Spaces:
Sleeping
Sleeping
Delete appy.py
Browse files
appy.py
DELETED
|
@@ -1,44 +0,0 @@
|
|
| 1 |
-
from azure.ai.textanalytics import TextAnalyticsClient
|
| 2 |
-
from azure.core.credentials import AzureKeyCredential
|
| 3 |
-
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
# Azure Text Analytics setup
|
| 7 |
-
azure_endpoint = "https://t6langservice.cognitiveservices.azure.com/"
|
| 8 |
-
azure_api_key = "3CU1gpUszvl7pLb90Ivdp1Kd5WZc56savzdXOK5GV40JHebnxnxoJQQJ99BAACYeBjFXJ3w3AAAaACOGkRT5"
|
| 9 |
-
|
| 10 |
-
# Authenticate client
|
| 11 |
-
text_analytics_client = TextAnalyticsClient(endpoint=azure_endpoint, credential=AzureKeyCredential(azure_api_key))
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
# Load Hugging Face chatbot model
|
| 15 |
-
model_name = "microsoft/DialoGPT-medium"
|
| 16 |
-
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 17 |
-
model = AutoModelForCausalLM.from_pretrained(model_name)
|
| 18 |
-
|
| 19 |
-
# Chatbot logic
|
| 20 |
-
def chatbot_response(input_text):
|
| 21 |
-
# Hugging Face response
|
| 22 |
-
input_ids = tokenizer.encode(input_text + tokenizer.eos_token, return_tensors="pt")
|
| 23 |
-
chat_output = model.generate(input_ids, max_length=50, pad_token_id=tokenizer.eos_token_id)
|
| 24 |
-
hf_response = tokenizer.decode(chat_output[:, input_ids.shape[-1]:][0], skip_special_tokens=True)
|
| 25 |
-
|
| 26 |
-
# Azure Text Analytics: Analyze sentiment of user input
|
| 27 |
-
try:
|
| 28 |
-
response = text_analytics_client.analyze_sentiment([input_text])[0]
|
| 29 |
-
sentiment = response.sentiment
|
| 30 |
-
azure_analysis = f"The sentiment of your input is: {sentiment}."
|
| 31 |
-
except Exception as e:
|
| 32 |
-
azure_analysis = f"Error analyzing sentiment: {str(e)}"
|
| 33 |
-
|
| 34 |
-
# Combine responses
|
| 35 |
-
return f"Hugging Face response: {hf_response}\nAzure analysis: {azure_analysis}"
|
| 36 |
-
|
| 37 |
-
# Chat loop
|
| 38 |
-
while True:
|
| 39 |
-
user_input = input("You: ")
|
| 40 |
-
if user_input.lower() in ["exit", "quit"]:
|
| 41 |
-
print("Exiting chatbot. Goodbye!")
|
| 42 |
-
break
|
| 43 |
-
print(chatbot_response(user_input))
|
| 44 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|