Update file paths in BrandStyleManager to use absolute paths for loading JSON data. Refactor MarketingCopywriter to streamline the generate_copy method by removing unused parameters and initialize dependencies in the generate_marketing_copy function. Modify main.py to remove unnecessary campaign prompt management. Update sample campaigns in campaigns.json for a TV company marketing campaign.

backend/brand_style.py

@@ -17,7 +17,7 @@ class BrandStyleManager:
     
     def _load_brand_voice(self) -> Dict[str, Any]:
         """Load brand voice guidelines from JSON."""
-        file_path = "data/style_guidelines/brand_voice.json"
+        file_path = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "data", "style_guidelines", "brand_voice.json"))
         if os.path.exists(file_path):
             with open(file_path, 'r', encoding='utf-8') as f:
                 return json.load(f)
@@ -25,7 +25,8 @@ class BrandStyleManager:
     
     def _load_sample_campaigns(self) -> List[Dict[str, Any]]:
         """Load sample campaigns from JSON."""
-        file_path = "data/past_campaigns/sample_campaigns.json"
+        
+        file_path = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "data", "past_campaigns", "sample_campaigns.json"))
         if os.path.exists(file_path):
             with open(file_path, 'r', encoding='utf-8') as f:
                 data = json.load(f)

backend/copywriter.py

@@ -3,6 +3,8 @@ import requests
 import json
 from config import settings
 from brand_style import BrandStyleManager
+from embeddings import CohereEmbeddings
+from vector_store import VectorStore
 
 class MarketingCopywriter:
     def __init__(self, brand_style_manager: BrandStyleManager):
@@ -52,10 +54,10 @@ class MarketingCopywriter:
                     Generate the marketing copy:
                     """
 
-    def generate_copy(self, prompt: str, context: List[Dict], content_type: str, tone: str,
-                     brand_voice: Dict[str, Any], sample_campaigns: List[Dict[str, Any]]) -> str:
+    def generate_copy(self, prompt: str, context: List[Dict],  tone: str,
+                     brand_voice: Dict[str, Any], sample_campaigns) -> str:
         """Generate marketing copy using DeepSeek."""
-        full_prompt = self._build_prompt(prompt, context, content_type, tone, brand_voice, sample_campaigns)
+        full_prompt = self._build_prompt(prompt, context, tone, brand_voice, sample_campaigns)
         
         headers = {
             "Authorization": f"Bearer {self.api_key}",
@@ -79,10 +81,13 @@ class MarketingCopywriter:
 
 def generate_marketing_copy(prompt: str) -> str:
     """Helper function to generate marketing copy."""
-    brand_style_manager = BrandStyleManager()
+    embeddings = CohereEmbeddings()
+    vector_store = VectorStore()
+    brand_style_manager = BrandStyleManager(embeddings, vector_store)
     copywriter = MarketingCopywriter(brand_style_manager)
     context = brand_style_manager.get_relevant_context(prompt)
     tone = "professional and empathetic"
     brand_voice = brand_style_manager.get_brand_voice()
     sample_campaigns = brand_style_manager.get_sample_campaigns()
+    print(sample_campaigns)
     return copywriter.generate_copy(prompt, context, tone, brand_voice, sample_campaigns) 

backend/main.py

@@ -11,7 +11,6 @@ import datetime
 app = Flask(__name__)
 
 # Initialize brand style manager
-brand_style_manager = BrandStyleManager()
 data_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "data"))
 campaign_prompt = []
 
@@ -35,7 +34,6 @@ def root():
     global prompt
     if request.method == 'POST':
         prompt = request.form.get('prompt')
-        campaign_prompt.pop()
         campaign_prompt.append(prompt)
         marketing_copy = generate_marketing_copy(prompt)
         return render_template('index.html', generated_copy=marketing_copy)