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Update app.py
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app.py
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# """
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# References:
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# - https://medium.com/@turna.fardousi/building-a-multimodal-chatbot-with-gemini-api-8015bfbee538
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# """
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# import os
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# import time
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# from typing import List, Tuple, Optional
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# import google.generativeai as genai
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# import gradio as gr
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# from PIL import Image
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# from dotenv import load_dotenv
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# load_dotenv()
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# GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
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# TITLE = """<h1 align="center">🎮Chat with Gemini 1.5🔥 -- Beta Preview</h1>"""
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# NOTICE = """
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# Notices 📜:
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# - This app is still in development
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# - Some features may not work as expected
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# """
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# ABOUT = """
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# Updates (2024-8-12): Created the App
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# Info:
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# - Model: Gemini 1.5 Flash
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# """
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# ERRORS = """
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# Known errors ⚠️:
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# """
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# FUTURE_IMPLEMENTATIONS = """
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# To be implemented 🚀:
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# - Select other Gemini / Gemma models
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# - Upload files
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# - More tools other than web search
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# """
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# IMAGE_WIDTH = 512
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# def preprocess_stop_sequences(stop_sequences: str) -> Optional[List[str]]:
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# return [seq.strip() for seq in stop_sequences.split(",")] if stop_sequences else None
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# def preprocess_image(image: Image.Image) -> Image.Image:
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# image_height = int(image.height * IMAGE_WIDTH / image.width)
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# return image.resize((IMAGE_WIDTH, image_height))
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# def user(text_prompt: str, chatbot: List[Tuple[str, str]]):
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# return "", chatbot + [[text_prompt, None]]
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# def bot(
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# google_key: str,
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# image_prompt: Optional[Image.Image],
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# temperature: float,
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# max_output_tokens: int,
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# stop_sequences: str,
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# top_k: int,
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# top_p: float,
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# chatbot: List[Tuple[str, str]]
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# ):
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# google_key = google_key or GEMINI_API_KEY
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# if not google_key:
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# raise ValueError("GOOGLE_API_KEY is not set. Please set it up.")
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# text_prompt = chatbot[-1][0]
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# genai.configure(api_key=google_key)
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# generation_config = genai.types.GenerationConfig(
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# temperature=temperature,
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# max_output_tokens=max_output_tokens,
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# stop_sequences=preprocess_stop_sequences(stop_sequences),
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# top_k=top_k,
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# top_p=top_p,
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# )
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# model_name = "gemini-1.5-flash" # if image_prompt is None else "gemini-pro-vision"
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# model = genai.GenerativeModel(model_name)
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# inputs = [text_prompt] if image_prompt is None else [text_prompt, preprocess_image(image_prompt)]
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# response = model.generate_content(inputs, stream=True, generation_config=generation_config)
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# response.resolve()
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# chatbot[-1][1] = ""
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# for chunk in response:
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# for i in range(0, len(chunk.text), 10):
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# chatbot[-1][1] += chunk.text[i:i + 10]
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# time.sleep(0.01)
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# yield chatbot
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# google_key_component = gr.Textbox(
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# label = "GOOGLE API KEY",
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# type = "password",
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# placeholder = "...",
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# visible = GEMINI_API_KEY is None
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# )
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# image_prompt_component = gr.Image(
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# type = "pil",
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# label = "Image"
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# )
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# chatbot_component = gr.Chatbot(
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# # label = 'Gemini',
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# bubble_full_width = False
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# )
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# text_prompt_component = gr.Textbox(
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# placeholder = "Chat with Gemini",
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# label = "Ask me anything and press Enter"
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# )
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# run_button_component = gr.Button(
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# "Run"
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# )
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# temperature_component = gr.Slider(
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# minimum = 0,
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# maximum = 1.0,
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# value = 0.5,
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# step = 0.05,
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# label = "Temperature"
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# )
