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Update chatbot.py
Browse files- chatbot.py +86 -84
chatbot.py
CHANGED
@@ -138,90 +138,92 @@ class Comsatsbot:
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continue
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return "Sorry, unable to provide an answer at this time."
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You are an expert agent and your task is to detect the language.
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Return a JSON: {'detected_language': 'urdu' or 'english'}
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"""
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Translate the following text into proper Urdu. Return a JSON:
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{'text': 'translated urdu text'}
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"""
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continue
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return "Sorry, unable to provide an answer at this time."
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def detect_language(self, question):
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for api_key in self.api_keys:
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self.client = Groq(api_key=api_key)
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for model in self.models:
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try:
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chat_completion = self.client.chat.completions.create(
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messages=[
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{
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"role": "system",
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"content": """
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You are an expert agent and your task is to detect the language.
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Return a JSON: {'detected_language': 'urdu' or 'english'}
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"""
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},
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{
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"role": "user",
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"content": f"Detect the language for: {question}"
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}
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],
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model=model,
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max_tokens=256,
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response_format={"type": "json_object"},
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)
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response = json.loads(chat_completion.choices[0].message.content)
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return response['detected_language'].lower()
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except Exception:
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time.sleep(2)
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continue
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return "english"
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def translate_urdu(self, text):
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for api_key in self.api_keys:
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self.client = Groq(api_key=api_key)
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for model in self.models:
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try:
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chat_completion = self.client.chat.completions.create(
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messages=[
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{
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"role": "system",
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"content": """
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Translate the following text into proper Urdu. Return a JSON:
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{'text': 'translated urdu text'}
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"""
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},
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{
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"role": "user",
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"content": f"Translate this: {text}"
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}
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],
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model=model,
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max_tokens=512,
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response_format={"type": "json_object"},
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)
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response = json.loads(chat_completion.choices[0].message.content)
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return response['text']
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except Exception:
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time.sleep(2)
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continue
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return text
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def response(self, question, chat_id):
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chat_history = self.load_chat(chat_id)
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for entry in chat_history:
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self.memory.save_context({"input": entry["question"]}, {"output": entry["answer"]})
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language = self.detect_language(question)
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if language == 'urdu':
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question_translation = GoogleTranslator(source='ur', target='en').translate(question)
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context = self.faiss_retriever.invoke(question_translation)
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else:
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context = self.faiss_retriever.invoke(question)
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combined_context = '\n'.join([doc.page_content for doc in context])
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answer = self.generate_response(question, self.memory.load_memory_variables({})['history'], combined_context)
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self.update_chat(chat_id, question, answer)
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if language == 'urdu':
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return self.translate_urdu(answer)
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return answer
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