AIN-Arabic-VLM / gradio_app.py
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import gradio as gr
from collections.abc import Generator
from openai import OpenAI
# from gradio.chat_interface import ChatInterface
from chat_interface import ChatInterface
USERNAME = "ahmedheakl"
SPACE_NAME = "AIN-Arabic-VLM"
TITLE = "AIN Arabic VLM"
DESCRIPTION = "Welcome to the AIN Arabic VLM chatbot. The best Arabic-English VLM developed by MBZUAI."
TOP_N_HISTORY = 2
LOGO_PATH = "https://huggingface.co./spaces/ahmedheakl/AIN-Arabic-VLM/resolve/main/logo.jpeg"
def get_gradio_url(path: str) -> str:
return f"https://{USERNAME}-{SPACE_NAME}.hf.space/gradio_api/file={path}"
def history_to_messages(history: list) -> list:
messages = []
merge = False
for i, h in enumerate(history):
content = h.get("content", [])
role = h.get("role", "")
ct = []
if isinstance(content, tuple):
src_path = content[0]
ct = [{"type": "image_url", "image_url": {"url": get_gradio_url(src_path)}}]
else:
ct = [{"type": "text", "text": content}]
if merge:
messages[-1]["content"].extend(ct)
merge = False
else:
messages.append({"role": role, "content": ct})
if i < len(history) - 1 and role == history[i + 1].get("role", ""):
merge = True
return messages
def load_chat(
base_url: str,
model: str,
token: str | None = None,
*,
system_message: str | None = None,
**kwargs,
) -> gr.ChatInterface:
client = OpenAI(api_key=token, base_url=base_url)
start_message = (
[{"role": "system", "content": system_message}] if system_message else []
)
def open_api_stream(
message: str, history: list | None
) -> Generator[str, None, None]:
history = history or start_message
print(history)
if len(history) > 0 and isinstance(history[0], (list, tuple)):
history = history[-TOP_N_HISTORY:]
history = ChatInterface._tuples_to_messages(history)
elif len(history) > 0 and isinstance(history[0], dict):
history = history_to_messages(history)
history = history[-TOP_N_HISTORY:]
files = message.get('files', [])
content = [
{"type": "text", "text": message.get('text', '')}
]
if files:
src_path = files[0]
content.append({"type": "image_url", "image_url": {"url": get_gradio_url(src_path)}})
messages = history + [{"role": "user", "content": content}]
stream = client.chat.completions.create(
model=model,
messages=messages,
stream=True,
)
response = ""
for chunk in stream:
if chunk.choices[0].delta.content is not None:
response += chunk.choices[0].delta.content
yield response
return gr.ChatInterface(
open_api_stream, type="messages", **kwargs,
)
load_chat(
"https://0f21-5-195-0-150.ngrok-free.app/v1",
model="test",
token="ollama",
multimodal=True,
title=TITLE,
description=DESCRIPTION,
theme="ocean",
examples=[
{
"text": "ุฃุฎุจุฑู†ูŠ ู…ุง ุงุณู… ุงู„ู…ุจู†ู‰ ุงู„ู…ูˆุฌูˆุฏ ููŠ ุงู„ุตูˆุฑุฉ ูˆุงู„ุดูŠุก ุงู„ู…ุซูŠุฑ ู„ู„ุงู‡ุชู…ุงู… ููŠู‡",
"files": ["https://cdn.mos.cms.futurecdn.net/5HrnHp9ybAqYrtruKAsfkN-1200-80.jpg"],
},
{
"text": "ู…ุง ู‡ูˆ ุงู„ุนู„ู… ุงู„ู…ูˆุฌูˆุฏ ููŠ ุงู„ุตูˆุฑุฉุŸ",
"files": ["https://mtc.ae/wp-content/uploads/2023/09/Satin-UAE-Flag-UAE-F-B-Blank.jpg"],
},
{
"text": "How many people are there in the image?",
"files": ["https://i0.wp.com/eatpitapita.com/wp-content/uploads/2020/02/Arab-Muslim-or-Middle-Eastern-Preview.jpg"]
},
],
cache_examples=False
).queue().launch(allowed_paths=["/static"])