o Kh.@sddlmZddlmZddlmZmZddlZddlZddl m Z e dde dZ e d Z e d Zejd e e ed d ZejedGdddejZGdddejZGdddeZGdddeZdS))Type)BaseTool) BaseModelFieldN) load_dotenvz7/home/azureuser/microlearn/backend/prompt_opt_dspy/.env) dotenv_path AZURE_API_KEYAZURE_API_HOSTAZURE_API_VERSIONzazure/Csqr-gpt-4o-minig)api_keyapi_base api_version temperature)lmc@sFeZdZUdZeZeed<eZ eed<ej ddZ eed<dS)FinalAssessmentSignaturea You are an Overall User Performance Assessor. Review all question-answer pairs and generate an overall feedback summary. The user's company context is: Company Name : {Company_Name} Industry : {Industry} Company Size : {Company_Size} Business Model : {Business_Model} Top Use Cases : {Top_Use_Cases} Learning Focus : {Learning_Focus} Tech Stack : {Tech_stack} Compliance : {Compliance} Review all the user's answers and provide an overall final feedback summary in a single sentence. This is the users response {users_response} A comprehensive final feedback sentence summarizing the user's overall performance across all questions. company_contextqa_textz?A single comprehensive sentence summarizing overall performance)descfinal_feedbackN) __name__ __module__ __qualname____doc__dspy InputFieldrstr__annotations__r OutputFieldrrr/home/azureuser/microlearn/backend/user_journey_with_openai/agentic_workflow/src/user_journey_service/tools/custom_final_assess_tool.pyrs rcs$eZdZfddZddZZS)FinalAssessmentModulecsZttt|_tjddddddg}dd}tj|d }|j |j|d |_ dS) Na Company Name: FinSight, Industry: Financial Services, Company Size: 250 employees, Business Model: B2B, Top Use Cases: Financial modeling, Learning Focus: Data Analysis, Tech Stack: Excel, Tableau, SQL Server, Compliance: SOX, PCI DSS a "What is SQL used for?":"SQL is useful for querying structured data, though I struggle with advanced joins." "How does regression help in finance?":"Regression detects trends but I need practice applying it to forecasting." "Why is visualization important?":"It communicates insights, though my design skills are limited." zThe learner demonstrates a fair grasp of fundamentals but needs improvement in applying advanced concepts and communication clarity.)rrrrrcSsDt|ddpd}|ddkp|d}t|o t|dkS)Nr.()getattrcountstripendswithintlensplit)goldpredtraceoutputis_single_sentencerrrfeedback_metricTsz7FinalAssessmentModule.__init__..feedback_metric)metric)trainset) super__init__rPredictr predictorExample with_inputsBootstrapFewShotcompileoptimized_predictor)selfr3r1 optimizer __class__rrr59s    zFinalAssessmentModule.__init__cCs|j||dS)Nrr)r<)r=rrrrrforward]szFinalAssessmentModule.forward)rrrr5rB __classcell__rrr?rr 8s $r c@seZdZUdZedddZeed<edddZeed<edddZ eed <edd dZ eed <edd dZ eed <edddZ eed<edddZ eed<edddZeed<edddZeeed<dS)FinalAssessmentInputz%Input schema for FinalAssessmentTool..zName of the company) description Company_NamezIndustry of the companyIndustryzSize of the company Company_SizezCompany's business modelBusiness_Modelz$Top use cases the company focuses on Top_Use_CaseszLearning focus for the userLearning_FocuszCompany's tech stack Tech_stackz Relevant compliance requirements Compliancez9List of Q&A pairs, each dict must have {question, answer}qa_pairsN)rrrrrrFrrrGrHrIrJrKrLrMrNlistdictrrrrrDes rDc@sleZdZUdZeed<dZeed<eZe e ed<dededed ed ed ed ed ede e defddZ dS)FinalAssessmentToolzFinal Assessment Toolnamez[Reviews all user answers and generates a one-sentence overall performance feedback summary.rE args_schemarFrGrHrIrJrKrLrMrNreturnc Csdd|d|d|d|d|d|d|d|d } d d d | D} t} | j| | d } | jS)Nz Company Name: z Industry: z Company Size: z Business Model: z Top Use Cases: z Learning Focus: z Tech Stack: z Compliance: z  cSs$g|]}d|dd|dqS)zQ: questionz A: answerr).0pairrrr s$z,FinalAssessmentTool._run..rA)joinr rBr)r=rFrGrHrIrJrKrLrMrNrrassessorresultrrr_runzs4 zFinalAssessmentTool._runN)rrrrRrrrErDrSrrrOrPr^rrrrrQss4     rQ)typingr crewai.toolsrpydanticrrrosdotenvrgetenv azure_api_keyazure_api_hostazure_api_versionLMr configure SignaturerModuler rDrQrrrrs,       -