0r2r3r3r4$map_skills_to_designations_non_empty]s@,    rJ__main__Infrastructurea} Budgeting, Cost Estimation, Civil Engineering, Structural Analysis, AutoCAD, Revit, Communication, Leadership, Teamwork, Urban Design, Water Supply and Distribution , SQL, C++ , Management, Housekeeping Management,Front Desk Management,Complaint Handling,Recruitment,Training & Development zZ HR, Developer, Manager, Planner,CEO, Infrastructure Deverloper ) zTime ManagementzDecision MakingIndustry TrendsSector ExpertiseBusiness AcumenStakeholder CommunicationRisk ManagementzAgile Methodologies LeadershipTeamwork Adaptability)Data EncryptionIncident ResponseCloud ArchitectureCloud MigrationCloud MonitoringNetwork SecurityProgramming LanguagesPy) NegotiationEmpathyrRrQrOrNrMrP Creativity) r_rNr^rRrPrQrOrMr])r\r[Software TestingVersion Control)rZr\r[rUrV CommunicationrP)r`rar[rXrYr\rW)ManagerEngineerCEOz CO-Founder DeveloperzSenior DeveloperzHR HeadzProduct Engineer)rrr?r)rr);ostimerandomr7rCrequestslangchain_community.embeddingsr langchain_community.vectorstoresrlangchain_core.promptsrcrawl4airasynciolangchain_groqrrlangchain_core.output_parsersrr langchain_core.runnablesr $langchain_community.document_loadersr r r rPyPDF2r$langchain_experimental.text_splitterrpydanticrrtypingrrr urllib.parsershutil GROQ_API_KEY OLLAMA_MODELr5r=rJ__name__industryskillset Designationmappedr?rDrI skill_treer0r+typer3r3r3r4s~           6 Y    K     L