o gg4@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,d#ddZ-d#ddZ.e/dkrdZ*dZ0dZ1dZ2dZ3gdZ4gdZ5d Z6d!Z7e.e1e6e7e3e*d"\Z8Z9e:e8dSdS)$N)OllamaEmbeddings)FAISS)ChatPromptTemplate)AsyncWebCrawler)ChatGroq)PromptTemplate)StrOutputParserPydanticOutputParser)RunnablePassthrough) PyPDFLoader TextLoaderDocx2txtLoaderUnstructuredPowerPointLoader) PdfReader)SemanticChunker) BaseModelField)ListOptionalDict)urlparse8gsk_igZbGeSv0MAqutmjrX9HWGdyb3FYc1U6fPEfvHFdLNFytjmyPGUHznomic-embed-textmixtral-8x7b-32768c Cst|||d}tgddd}|j|||d}z||} | jdd} | j} W| | fStyE} ztd| WYd} ~ d Sd} ~ ww) N temperature groq_api_key model_name) skills_dbGoals Challengesa You are an AI assistant specializing in Training Need Analysis (TNA). Given a company's business goals, challenges, and existing skills database, suggest skill areas for development. **Existing Skills Database:** {skills_db} **Business Goals:** {Goals} **Challenges:** {Challenges} **Objective:** - Identify skill gaps. - Recommend relevant skill enhancements. - Provide justifications for each recommendation. - You can also give skills - You may also suggest skills outside the existing database if they align with the business goals and challenges. But make sure you write there that these are exclusive from your skills - SUggest minimum 10 skills Return your response in a structured format: - **Recommended Skills** - **JSON Output** - **Why These Skills Are Important** input_variablestemplate)rrr token_usage total_tokens*An error occurred during chat invocation: Nrrrformatinvokeresponse_metadatacontent Exceptionprint) rrrrrrchat system_promptpromptoutputtoken_consumed skill_treeer5;/var/www/eduai.edurigo.com/doc_train/edurigo_ai/Puru/tna.pytnas   r7c Cst|||d}tddgdd}|j||d}z||}|jdd} |j} W| | fStyD} ztd | WYd} ~ d Sd} ~ ww) Nrrra You are an AI assistant specializing in Training Need Analysis (TNA). Given a company's business goals, challenges suggest skill areas for development. **Business Goals:** {Goals} **Challenges:** {Challenges} **Objective:** - Identify skill gaps. - Recommend relevant skill enhancements. - Provide justifications for each recommendation. - You can also give skills - SUggest minimum 10 skills - ALso provide courses to improve skills - minimum 2 couses with each skills Return your response in a structured format: - **Recommended Skills** - **JSON Output** - **Why These Skills Are Important** r )rrr#r$r%r&r') rrrrrr.r/r0r1r2r3r4r5r5r6tna2Ws  r8c Cst|||d}tgddd}|j||||d} z|| } | jdidd} | j} W| | fStyJ} ztd | WYd} ~ d Sd} ~ ww) Nr)rrrcourseax You are an AI assistant specializing in Training Need Analysis (TNA). Given a company's business goals, challenges, existing skills database, and available courses, suggest skill areas for development and recommend relevant courses. **Existing Skills Database:** {skills_db} **Business Goals:** {Goals} **Challenges:** {Challenges} **Available Courses:** {course} **Objective:** - Identify skill gaps. - Recommend relevant skill enhancements. - Provide justifications for each recommendation. - Suggest at least **10 skills** based on business needs and challenges. - Cross-check the **available courses** to suggest the best courses for each recommended skill. - If needed, suggest additional skills **outside the existing database** and label them as **(Exclusive Suggestions).** **Return your response in a structured format:** ```json {{ "Recommended Skills": [...], "Skill-Course Mapping": {{ "Skill1": ["Course1", "Course2"], "Skill2": ["Course3", "Course4"] }}, "Why These Skills Are Important": {{ "Skill1": "Justification...", "Skill2": "Justification..." }} }} ``` r )rrrr9r#r$rzError during chat invocation: r&) rrr(r)r*getr+r,r-)rrrr9rrrr.r/r0r1r2r3r4r5r5r6tna3s - r;__main__Infrastructurea "Budgeting", "Cost Estimation", "Civil Engineering", "Structural Analysis", "AutoCAD", "Revit", "Communication", "Leadership", "Teamwork", "Urban Design", "Water Supply and Distribution" ab "Python", "JavaScript", "SQL", "C++", "React.js", "Node.js", "Django", "Flask", "TensorFlow", "PyTorch", "Docker", "Kubernetes", "AWS", "Google Cloud Platform (GCP)", "RESTful APIs", "GraphQL", "Git", "CI/CD Pipelines", "Cybersecurity Principles", "Data Visualization" aC [ "Python for Everybody - University of Michigan (Coursera)", "JavaScript: Understanding the Weird Parts (Udemy)", "The Complete SQL Bootcamp 2024 (Udemy)", "Docker for Beginners (Udemy)", "Deep Learning Specialization - Andrew Ng (Coursera)", "React - The Complete Guide (Udemy)", "AWS Certified Solutions Architect - Associate (Udemy)", "Introduction to Cyber Security (Udemy)", "Git & GitHub for Beginners (Udemy)", "Data Visualization with Python (Coursera)", "Complete Python Developer in 2024 - Zero to Mastery (Udemy)", "The Modern JavaScript Bootcamp (Udemy)", "SQL for Data Science - 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