Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
|
@@ -2,68 +2,97 @@ import gradio as gr
|
|
| 2 |
import os
|
| 3 |
import requests
|
| 4 |
import json
|
|
|
|
| 5 |
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
}
|
| 10 |
-
entire_assistant_response = ""
|
| 11 |
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
entire_assistant_response = "" # Reset the entire assistant response
|
| 15 |
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
"model": "NousResearch/Nous-Hermes-2-Yi-34B",
|
| 21 |
-
"temperature": 1.1,
|
| 22 |
-
"top_p": 0.9,
|
| 23 |
-
"top_k": 50,
|
| 24 |
-
"repetition_penalty": 1,
|
| 25 |
-
"n": 1,
|
| 26 |
-
"messages": all_message,
|
| 27 |
-
"stream_tokens": True,
|
| 28 |
-
}
|
| 29 |
-
|
| 30 |
-
TOGETHER_API_KEY = os.getenv('TOGETHER_API_KEY')
|
| 31 |
-
headers = {
|
| 32 |
-
"accept": "application/json",
|
| 33 |
-
"content-type": "application/json",
|
| 34 |
-
"Authorization": f"Bearer {TOGETHER_API_KEY}",
|
| 35 |
-
}
|
| 36 |
|
| 37 |
-
|
| 38 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 39 |
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 43 |
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
if decoded_line
|
| 52 |
-
|
|
|
|
|
|
|
| 53 |
chunk_data = json.loads(decoded_line)
|
| 54 |
content = chunk_data['choices'][0]['delta']['content']
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
print(f"Invalid JSON received: {decoded_line}")
|
| 60 |
-
continue
|
| 61 |
-
except KeyError as e:
|
| 62 |
-
print(f"KeyError encountered: {e}")
|
| 63 |
-
continue
|
| 64 |
-
|
| 65 |
-
print(entire_assistant_response)
|
| 66 |
-
all_message.append({"role": "assistant", "content": entire_assistant_response})
|
| 67 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 68 |
|
| 69 |
-
|
|
|
|
|
|
| 2 |
import os
|
| 3 |
import requests
|
| 4 |
import json
|
| 5 |
+
from typing import Optional
|
| 6 |
|
| 7 |
+
# Define constants
|
| 8 |
+
TOGETHER_API_URL = "https://api.together.xyz/v1/chat/completions"
|
| 9 |
+
MODEL_NAME = "NousResearch/Nous-Hermes-2-Yi-34B"
|
| 10 |
+
HEADERS = {"accept": "application/json", "content-type": "application/json"}
|
|
|
|
| 11 |
|
| 12 |
+
# Initialize message history
|
| 13 |
+
all_message = [{"role": "system", "content": "... system message ..."}]
|
|
|
|
| 14 |
|
| 15 |
+
def validate_input(message: str) -> bool:
|
| 16 |
+
"""Validate the user input before sending it to the API."""
|
| 17 |
+
# Add input validation logic here, such as checking length, content, etc.
|
| 18 |
+
return True # Placeholder for actual validation logic
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
|
| 20 |
+
def get_token() -> Optional[str]:
|
| 21 |
+
"""Retrieve the API token from the environment variables."""
|
| 22 |
+
try:
|
| 23 |
+
return os.environ['TOGETHER_API_KEY']
|
| 24 |
+
except KeyError:
|
| 25 |
+
print("The TOGETHER_API_KEY environment variable is not set.")
|
| 26 |
+
return None
|
| 27 |
|
| 28 |
+
def post_request(payload: dict, headers: dict) -> requests.Response:
|
| 29 |
+
"""Send a POST request to the API."""
|
| 30 |
+
try:
|
| 31 |
+
response = requests.post(TOGETHER_API_URL, json=payload, headers=headers, stream=True)
|
| 32 |
+
response.raise_for_status()
|
| 33 |
+
return response
|
| 34 |
+
except requests.exceptions.RequestException as e:
|
| 35 |
+
print(f"An error occurred while making the API request: {e}")
|
| 36 |
+
return None
|
| 37 |
|
| 38 |
+
def process_stream(response: requests.Response) -> str:
|
| 39 |
+
"""Process the streamed response from the API."""
|
| 40 |
+
assistant_response = ""
|
| 41 |
+
try:
|
| 42 |
+
for line in response.iter_lines():
|
| 43 |
+
if line:
|
| 44 |
+
decoded_line = line.decode('utf-8').strip()
|
| 45 |
+
if decoded_line == "data: [DONE]":
|
| 46 |
+
return assistant_response
|
| 47 |
+
elif decoded_line.startswith("data: "):
|
| 48 |
+
decoded_line = decoded_line.removeprefix("data: ")
|
| 49 |
chunk_data = json.loads(decoded_line)
|
| 50 |
content = chunk_data['choices'][0]['delta']['content']
|
| 51 |
+
assistant_response += content
|
| 52 |
+
except (json.JSONDecodeError, KeyError) as e:
|
| 53 |
+
print(f"An error occurred while processing the stream: {e}")
|
| 54 |
+
return assistant_response
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 55 |
|
| 56 |
+
def get_streamed_response(message: str, history: list) -> str:
|
| 57 |
+
"""Main function to interact with the chat API."""
|
| 58 |
+
global all_message
|
| 59 |
+
|
| 60 |
+
# Validate input
|
| 61 |
+
if not validate_input(message):
|
| 62 |
+
return "Invalid input."
|
| 63 |
+
|
| 64 |
+
# Prepare the message history
|
| 65 |
+
all_message.append({"role": "user", "content": message})
|
| 66 |
+
|
| 67 |
+
# Retrieve the API token
|
| 68 |
+
api_key = get_token()
|
| 69 |
+
if not api_key:
|
| 70 |
+
return "Unable to retrieve the API key."
|
| 71 |
+
|
| 72 |
+
# Set up the headers with the API key
|
| 73 |
+
headers = HEADERS.copy()
|
| 74 |
+
headers["Authorization"] = f"Bearer {api_key}"
|
| 75 |
+
|
| 76 |
+
# Prepare the payload for the API request
|
| 77 |
+
payload = {
|
| 78 |
+
"model": MODEL_NAME,
|
| 79 |
+
"temperature": 1.1,
|
| 80 |
+
"top_p": 0.9,
|
| 81 |
+
"top_k": 50,
|
| 82 |
+
"repetition_penalty": 1,
|
| 83 |
+
"n": 1,
|
| 84 |
+
"messages": all_message,
|
| 85 |
+
"stream_tokens": True,
|
| 86 |
+
}
|
| 87 |
+
|
| 88 |
+
# Send the request and process the stream
|
| 89 |
+
response = post_request(payload, headers)
|
| 90 |
+
if response:
|
| 91 |
+
assistant_response = process_stream(response)
|
| 92 |
+
all_message.append({"role": "assistant", "content": assistant_response})
|
| 93 |
+
return assistant_response
|
| 94 |
+
else:
|
| 95 |
+
return "Failed to get a response from the API."
|
| 96 |
|
| 97 |
+
# Launch the Gradio interface
|
| 98 |
+
gr.ChatInterface(fn=get_streamed_response, title="TherapistGPT", description="...", retry_btn="Regenerate 🔁").launch()
|