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import os | |
import google.generativeai as genai | |
import gradio as gr | |
from dotenv import load_dotenv | |
load_dotenv() | |
GEMINI_API_KEY = os.getenv("GEMINI_API_KEY") | |
model_name = "gemini-1.5-flash-exp-0827" | |
TITLE = """<h1 align="center">๐ฎChat with Gemini 1.5๐ฅ</h1>""" | |
NOTICE = """ | |
**Notices** ๐: | |
- This app is still in development | |
- Some features may not work as expected | |
""" | |
ABOUT = """ | |
**Updates (2024-8-28)** ๐: Upgrade model to SOTA Gemini 1.5 Flash Experimental 0827 | |
**Info** ๐: | |
- Model: Gemini 1.5 Flash Experimental 0827 | |
- Chat with Gemini 1.5 Flash model with images and documents | |
""" | |
ERRORS = """ | |
Known errors โ ๏ธ: | |
""" | |
FUTURE_IMPLEMENTATIONS = """ | |
Future features ๐: | |
- Select other Gemini / Gemma models | |
- More tools such as web search | |
""" | |
genai.configure(api_key=GEMINI_API_KEY) | |
model = genai.GenerativeModel( | |
model_name, | |
safety_settings=[ | |
{ | |
"category": "HARM_CATEGORY_HARASSMENT", | |
"threshold": "BLOCK_NONE" | |
}, | |
{ | |
"category": "HARM_CATEGORY_HATE_SPEECH", | |
"threshold": "BLOCK_NONE" | |
}, | |
{ | |
"category": "HARM_CATEGORY_SEXUALLY_EXPLICIT", | |
"threshold": "BLOCK_NONE" | |
}, | |
{ | |
"category": "HARM_CATEGORY_DANGEROUS_CONTENT", | |
"threshold": "BLOCK_NONE" | |
} | |
], | |
generation_config={ | |
"temperature": 1, | |
"top_p": 0.95, | |
"top_k": 64, | |
"max_output_tokens": 8192, | |
"response_mime_type": "text/plain", | |
} | |
) | |
chat = model.start_chat(history=[]) | |
def clear_chat_history(): | |
chat.history = [] | |
def undo_chat(): | |
last_send, last_received = chat.rewind() | |
def transform_history(history): | |
new_history = [] | |
for user_msg, model_msg in history: | |
new_history.append({"role": "user", "parts": [user_msg]}) | |
new_history.append({"role": "model", "parts": [model_msg]}) | |
return new_history | |
def chatbot_stable(message, history): | |
message_text = message["text"] | |
message_files = message["files"] | |
if message_files: | |
image_uris = [genai.upload_file(path=file_path["path"]) for file_path in message_files] | |
message_content = [message_text] + image_uris | |
else: | |
message_content = [message_text] | |
response = chat.send_message(message_content, stream=True) | |
response.resolve() | |
return response.text | |
gemini_chatbot_interface = gr.Chatbot( | |
height=400, | |
likeable=True, | |
avatar_images=( | |
None, | |
"https://media.roboflow.com/spaces/gemini-icon.png" | |
), | |
show_copy_button=True, | |
show_share_button=True, | |
render_markdown=True | |
) | |
clear_chat_button = gr.ClearButton( | |
components=[gemini_chatbot_interface], | |
value="๐๏ธ Clear" | |
) | |
undo_chat_button = gr.Button( | |
value="โฉ๏ธ Undo" | |
) | |
gemini_chatbot = gr.ChatInterface( | |
fn=chatbot_stable, | |
chatbot=gemini_chatbot_interface, | |
multimodal=True, | |
clear_btn=clear_chat_button, | |
undo_btn=undo_chat_button | |
) |