Spaces:
Runtime error
Runtime error
Threatthriver
commited on
Commit
•
ba6c3d0
1
Parent(s):
cdcd8df
Update app.py
Browse files
app.py
CHANGED
@@ -1,49 +1,67 @@
|
|
1 |
import gradio as gr
|
2 |
from huggingface_hub import InferenceClient
|
3 |
|
4 |
-
|
5 |
-
|
6 |
-
"""
|
7 |
-
client = InferenceClient("HuggingFaceH4/zephyr-7b-beta")
|
8 |
-
|
9 |
|
10 |
def respond(
|
11 |
-
message,
|
12 |
history: list[tuple[str, str]],
|
13 |
-
system_message,
|
14 |
-
max_tokens,
|
15 |
-
temperature,
|
16 |
-
top_p,
|
17 |
):
|
18 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
19 |
|
20 |
-
|
21 |
-
|
22 |
-
|
23 |
-
|
24 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
25 |
|
|
|
26 |
messages.append({"role": "user", "content": message})
|
27 |
|
|
|
28 |
response = ""
|
29 |
|
30 |
-
|
31 |
-
|
32 |
-
|
33 |
-
|
34 |
-
|
35 |
-
|
36 |
-
|
37 |
-
|
38 |
-
|
39 |
-
|
40 |
-
|
41 |
-
|
42 |
-
|
43 |
-
|
44 |
-
""
|
|
|
|
|
|
|
45 |
demo = gr.ChatInterface(
|
46 |
-
respond,
|
47 |
additional_inputs=[
|
48 |
gr.Textbox(value="You are a friendly Chatbot.", label="System message"),
|
49 |
gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
|
@@ -56,8 +74,10 @@ demo = gr.ChatInterface(
|
|
56 |
label="Top-p (nucleus sampling)",
|
57 |
),
|
58 |
],
|
|
|
|
|
59 |
)
|
60 |
|
61 |
-
|
62 |
if __name__ == "__main__":
|
63 |
-
demo.launch()
|
|
|
1 |
import gradio as gr
|
2 |
from huggingface_hub import InferenceClient
|
3 |
|
4 |
+
# Initialize the InferenceClient with the model ID from Hugging Face
|
5 |
+
client = InferenceClient(model="HuggingFaceH4/zephyr-7b-beta")
|
|
|
|
|
|
|
6 |
|
7 |
def respond(
|
8 |
+
message: str,
|
9 |
history: list[tuple[str, str]],
|
10 |
+
system_message: str,
|
11 |
+
max_tokens: int,
|
12 |
+
temperature: float,
|
13 |
+
top_p: float,
|
14 |
):
|
15 |
+
"""
|
16 |
+
Generates a response from the AI model based on the user's message and chat history.
|
17 |
+
|
18 |
+
Args:
|
19 |
+
message (str): The user's input message.
|
20 |
+
history (list): A list of tuples representing the conversation history (user, assistant).
|
21 |
+
system_message (str): A system-level message guiding the AI's behavior.
|
22 |
+
max_tokens (int): The maximum number of tokens for the output.
|
23 |
+
temperature (float): Sampling temperature for controlling the randomness.
|
24 |
+
top_p (float): Top-p (nucleus sampling) for controlling diversity.
|
25 |
|
26 |
+
Yields:
|
27 |
+
str: The AI's response as it is generated.
|
28 |
+
"""
|
29 |
+
|
30 |
+
# Prepare the conversation history for the API call
|
31 |
+
messages = [{"role": "system", "content": system_message}]
|
32 |
+
|
33 |
+
for user_input, assistant_response in history:
|
34 |
+
if user_input:
|
35 |
+
messages.append({"role": "user", "content": user_input})
|
36 |
+
if assistant_response:
|
37 |
+
messages.append({"role": "assistant", "content": assistant_response})
|
38 |
|
39 |
+
# Add the latest user message to the conversation
|
40 |
messages.append({"role": "user", "content": message})
|
41 |
|
42 |
+
# Initialize an empty response
|
43 |
response = ""
|
44 |
|
45 |
+
try:
|
46 |
+
# Generate a response from the model with streaming
|
47 |
+
for message in client.chat_completion(
|
48 |
+
messages=messages,
|
49 |
+
max_tokens=max_tokens,
|
50 |
+
stream=True,
|
51 |
+
temperature=temperature,
|
52 |
+
top_p=top_p,
|
53 |
+
):
|
54 |
+
token = message.choices[0].delta.content
|
55 |
+
response += token
|
56 |
+
yield response
|
57 |
+
|
58 |
+
except Exception as e:
|
59 |
+
yield f"An error occurred: {str(e)}"
|
60 |
+
|
61 |
+
|
62 |
+
# Define the ChatInterface with additional input components for user customization
|
63 |
demo = gr.ChatInterface(
|
64 |
+
fn=respond,
|
65 |
additional_inputs=[
|
66 |
gr.Textbox(value="You are a friendly Chatbot.", label="System message"),
|
67 |
gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
|
|
|
74 |
label="Top-p (nucleus sampling)",
|
75 |
),
|
76 |
],
|
77 |
+
title="Chatbot Interface",
|
78 |
+
description="A customizable chatbot interface using Hugging Face's Inference API.",
|
79 |
)
|
80 |
|
81 |
+
# Launch the Gradio interface
|
82 |
if __name__ == "__main__":
|
83 |
+
demo.launch()
|