Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from llama_cpp import Llama
|
| 3 |
+
|
| 4 |
+
# โ๏ธ ์๋ ๋ ์ค์ ๋ณธ์ธ์ ๋ชจ๋ธ ์ ๋ณด๋ก ๋ณ๊ฒฝํ์ธ์
|
| 5 |
+
# ํ์ธํ๋ ๋ชจ๋ธ: "YOUR_USERNAME/qwen3-4b-ft-gguf"
|
| 6 |
+
# ๊ณต๊ฐ ๋ชจ๋ธ ์์: "unsloth/Qwen3-0.6B-GGUF" (ํ
์คํธ์ฉ)
|
| 7 |
+
REPO_ID = "unsloth/Qwen3-4B-GGUF" # โ๏ธ HF Hub ๋ฆฌํฌ์งํ ๋ฆฌ ID
|
| 8 |
+
# REPO_ID = "MuangMuangE/Qwen3-4B-GGUF" # โ๏ธ HF Hub ๋ฆฌํฌ์งํ ๋ฆฌ ID
|
| 9 |
+
FILENAME = "Qwen3-4B-Q4_K_M.gguf" # โ๏ธ ํ์ผ๋ช
(.gguf ํ์ฅ์ ํ์)
|
| 10 |
+
|
| 11 |
+
# โ๏ธ ์์คํ
ํ๋กฌํํธ โ ์ฑ๋ด์ ์ญํ ๊ณผ ๋งํฌ๋ฅผ ์ ์ํฉ๋๋ค
|
| 12 |
+
SYSTEM_PROMPT = "๋น์ ์ ์น์ ํ ํ๊ตญ์ด AI ์ด์์คํดํธ์
๋๋ค."
|
| 13 |
+
|
| 14 |
+
# โ ๏ธ ๋ชจ๋ธ์ ์ฑ ์์ ์ ๋ฐ๋ก ๋ก๋ฉํ๋ฉด HF Spaces ํฌ์ค์ฒดํฌ(30๋ถ) ํ์์์ ๋ฐ์
|
| 15 |
+
# โ ํด๊ฒฐ: ๋ชจ๋ธ ๋ก๋ฉ์ ์ฒซ ๋ฒ์งธ ์ฌ์ฉ์ ๋ฉ์์ง ์์ ์ผ๋ก ์ง์ฐ (Lazy Loading)
|
| 16 |
+
llm = None
|
| 17 |
+
|
| 18 |
+
def get_model():
|
| 19 |
+
"""
|
| 20 |
+
์ฒซ ํธ์ถ ์์๋ง ๋ชจ๋ธ์ ๋ค์ด๋ก๋ + ๋ก๋ฉํฉ๋๋ค.
|
| 21 |
+
์ดํ ํธ์ถ์์๋ ์ด๋ฏธ ๋ก๋ฉ๋ ๋ชจ๋ธ์ ์ฌ์ฌ์ฉํฉ๋๋ค.
|
| 22 |
+
- from_pretrained: hf_hub_download + Llama ์ด๊ธฐํ๋ฅผ ํ ์ค๋ก ์ฒ๋ฆฌ
|
| 23 |
+
- n_ctx: ์ปจํ
์คํธ ๊ธธ์ด (๋ฉ๋ชจ๋ฆฌ ํ๋ณด๋ฅผ ์ํด ์๊ฒ ์ค์ )
|
| 24 |
+
- n_threads: CPU Basic = 2 vCPU์ ๋ง์ถค
|
| 25 |
+
"""
|
| 26 |
+
global llm
|
| 27 |
+
if llm is None:
|
| 28 |
+
llm = Llama.from_pretrained(
|
| 29 |
+
repo_id=REPO_ID,
|
| 30 |
+
filename=FILENAME,
|
| 31 |
+
n_ctx=2048, # โ๏ธ ์ปจํ
์คํธ ๊ธธ์ด (๋ชจ๋ธ ์ต๋: 40960, ๋ฉ๋ชจ๋ฆฌ ์ ์ฝ ์ํด 2048)
|
| 32 |
+
n_threads=2, # โ๏ธ CPU Basic = 2 vCPU
|
| 33 |
+
verbose=False, # ๋ก๋ฉ ์ ์์ธ ๋ก๊ทธ ์จ๊น
|
| 34 |
+
)
|
| 35 |
+
return llm
|
| 36 |
+
|
| 37 |
+
def respond(message, history):
|
| 38 |
+
"""
|
| 39 |
+
์ฌ์ฉ์ ๋ฉ์์ง๋ฅผ ๋ฐ์ ์คํธ๋ฆฌ๋ฐ ๋ฐฉ์์ผ๋ก ์๋ต์ ์์ฑํฉ๋๋ค.
