Spaces:
Build error
Build error
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import torch
|
| 3 |
+
from transformers import AutoTokenizer, AutoModelForCausalLM
|
| 4 |
+
|
| 5 |
+
MODEL_ID = "HuggingFaceTB/SmolLM3-3B"
|
| 6 |
+
DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
|
| 7 |
+
|
| 8 |
+
print("Loading tokenizer & model…")
|
| 9 |
+
tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
|
| 10 |
+
model = AutoModelForCausalLM.from_pretrained(MODEL_ID, torch_dtype=torch.bfloat16).to(DEVICE)
|
| 11 |
+
|
| 12 |
+
# -------------------------------------------------
|
| 13 |
+
# Optional tool(s)
|
| 14 |
+
# -------------------------------------------------
|
| 15 |
+
TOOLS = [{
|
| 16 |
+
"name": "get_weather",
|
| 17 |
+
"description": "Get the current weather in a given city",
|
| 18 |
+
"parameters": {
|
| 19 |
+
"type": "object",
|
| 20 |
+
"properties": {
|
| 21 |
+
"city": {"type": "string", "description": "City name"}
|
| 22 |
+
},
|
| 23 |
+
"required": ["city"]
|
| 24 |
+
}
|
| 25 |
+
}]
|
| 26 |
+
|
| 27 |
+
# -------------------------------------------------
|
| 28 |
+
# Helpers
|
| 29 |
+
# -------------------------------------------------
|
| 30 |
+
def build_messages(history, enable_thinking: bool):
|
| 31 |
+
"""Convert Gradio history to the chat template."""
|
| 32 |
+
messages = []
|
| 33 |
+
for h in history:
|
| 34 |
+
messages.append({"role": h["role"], "content": h["content"]})
|
| 35 |
+
# Add system instruction for mode
|
| 36 |
+
system_flag = "/think" if enable_thinking else "/no_think"
|
| 37 |
+
messages.insert(0, {"role": "system", "content": system_flag})
|
| 38 |
+
return messages
|
| 39 |
+
|
| 40 |
+
def chat_fn(history, enable_thinking, temperature, top_p):
|
| 41 |
+
"""Generate a streaming response."""
|
| 42 |
+
messages = build_messages(history, enable_thinking)
|
| 43 |
+
text = tokenizer.apply_chat_template(
|
| 44 |
+
messages,
|
| 45 |
+
tokenize=False,
|
| 46 |
+
add_generation_prompt=True,
|
| 47 |
+
xml_tools=TOOLS
|
| 48 |
+
)
|
| 49 |
+
inputs = tokenizer(text, return_tensors="pt").to(DEVICE)
|
| 50 |
+
|
| 51 |
+
streamer = model.generate(
|
| 52 |
+
**inputs,
|
| 53 |
+
max_new_tokens=1024,
|
| 54 |
+
do_sample=True,
|
| 55 |
+
temperature=temperature,
|
| 56 |
+
top_p=top_p,
|
| 57 |
+
top_k=20,
|
| 58 |
+
repetition_penalty=1.1,
|
| 59 |
+
pad_token_id=tokenizer.eos_token_id,
|
| 60 |
+
streamer=None # we'll yield manually
|
| 61 |
+
)
|
| 62 |
+
output_ids = streamer[0][len(inputs.input_ids[0]):]
|
| 63 |
+
response = tokenizer.decode(output_ids, skip_special_tokens=True)
|
| 64 |
+
|
| 65 |
+
# streaming char-by-char
|
| 66 |
+
history.append({"role": "assistant", "content": ""})
|
| 67 |
+
for ch in response:
|
| 68 |
+
history[-1]["content"] += ch
|
| 69 |
+
yield history
|
| 70 |
+
|
| 71 |
+
# -------------------------------------------------
|
| 72 |
+
# Blocks UI
|
| 73 |
+
# -------------------------------------------------
|
| 74 |
+
with gr.Blocks(title="SmolLM3-3B Chat") as demo:
|
| 75 |
+
gr.Markdown("## 🤖 SmolLM3-3B Chatbot (Streaming)")
|
| 76 |
+
with gr.Row():
|
| 77 |
+
enable_think = gr.Checkbox(label="Enable Extended Thinking (/think)", value=False)
|
| 78 |
+
temperature = gr.Slider(0.0, 1.0, value=0.6, label="Temperature")
|
| 79 |
+
top_p = gr.Slider(0.0, 1.0, value=0.95, label="Top-p")
|
| 80 |
+
chatbot = gr.Chatbot(type="messages")
|
| 81 |
+
msg = gr.Textbox(placeholder="Type your message here…", lines=1)
|
| 82 |
+
clear = gr.Button("Clear")
|
| 83 |
+
|
| 84 |
+
def user_fn(user_msg, history):
|
| 85 |
+
return "", history + [{"role": "user", "content": user_msg}]
|
| 86 |
+
|
| 87 |
+
msg.submit(
|
| 88 |
+
user_fn, [msg, chatbot], [msg, chatbot], queue=False
|
| 89 |
+
).then(
|
| 90 |
+
chat_fn, [chatbot, enable_think, temperature, top_p], chatbot
|
| 91 |
+
)
|
| 92 |
+
clear.click(lambda: None, None, chatbot, queue=False)
|
| 93 |
+
|
| 94 |
+
demo.queue().launch()
|