Merge pull request #12 from learntocloud/generatesmallerprojects

refactored to generate projects per skill

Author: madebygps

azure-project-generator/GenerateProject.cs

@@ -1,13 +1,9 @@
-using Azure;
 using azure_project_generator.models;
 using azure_project_generator.services;
-using Microsoft.AspNetCore.Http;
-using Microsoft.AspNetCore.Mvc;
 using Microsoft.Azure.Cosmos;
 using Microsoft.Azure.Functions.Worker;
 using Microsoft.Azure.Functions.Worker.Http;
 using Microsoft.Extensions.Logging;
-using Newtonsoft.Json;
 using System.Net;
 
 namespace azure_project_generator
@@ -24,23 +20,16 @@ public GenerateProject(ILogger<GenerateProject> logger, ContentGenerationService
         }
 
         [Function("GenerateProject")]
-        public async Task<HttpResponseData> Run([HttpTrigger(AuthorizationLevel.Function, "get")] HttpRequestData req, string certificationCode,
-
+        public async Task<HttpResponseData> Run([HttpTrigger(AuthorizationLevel.Function, "get")] HttpRequestData req, string certificationCode, string skillName,
              [CosmosDBInput(Connection = "CosmosDBConnection")] CosmosClient client)
         {
             var response = req.CreateResponse(HttpStatusCode.OK);
             _logger.LogInformation("C# HTTP trigger function processed a request.");
 
-            var query = new QueryDefinition("SELECT * FROM c WHERE c.certificationCode = @certificationCode")
-                     .WithParameter("@certificationCode", certificationCode);
-
-            var iterator = client.GetContainer("AzureCertDB", "projectpromptvectors")
-                                 .GetItemQueryIterator<CertificationProjectPromptDocument>(query);
-
-
-            CertificationProjectPromptDocument certificationProjectPromptDocument = iterator.ReadNextAsync().Result.FirstOrDefault();
-
-            float[] projectPromptVector = certificationProjectPromptDocument.ProjectPromptVector;
+     
+            string projectPrompt = "I need a project idea for the certification exam " + certificationCode + " for the skill " + skillName;
+            
+            float[] projectPromptVector = _contentGenerationService.GenerateEmbeddingsAsync(projectPrompt).Result;
 
             var queryDef = new QueryDefinition
                 (query: $"SELECT c.serviceName, c.skillName, c.topicName, VectorDistance(c.contextVector,@embedding) " +
@@ -51,20 +40,17 @@ public async Task<HttpResponseData> Run([HttpTrigger(AuthorizationLevel.Function
                  client.GetContainer("AzureCertDB", "certvectors").GetItemQueryIterator<CertificationService>(queryDef);
 
             string projectServices = "";
-            string projectSkills = "";
 
             while (resultSetIterator.HasMoreResults)
             {
                 FeedResponse<CertificationService> feedResponse = resultSetIterator.ReadNextAsync().Result;
                 foreach (var item in feedResponse)
                 {
                     projectServices += item.ServiceName + " ";
-                    projectSkills += item.SkillName + " ";
-
                 }
             }
 
-            string cloudProjectIdea = await _contentGenerationService.GenerateProjectIdeaAsync(projectSkills, projectServices);
+            string cloudProjectIdea = await _contentGenerationService.GenerateProjectIdeaAsync(projectServices, skillName);
 
             response.Headers.Add("Content-Type", "application/json");
             await response.WriteStringAsync(cloudProjectIdea);

azure-project-generator/ProcessCertDataFile.cs

@@ -76,10 +76,10 @@ public async Task<CertificationProjectPromptOutput> Run([BlobTrigger("certdata/{
                     }
                 }
             }
-               
 
+            string contextSentence = _contentGenerationService.GenerateCertDataContextSentence(certification);
 
-            float[] cerificationCodeVector = await _contentGenerationService.GenerateEmbeddingsAsync(certification.CertificationCode);
+            float[] cerificationCodeVector = await _contentGenerationService.GenerateEmbeddingsAsync(contextSentence);
 
             var certificationDocument = CreateCertificationProjectPromptDocument(certification, cerificationCodeVector);
 

azure-project-generator/services/ContentGenerationService.cs

@@ -3,9 +3,6 @@
 using Microsoft.Extensions.Logging;
 using OpenAI.Embeddings;
 using OpenAI.Chat;
-using System.Text.Json;
-using Microsoft.AspNetCore.Mvc;
-using Newtonsoft.Json;
 using Newtonsoft.Json.Linq;
 
 namespace azure_project_generator.services
@@ -26,7 +23,8 @@ public ContentGenerationService(ILogger<ContentGenerationService> logger, Embedd
         public string GenerateCertServiceContextSentence(CertificationService data) =>
             $"The {data.CertificationCode} {data.CertificationName} certification includes the skill of {data.SkillName}. Within this skill, there is a focus on the topic of {data.TopicName}, particularly through the use of the service {data.ServiceName}.";
 
-
+        public string GenerateCertDataContextSentence(Certification data) =>
+            $"The {data.CertificationCode} {data.CertificationName} certification includes the following skills: {string.Join(", ", data.SkillsMeasured.Select(s => s.Name))}.";
         public async Task<float[]> GenerateEmbeddingsAsync(string content)
         {
             try
@@ -48,12 +46,12 @@ public async Task<float[]> GenerateEmbeddingsAsync(string content)
             }
         }
 
-        public async Task<string> GenerateProjectIdeaAsync(string skills, string services)
+        public async Task<string> GenerateProjectIdeaAsync(string services, string skill)
         {
             string userPrompt = $@"You are an expert cloud architect. 
 Please generate a detailed project idea for a beginner-friendly weekend cloud solution 
-based on the following Azure certification skills: {skills}. 
-The project should utilize the following services: {services}.
+based on the following Azure certification skill: {skill}.
+The project should utilize the ONLY following services: {services}.
 The project should be small in scale, achievable over a weekend, and have a fun, creative name. Suitable for beginners. Cheap to run.
 The response must be formatted as valid JSON and include only the following fields:
 {{
@@ -68,7 +66,7 @@ public async Task<string> GenerateProjectIdeaAsync(string skills, string service
         ""Step 5: Description of the fifth step""
     ]
 }}
-Ensure that the project idea is practical, aligned with beginner-level skills, and leverages best practices in Azure architecture.";
+Ensure that the project idea is practical, aligned with beginner-level skills, and leverages best practices in Azure architecture.  Small in scope";
 
             try
             {