transcript-rag-summarizer / src /generate_response.py
Anshul Prasad
object oriented programming support.
a5e4950
import logging
from groq import Groq
logger = logging.getLogger(__name__)
class Response:
def __init__(self, api_key: str, model_name: str, encoder, system_prompt: str) -> None:
self.api_key = api_key
self.model_name = model_name
self.encoder = encoder
self.system_prompt = system_prompt
try:
self.client = Groq(api_key=self.api_key)
logging.info("OpenAI client initialized.")
except Exception as e:
logging.critical("Failed to initialize OpenAI client as %s", e)
self.client = None
def generate_response(self, query: str, context: str) -> str:
if self.client is None:
return "Error: AI client not configured."
prompt = f"Context:\n{context}\n\nQuestion: {query}\nAnswer:"
try:
response = self.client.chat.completions.create(
messages=[
{
"role": "system",
"content": self.system_prompt,
},
{
"role": "user",
"content": prompt,
},
],
temperature=1,
top_p=1,
model=self.model_name,
stream=False,
)
# Extract text defensively (depends on SDK return shape)
try:
response = response.choices[0].message.content
except Exception as e:
response = getattr(response, "text", None) or str(response)
logging.warning("Fallback used for response parsing as %s", e)
logging.info("Answer generation succeeded.")
return response
except Exception as e:
logging.error("Error during API call as %s", e)
return "Sorry, there was an error generating the response."