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# max_output_tokens_component = gr.Slider(
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# minimum = 1,
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# maximum = 8192,
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# value = 4096,
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# step = 1,
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# label = "Max Output Tokens"
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# )
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# stop_sequences_component = gr.Textbox(
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# label = "Add stop sequence",
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# placeholder = "STOP, END"
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# )
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# top_k_component = gr.Slider(
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# minimum = 1,
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# maximum = 40,
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# value = 32,
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# step = 1,
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# label = "Top-K"
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# )
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# top_p_component = gr.Slider(
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# minimum = 0,
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# maximum = 1,
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# value = 1,
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# step = 0.01,
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# label = "Top-P"
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# )
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# user_inputs = [
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# text_prompt_component,
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# chatbot_component
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# ]
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# bot_inputs = [
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# google_key_component,
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# image_prompt_component,
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# temperature_component,
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# max_output_tokens_component,
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# stop_sequences_component,
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# top_k_component,
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# top_p_component,
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# chatbot_component
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# ]
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# with gr.Blocks(theme = gr.themes.Soft()) as demo:
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# with gr.Tab("Chat with Gemini 1.5 Flash"):
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# gr.HTML(TITLE)
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# with gr.Row():
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# gr.Markdown(NOTICE)
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# gr.Markdown(ABOUT)
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# gr.Markdown(ERRORS)
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# gr.Markdown(FUTURE_IMPLEMENTATIONS)
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# with gr.Column():
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# google_key_component.render()
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# with gr.Row():
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# image_prompt_component.render()
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# chatbot_component.render()
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# text_prompt_component.render()
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# run_button_component.render()
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# with gr.Accordion("Parameters", open=False):
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# temperature_component.render()
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# max_output_tokens_component.render()
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# stop_sequences_component.render()
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# with gr.Accordion("Advanced", open=False):
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# top_k_component.render()
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# top_p_component.render()
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# run_button_component.click(
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# fn = user,
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# inputs = user_inputs,
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# outputs = [
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# text_prompt_component,
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# chatbot_component
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# ],
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# queue = False
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# ).then(
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# fn = bot,
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# inputs = bot_inputs,
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# outputs = [
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# chatbot_component
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# ]
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# )
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# text_prompt_component.submit(
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# fn = user,
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# inputs = user_inputs,
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# outputs = [
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# text_prompt_component,
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# chatbot_component
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# ],
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# queue = False
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# ).then(
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# fn = bot,
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# inputs = bot_inputs,
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# outputs = [
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# chatbot_component
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# ]
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# )
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# with gr.Tab("Chat with Gemma 2"):
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# gr.HTML(
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# """
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# <h1 align="center">Still in development</h1>
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# """
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# )
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# demo.queue().launch(debug = True, show_error = True)
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"""
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References:
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- https://medium.com/@turna.fardousi/building-a-multimodal-chatbot-with-gemini-api-8015bfbee538
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image_height = int(image.height * IMAGE_WIDTH / image.width)
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return image.resize((IMAGE_WIDTH, image_height))
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def user(text_prompt: str,
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return text_prompt,
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def bot(
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google_key: str,
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stop_sequences: str,
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top_k: int,
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top_p: float,
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):
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google_key = google_key or GEMINI_API_KEY
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if not google_key:
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raise ValueError("GOOGLE_API_KEY is not set. Please set it up.")
