fix client

client.py

@@ -16,11 +16,13 @@ def get_client():
 def initialize_client(api_key=None):
     """Initialize the OpenAI client with an API key"""
     global client
+    import logging
     
     # Use provided API key or get from environment
     api_key = api_key or os.environ.get("OPENAI_API_KEY")
     
     if not api_key:
+        logging.error("No API key provided")
         return False, "No API key provided"
     
     try:
@@ -31,7 +33,10 @@ def initialize_client(api_key=None):
             messages=[{"role": "user", "content": "test"}],
             max_tokens=5,
         )
+        logging.info("API Key updated and verified successfully")
         return True, "API Key updated and verified successfully"
     except Exception as e:
         client = None
-        return False, f"Failed to initialize client: {str(e)}" 
+        error_message = f"Failed to initialize client: {str(e)}"
+        logging.error(error_message)
+        return False, error_message

examples/emails.csv

@@ -0,0 +1,6 @@
+id,sujet,contenu
+1,Réunion reportée,"Bonjour, la réunion de demain est reportée à vendredi. Merci."
+2,Offre commerciale,Veuillez trouver ci-joint notre nouvelle offre. Nous attendons votre retour.
+3,Problème technique urgent,Mon accès au VPN ne fonctionne plus depuis ce matin.
+4,Merci,Merci pour votre aide sur le dossier de la semaine dernière !
+5,Publicité,Découvrez nos nouvelles promotions de printemps !

examples/feedback_clients.csv

@@ -0,0 +1,6 @@
+client_id,commentaire
+876,"J’adore la nouvelle interface, elle est beaucoup plus fluide !"
+877,"Beaucoup trop de bugs dans la dernière version, impossible de l’utiliser"
+878,"Votre support client est très réactif, merci !"
+879,"Je ne comprends pas comment accéder à mes factures, ce n’est pas clair du tout"
+880,Un peu lent sur mobile mais correct dans l’ensemble

examples/reviews.csv

@@ -0,0 +1,101 @@
+text
+"I absolutely love this product! It exceeded all my expectations."
+"The service was terrible and the staff was rude."
+"The product arrived on time but was slightly damaged."
+"I have mixed feelings about this. Some features are great, others not so much."
+"This is a complete waste of money. Do not buy!"
+"The customer service team was very helpful in resolving my issue."
+"It's okay, nothing special but gets the job done."
+"I'm extremely disappointed with the quality of this product."
+"This is the best purchase I've made all year!"
+"It's reasonably priced and works as expected."
+"The packaging was beautiful but the product inside was disappointing."
+"I can't believe how fast the shipping was! Amazing service."
+"This product changed my life - I use it every single day."
+"Save your money and look elsewhere. Not worth the price."
+"The quality has gone downhill since my last purchase."
+"Outstanding value for money - highly recommend!"
+"The instructions were confusing and unclear."
+"Perfect size and exactly what I was looking for."
+"Three months in and still working perfectly."
+"Wish I had bought this sooner, makes everything easier."
+"The color is different from what was shown online."
+"Great product but the price is a bit steep."
+"Customer support never responded to my emails."
+"This exceeded my expectations in every way possible."
+"Decent product but there's room for improvement."
+"Not as durable as I hoped it would be."
+"The features are exactly what I needed."
+"Impressive quality for the price point."
+"Had to return it - didn't work as advertised."
+"Simple to use and very effective."
+"The design is sleek and modern."
+"Broke after just two weeks of normal use."
+"Best customer service I've ever experienced."
+"Average product, nothing to write home about."
+"The warranty coverage saved me when it malfunctioned."
+"Fantastic product that delivers on all promises."
+"The size was much smaller than expected."
+"Would definitely purchase again!"
+"Not compatible with my other devices."
+"The quality control needs serious improvement."
+"Perfect for what I needed it for."
+"The product arrived damaged and customer service was unhelpful."
+"Amazing attention to detail in the design."
+"The battery life is much shorter than advertised."
+"Worth every penny - exceptional quality."
+"The app that comes with it keeps crashing."
+"Stylish, functional, and reasonably priced."
+"The material feels cheap and flimsy."
+"Installation was a nightmare."
+"Exactly what I was looking for at a great price."
+"The product stopped working after a month."
+"Superior quality compared to similar products."
+"The shipping took forever and tracking wasn't updated."
+"Love the eco-friendly packaging!"
+"Not user-friendly at all."
+"The customer service team went above and beyond."
+"Mediocre performance for the premium price."
+"The product looks better in person than online."
+"Had issues with delivery but the product is great."
+"Revolutionary design but poor execution."
+"The learning curve is steeper than expected."
+"Excellent build quality and durability."
+"The refund process was quick and hassle-free."
+"Not worth the hype or the price tag."
+"Perfect gift - recipient loved it!"
+"The product arrived earlier than expected."
+"Disappointing performance overall."
+"Great value but limited functionality."
+"The warranty process was straightforward."
+"Innovative features but needs refinement."
+"Outstanding product and company ethics."
+"The size chart was completely inaccurate."
+"Regular updates keep improving the product."
+"Terrible customer experience from start to finish."
+"The product exceeded industry standards."
+"Beautiful design but impractical to use."
+"Fast shipping but poor packaging."
+"Life-changing product for daily use."
+"The quality justifies the premium price."
+"Defective on arrival and no response from seller."
+"Perfect balance of features and simplicity."
+"The interface is very intuitive."
+"Product arrived damaged but replacement was quick."
+"Great value for a premium product."
+"Customer service was exceptional."
+"The build quality is outstanding."
+"Instructions were confusing and unclear."
+"Shipping was faster than expected."
+"The product works as advertised."
+"Not compatible with my setup."
+"Easy to install and configure."
+"The warranty coverage is comprehensive."
+"Excellent product but expensive shipping."
+"The mobile app needs improvement."
+"Perfect for small spaces."
+"Technical support was very helpful."
+"The product feels durable and well-made."
+"Color matches the online photos perfectly."
+"Setup was straightforward and quick."
+