|
| 40 |
+
- message: ํ์ฌ ์ฌ์ฉ์ ์
๋ ฅ
|
| 41 |
+
- history: ์ด์ ๋ํ ๋ด์ญ (Gradio ChatInterface๊ฐ ์๋ ๊ด๋ฆฌ)
|
| 42 |
+
"""
|
| 43 |
+
# ์ฒซ ํธ์ถ ์ ๋ชจ๋ธ ๋ก๋ฉ (1~2๋ถ ์์๋ ์ ์์)
|
| 44 |
+
model = get_model()
|
| 45 |
+
|
| 46 |
+
# ๋ํ ๋ฉ์์ง ๊ตฌ์ฑ: ์์คํ
ํ๋กฌํํธ + ์ด์ ๋ํ + ํ์ฌ ์
๋ ฅ
|
| 47 |
+
messages = [{"role": "system", "content": SYSTEM_PROMPT}]
|
| 48 |
+
for msg in history:
|
| 49 |
+
messages.append(msg)
|
| 50 |
+
messages.append({"role": "user", "content": message})
|
| 51 |
+
|
| 52 |
+
# ์คํธ๋ฆฌ๋ฐ ๋ฐฉ์์ผ๋ก ํ ํฐ์ ํ๋์ฉ ์์ฑํ์ฌ ์ค์๊ฐ ์ถ๋ ฅ
|
| 53 |
+
response = ""
|
| 54 |
+
for chunk in model.create_chat_completion(
|
| 55 |
+
messages=messages,
|
| 56 |
+
temperature=0.7, # โ๏ธ ์ฐฝ์์ฑ ์กฐ์ (0.0=๊ฒฐ์ ์ , 1.0=์ฐฝ์์ )
|
| 57 |
+
max_tokens=512, # โ๏ธ ์ต๋ ์๋ต ๊ธธ์ด
|
| 58 |
+
stream=True, # ์คํธ๋ฆฌ๋ฐ ํ์ฑํ
|
| 59 |
+
):
|
| 60 |
+
delta = chunk["choices"][0]["delta"].get("content", "")
|
| 61 |
+
response += delta
|
| 62 |
+
yield response # Gradio์ ์ค์๊ฐ์ผ๋ก ์ ๋ฌ
|
| 63 |
+
|
| 64 |
+
# โ๏ธ Gradio ChatInterface: ์ฑ๋ด UI๋ฅผ ์๋์ผ๋ก ์์ฑํฉ๋๋ค
|
| 65 |
+
demo = gr.ChatInterface(
|
| 66 |
+
fn=respond,
|
| 67 |
+
title="Qwen3 GGUF ์ฑ๋ด", # โ๏ธ ์ ๋ชฉ
|
| 68 |
+
description="์ฒซ ์๋ต ์ ๋ชจ๋ธ์ ๋ก๋ฉํฉ๋๋ค (1~2๋ถ ์์)", # โ๏ธ ์ค๋ช
|
| 69 |
+
examples=["์๋
ํ์ธ์!", "ํ์ด์ฌ์ด๋ ๋ฌด์์ธ๊ฐ์?"], # โ๏ธ ์์ ์ง๋ฌธ
|
| 70 |
+
)
|
| 71 |
+
|
| 72 |
+
# server_name="0.0.0.0": ์ธ๋ถ ์ ์ ํ์ฉ (Docker ํ์)
|
| 73 |
+
# server_port=7860: HF Spaces ๊ธฐ๋ณธ ํฌํธ
|
| 74 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|