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text_prompt =
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genai.configure(api_key=google_key)
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generation_config = genai.types.GenerationConfig(
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temperature=temperature,
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top_p=top_p,
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)
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model_name = "gemini-1.5-flash"
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model = genai.GenerativeModel(model_name)
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inputs = [text_prompt] if image_prompt is None else [text_prompt, preprocess_image(image_prompt)]
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response = model.generate_content(inputs, stream=True, generation_config=generation_config)
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response.resolve()
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for chunk in response:
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for i in range(0, len(chunk.text), 10):
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time.sleep(0.01)
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yield
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google_key_component = gr.Textbox(
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label = "GOOGLE API KEY",
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type = "pil",
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label = "Image"
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)
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text_prompt_component = gr.Textbox(
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placeholder = "Chat with Gemini",
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label = "Ask me anything and press Enter"
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)
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temperature_component = gr.Slider(
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minimum = 0,
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maximum = 1.0,
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step = 0.05,
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label = "Temperature"
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)
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-
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max_output_tokens_component = gr.Slider(
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minimum = 1,
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maximum = 8192,
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step = 1,
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label = "Max Output Tokens"
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)
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stop_sequences_component = gr.Textbox(
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label = "Add stop sequence",
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placeholder = "STOP, END"
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)
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top_k_component = gr.Slider(
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minimum = 1,
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maximum = 40,
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step = 1,
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label = "Top-K"
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)
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top_p_component = gr.Slider(
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minimum = 0,
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maximum = 1,
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user_inputs = [
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text_prompt_component,
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]
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bot_inputs = [
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google_key_component,
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image_prompt_component,
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stop_sequences_component,
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top_k_component,
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top_p_component,
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-
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]
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with gr.Blocks(theme = gr.themes.Soft()) as demo:
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google_key_component.render()
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with gr.Row():
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image_prompt_component.render()
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text_prompt_component.render()
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with gr.Accordion("Parameters", open=False):
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temperature_component.render()
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max_output_tokens_component.render()
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top_k_component.render()
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top_p_component.render()
