o -hZ@sddlmZddlmZddlmZmZddlZddlZddl m Z e dde dZ e d Z e d Ze d Zejd e e ed dZejedGdddejZGdddejZGdddeZGdddeZdS))Type)BaseTool) BaseModelFieldN) load_dotenvz7/home/azureuser/microlearn/backend/prompt_opt_dspy/.env) dotenv_path AZURE_API_KEYAZURE_API_HOSTAZURE_DEPLOYMENT_IDAZURE_API_VERSIONzazure/Csqr-gpt-4o-minig333333?)api_keyapi_base api_version temperature)lmc@seZdZUdZejddZeed<ejddZ eed<ejddZ eed<ejd dZ eed <ejd dZ eed <ejd dZ eed<ejddZeed<dS)ContentCreatureSignaturea You are an expert corporate trainer and experienced mentor. Create detailed, engaging course content for **audio narration** for Stage {stage} of a course titled **"{main_heading}"**. The user's company context is as follows: 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} You are an expert corporate trainer and experienced mentor. Create detailed, engaging course content for **audio narration** for Stage {stage} of a course titled **"{main_heading}"**. This is the focus, outcome and topics to be covered in this stage {user_journey} ## Instructions: - Write in a clear, professional, yet naturally flowing spoken style suitable for audio narration. - The user is allowed to pick either of the four approaches for the content. 1. Low-code approach 2. Hands-on coding 3. Mixed approach 4. Any other - The users content preference is {Level} - Set the content accordingly. - The users motive for learning this content is {motive}. - Structure the content with a warm **introduction**, a clear and connected **body** covering all concepts in detail, and a thoughtful **conclusion** for each stage. - Use smooth transitions between topics to ensure the narration feels connected and easy to follow. - Avoid overuse of bullet points or technical jargon; present information conversationally as if speaking directly to experienced professionals. - Include relevant examples. - Conclude with **3 reflection questions** designed to prompt self-assessment and application of the concepts discussed for each satge. Markdown, with the following structure for each stage: - ## Introduction - ## Main Content - ### {topics} - Not more than **600** words. - ## Conclusion - ## Reflection Questions Maintain a clear, engaging, motivational, and human-centered tone throughout, suitable for audio delivery. "Stage number or name of the course)descstageMain title of the course main_heading)Focus, outcome, and topics for this stage user_journey szIContentCreatureModule.__init__..content_metric..)rintall)goldpredtracerequired_sectionsr(r.r)content_metrics z6ContentCreatureModule.__init__..content_metric)metric)trainsetz=== Optimized Predictor ===) super__init__r#Predictrcontent_predictorExample with_inputsBootstrapFewShotcompileoptimized_predictorprint)self predictorr9r7 optimizer __class__r(r)r;Rs@     E  c. zContentCreatureModule.__init__cCs|j||||||dS)Nrrrrrr)r=)rDrrrrrrr(r(r)forwardszContentCreatureModule.forward)rr r!r;rJ __classcell__r(r(rGr)r*Qs Fr*c@seZdZUdZedddZeed<edddZeed<edddZ eed <edd dZ eed <edd dZ eed <edddZ eed<edddZ eed<edddZeed<edddZeed<edddZeed<edddZeed<edddZeed<edddZeed<dS)ContentCreatureToolInputz%Input schema for ContentCreatureTool..r) descriptionrrrrrrrrrzName of the company Company_NamezIndustry of the companyIndustryzSize of the company Company_SizezBusiness model of the companyBusiness_Modelz$Top use cases the company focuses on Top_Use_CaseszLearning focus for the companyLearning_FocuszCompany's tech stack Tech_stackz Relevant compliance requirements ComplianceN)rr r!r"rrr%r&rrrrrNrOrPrQrRrSrTrUr(r(r(r)rL"s rLc@sxeZdZUdZeed<dZeed<eZe e ed<dededed ed ed ed ed ededededededefddZ dS)ContentCreatureToolzContent Creature ToolnamezGenerates detailed, engaging course content in audio narration style for a given stage of a course, based on company context, user preferences, and user motives.rM args_schemarrrrrrNrOrPrQrRrSrTrUreturncCsXd|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 rI)r*rJr)rDrrrrrrNrOrPrQrRrSrTrUrmoduleresultr(r(r)_run;s6  zContentCreatureTool._runN) rr r!rWr%r&rMrLrXrrr\r(r(r(r)rV3sD       rV)typingr crewai.toolsrpydanticrrr#osdotenvrgetenv azure_api_keyazure_api_hostazure_deployment_idazure_api_versionLMr configure SignaturerModuler*rLrVr(r(r(r)s0        6R