examples/reviews_sample.csv

@@ -0,0 +1,20 @@
+text
+"I absolutely love this product! It exceeded all my expectations."
+"The service was terrible and the staff was rude."
+"The product arrived on time but was slightly damaged."
+"I have mixed feelings about this. Some features are great, others not so much."
+"This is a complete waste of money. Do not buy!"
+"The customer service team was very helpful in resolving my issue."
+"It's okay, nothing special but gets the job done."
+"I'm extremely disappointed with the quality of this product."
+"This is the best purchase I've made all year!"
+"It's reasonably priced and works as expected."
+"The packaging was beautiful but the product inside was disappointing."
+"I can't believe how fast the shipping was! Amazing service."
+"This product changed my life - I use it every single day."
+"Save your money and look elsewhere. Not worth the price."
+"The quality has gone downhill since my last purchase."
+"Outstanding value for money - highly recommend!"
+"The instructions were confusing and unclear."
+"Perfect size and exactly what I was looking for."
+"Three months in and still working perfectly."

examples/social_posts.csv

@@ -0,0 +1,6 @@
+id_post,texte
+P01,Nouvelle fonctionnalité déployée ! Vous pouvez désormais trier vos tâches par priorité.
+P02,Bug sur la version Android corrigé ✅ Merci pour votre patience !
+P03,Que pensez-vous de notre design ? Donnez-nous vos retours 🙏
+P04,Concours ! Gagnez un abonnement en répondant à ce tweet 🎁
+P05,"Impossible de me connecter aujourd’hui, ça rame à mort 😤"

examples/tickets.csv

@@ -0,0 +1,6 @@
+ticket_id,description
+101,L’application plante au démarrage sur mon téléphone Android.
+102,Je souhaite changer mon mot de passe.
+103,"Mon paiement a été refusé, pouvez-vous vérifier ?"
+104,Juste un retour pour vous dire bravo pour la dernière mise à jour !
+105,Le formulaire ne valide pas les adresses emails correctement.

server.py

@@ -6,7 +6,7 @@ import json
 from classifiers.llm import LLMClassifier
 from litellm import completion
 import asyncio
-
+from client import get_client
 app = FastAPI()
 
 # Configure CORS
@@ -18,8 +18,10 @@ app.add_middleware(
     allow_headers=["*"],
 )
 
+client = get_client()
+
 # Initialize the LLM classifier
-classifier = LLMClassifier(client=completion, model="gpt-3.5-turbo")
+classifier = LLMClassifier(client=client, model="gpt-3.5-turbo")
 
 class TextInput(BaseModel):
     text: str
@@ -61,4 +63,4 @@ async def suggest_categories(texts: List[str]):
 
 if __name__ == "__main__":
     import uvicorn
-    uvicorn.run(app, host="0.0.0.0", port=8000) 
+    uvicorn.run("server:app", host="0.0.0.0", port=8000, reload=True) 

test_server.py

@@ -4,23 +4,34 @@ import json
 BASE_URL = "http://localhost:8000"
 
 def test_classify_text():
-    # Test with default categories
+    # Load emails from CSV file
+    import csv
+    
+    emails = []
+    with open("examples/emails.csv", "r", encoding="utf-8") as file:
+        reader = csv.DictReader(file)
+        for row in reader:
+            emails.append(row)
+    
+    # Test with default categories using email content
+    email = emails[0]  # First email
     response = requests.post(
         f"{BASE_URL}/classify",
-        json={"text": "This is a sample text about technology and innovation."}
+        json={"text": email["contenu"]}
     )
-    print("Classification with default categories:")
+    print(f"Classification of email '{email['sujet']}' with default categories:")
     print(json.dumps(response.json(), indent=2))
 
-    # Test with custom categories
+    # Test with custom categories using another email
+    email = emails[2]  # Third email
     response = requests.post(
         f"{BASE_URL}/classify",
         json={
-            "text": "This is a sample text about technology and innovation.",
-            "categories": ["Technology", "Business", "Science", "Sports"]
+            "text": email["contenu"],
+            "categories": ["Urgent", "Technique", "Commercial", "Personnel"]
         }
     )
-    print("\nClassification with custom categories:")
+    print(f"\nClassification of email '{email['sujet']}' with custom categories:")
     print(json.dumps(response.json(), indent=2))
 
 def test_suggest_categories():