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fn=
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queue=False
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)
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-
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with gr.Tab("Chat with Gemma 2"):
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gr.HTML(
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"""
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"""
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)
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demo.queue().launch(debug = True, show_error = True)
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| 1 |
"""
|
| 2 |
References:
|
| 3 |
- https://medium.com/@turna.fardousi/building-a-multimodal-chatbot-with-gemini-api-8015bfbee538
|
|
|
|
| 45 |
image_height = int(image.height * IMAGE_WIDTH / image.width)
|
| 46 |
return image.resize((IMAGE_WIDTH, image_height))
|
| 47 |
|
| 48 |
+
def user(text_prompt: str, chatbot: List[Tuple[str, str]]):
|
| 49 |
+
return "", chatbot + [[text_prompt, None]]
|
| 50 |
|
| 51 |
def bot(
|
| 52 |
google_key: str,
|
|
|
|
| 56 |
stop_sequences: str,
|
| 57 |
top_k: int,
|
| 58 |
top_p: float,
|
| 59 |
+
chatbot: List[Tuple[str, str]]
|
| 60 |
):
|
| 61 |
google_key = google_key or GEMINI_API_KEY
|
| 62 |
if not google_key:
|
| 63 |
raise ValueError("GOOGLE_API_KEY is not set. Please set it up.")
|
| 64 |
|
| 65 |
+
text_prompt = chatbot[-1][0]
|
| 66 |
genai.configure(api_key=google_key)
|
| 67 |
generation_config = genai.types.GenerationConfig(
|
| 68 |
temperature=temperature,
|
|
|
|
| 72 |
top_p=top_p,
|
| 73 |
)
|
| 74 |
|
| 75 |
+
model_name = "gemini-1.5-flash" # if image_prompt is None else "gemini-pro-vision"
|
| 76 |
model = genai.GenerativeModel(model_name)
|
| 77 |
inputs = [text_prompt] if image_prompt is None else [text_prompt, preprocess_image(image_prompt)]
|
| 78 |
|
| 79 |
response = model.generate_content(inputs, stream=True, generation_config=generation_config)
|
| 80 |
response.resolve()
|
| 81 |
|
| 82 |
+
chatbot[-1][1] = ""
|
| 83 |
for chunk in response:
|
| 84 |
for i in range(0, len(chunk.text), 10):
|
| 85 |
+
chatbot[-1][1] += chunk.text[i:i + 10]
|
| 86 |
time.sleep(0.01)
|
| 87 |
+
yield chatbot
|
| 88 |
|
| 89 |
google_key_component = gr.Textbox(
|
| 90 |
label = "GOOGLE API KEY",
|
|
|
|
| 97 |
type = "pil",
|
| 98 |
label = "Image"
|
| 99 |
)
|
| 100 |
+
chatbot_component = gr.Chatbot(
|
| 101 |
+
# label = 'Gemini',
|
| 102 |
+
bubble_full_width = False
|
| 103 |
+
)
|
| 104 |
text_prompt_component = gr.Textbox(
|
| 105 |
placeholder = "Chat with Gemini",
|
| 106 |
label = "Ask me anything and press Enter"
|
| 107 |
)
|
| 108 |
+
run_button_component = gr.Button(
|
| 109 |
+
"Run"
|
| 110 |
+
)
|
| 111 |
temperature_component = gr.Slider(
|
| 112 |
minimum = 0,
|
| 113 |
maximum = 1.0,
|
|
|
|
| 115 |
step = 0.05,
|
| 116 |
label = "Temperature"
|
| 117 |
)
|
|
|
|
| 118 |
max_output_tokens_component = gr.Slider(
|
| 119 |
minimum = 1,
|
| 120 |
maximum = 8192,
|
|
|
|
| 122 |
step = 1,
|
| 123 |
label = "Max Output Tokens"
|
| 124 |
)
|
|
|
|
| 125 |
stop_sequences_component = gr.Textbox(
|
| 126 |
label = "Add stop sequence",
|
| 127 |
placeholder = "STOP, END"
|
| 128 |
)
|
|
|
|
| 129 |
top_k_component = gr.Slider(
|
| 130 |
minimum = 1,
|
| 131 |
maximum = 40,
|
|
|
|
| 133 |
step = 1,
|
| 134 |
label = "Top-K"
|
| 135 |
)
|
|
|
|
| 136 |
top_p_component = gr.Slider(
|
| 137 |
minimum = 0,
|
| 138 |
maximum = 1,
|
|
|
|
| 143 |
|
| 144 |
user_inputs = [
|
| 145 |
text_prompt_component,
|
| 146 |
+
chatbot_component
|
| 147 |
]
|
|
|
|
| 148 |
bot_inputs = [
|
| 149 |
google_key_component,
|
| 150 |
image_prompt_component,
|
|
|
|
| 153 |
stop_sequences_component,
|
| 154 |
top_k_component,
|
| 155 |
top_p_component,
|
| 156 |
+
chatbot_component
|
| 157 |
]
|
| 158 |
|
| 159 |
with gr.Blocks(theme = gr.themes.Soft()) as demo:
|
|
|
|
| 168 |
google_key_component.render()
|
| 169 |
with gr.Row():
|
| 170 |
image_prompt_component.render()
|
| 171 |
+
chatbot_component.render()
|
| 172 |
text_prompt_component.render()
|
| 173 |
+
run_button_component.render()
|
| 174 |
with gr.Accordion("Parameters", open=False):
|
| 175 |
temperature_component.render()
|
| 176 |
max_output_tokens_component.render()
|
|
|
|
| 179 |
top_k_component.render()
|
| 180 |
top_p_component.render()
|
| 181 |
|
| 182 |
+
run_button_component.click(
|
| 183 |
+
fn = user,
|
| 184 |
+
inputs = user_inputs,
|
| 185 |
+
outputs = [
|
| 186 |
+
text_prompt_component,
|
| 187 |
+
chatbot_component
|
| 188 |
+
],
|
| 189 |
+
queue = False
|
| 190 |
+
).then(
|
| 191 |
+
fn = bot,
|
| 192 |
+
inputs = bot_inputs,
|
| 193 |
+
outputs = [
|
| 194 |
+
chatbot_component
|
| 195 |
+
]
|
| 196 |
+
)
|
| 197 |
+
text_prompt_component.submit(
|
| 198 |
+
fn = user,
|
| 199 |
+
inputs = user_inputs,
|
| 200 |
+
outputs = [
|
| 201 |
+
text_prompt_component,
|
| 202 |
+
chatbot_component
|
| 203 |
+
],
|
| 204 |
+
queue = False
|
| 205 |
+
).then(
|
| 206 |
+
fn = bot,
|
| 207 |
+
inputs = bot_inputs,
|
| 208 |
+
outputs = [
|
| 209 |
+
chatbot_component
|
| 210 |
+
]
|
| 211 |
)
|
|
|
|
| 212 |
with gr.Tab("Chat with Gemma 2"):
|
| 213 |
gr.HTML(
|
| 214 |
"""
|
|
|
|
| 216 |
"""
|
| 217 |
)
|
| 218 |
|
| 219 |
+
demo.queue().launch(debug = True, show_error = True)
|