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Create app.py
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app.py
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| 1 |
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import gradio as gr
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import google.generativeai as genai
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import base64
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from PIL import Image
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import io
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import time
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def encode_image(image):
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if isinstance(image, dict) and 'path' in image:
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image_path = image['path']
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elif isinstance(image, str):
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image_path = image
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else:
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raise ValueError("Unsupported image format")
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with open(image_path, "rb") as image_file:
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return base64.b64encode(image_file.read()).decode('utf-8')
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def bot_streaming(message, history, api_key, model, system_prompt, temperature, max_tokens, top_p, top_k, harassment, hate_speech, sexually_explicit, dangerous_content):
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genai.configure(api_key=api_key)
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messages = []
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images = []
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if system_prompt:
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messages.append({"role": "system", "content": system_prompt})
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for i, msg in enumerate(history):
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if isinstance(msg[0], tuple):
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# This is a message with an image
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image, text = msg[0]
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base64_image = encode_image(image)
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messages.append({
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"role": "user",
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"parts": [
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{"text": text},
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{"inline_data": {"mime_type": "image/jpeg", "data": base64_image}}
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]
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})
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images.append(Image.open(image['path'] if isinstance(image, dict) else image).convert("RGB"))
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else:
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# This is a text-only message
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messages.append({"role": "user", "parts": [{"text": str(msg[0])}]})
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# Add the model's response
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messages.append({"role": "model", "parts": [{"text": str(msg[1])}]})
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# Handle the current message
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if isinstance(message, dict) and "files" in message and message["files"]:
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# This is a message with an image
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image = message["files"][0]
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base64_image = encode_image(image)
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content = [
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{"text": message["text"]},
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{"inline_data": {"mime_type": "image/jpeg", "data": base64_image}}
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]
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images.append(Image.open(image['path'] if isinstance(image, dict) else image).convert("RGB"))
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else:
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# This is a text-only message
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content = [{"text": message["text"] if isinstance(message, dict) else str(message)}]
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messages.append({"role": "user", "parts": content})
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model = genai.GenerativeModel(model_name=model)
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safety_settings = [
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{"category": genai.types.HarmCategory.HARM_CATEGORY_HARASSMENT, "threshold": getattr(genai.types.HarmBlockThreshold, harassment)},
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{"category": genai.types.HarmCategory.HARM_CATEGORY_HATE_SPEECH, "threshold": getattr(genai.types.HarmBlockThreshold, hate_speech)},
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{"category": genai.types.HarmCategory.HARM_CATEGORY_SEXUALLY_EXPLICIT, "threshold": getattr(genai.types.HarmBlockThreshold, sexually_explicit)},
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{"category": genai.types.HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT, "threshold": getattr(genai.types.HarmBlockThreshold, dangerous_content)}
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]
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chat = model.start_chat(history=messages)
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response = chat.send_message(
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content,
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stream=True,
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generation_config=genai.types.GenerationConfig(
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temperature=temperature,
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max_output_tokens=max_tokens,
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top_p=top_p,
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top_k=top_k
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),
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safety_settings=safety_settings
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)
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buffer = ""
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for chunk in response:
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if hasattr(chunk, 'text') and chunk.text:
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buffer += chunk.text
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yield buffer
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time.sleep(0.01)
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if hasattr(chunk, 'finish_reason') and chunk.finish_reason:
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break
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if buffer:
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yield buffer
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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# π€ Google Gemini API Multimodal Chat
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Chat with Google Gemini AI models. Supports text and image interactions.
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## π Quick Start:
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1. Enter your Google AI API key
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2. Choose a model
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3. Start chatting!
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Enjoy your AI-powered conversation!
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""")
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with gr.Row():
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with gr.Column(scale=1):
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api_key = gr.Textbox(label="API Key", type="password", placeholder="Enter your Google AI API key")
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model = gr.Dropdown(
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label="Select Model",
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choices=[
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"gemini-1.5-pro",
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"gemini-1.5-pro-001",
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"gemini-1.5-pro-vision-latest",
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"gemini-1.5-pro-latest",
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"gemini-1.5-flash",
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"gemini-1.5-flash-002",
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"gemini-1.0-pro",
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"gemini-1.0-pro-001",
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"gemini-1.0-pro-vision-latest",
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"gemini-1.0-pro-latest"
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],
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value="gemini-1.5-pro",
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)
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system_prompt = gr.Textbox(label="System Prompt", placeholder="Enter a system prompt (optional)")
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with gr.Accordion("Common Settings", open=False):
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temperature = gr.Slider(minimum=0, maximum=1, value=0.7, step=0.1, label="Temperature")
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max_tokens = gr.Slider(minimum=1, maximum=2048, value=1000, step=1, label="Max Tokens")
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top_p = gr.Slider(minimum=0, maximum=1, value=0.95, step=0.01, label="Top P")
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top_k = gr.Slider(minimum=1, maximum=40, value=40, step=1, label="Top K")
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with gr.Accordion("Safety Settings", open=False):
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harassment = gr.Dropdown(label="Harassment", choices=["BLOCK_NONE", "BLOCK_ONLY_HIGH", "BLOCK_MEDIUM_AND_ABOVE", "BLOCK_LOW_AND_ABOVE"], value="BLOCK_MEDIUM_AND_ABOVE")
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hate_speech = gr.Dropdown(label="Hate Speech", choices=["BLOCK_NONE", "BLOCK_ONLY_HIGH", "BLOCK_MEDIUM_AND_ABOVE", "BLOCK_LOW_AND_ABOVE"], value="BLOCK_MEDIUM_AND_ABOVE")
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sexually_explicit = gr.Dropdown(label="Sexually Explicit", choices=["BLOCK_NONE", "BLOCK_ONLY_HIGH", "BLOCK_MEDIUM_AND_ABOVE", "BLOCK_LOW_AND_ABOVE"], value="BLOCK_MEDIUM_AND_ABOVE")
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dangerous_content = gr.Dropdown(label="Dangerous Content", choices=["BLOCK_NONE", "BLOCK_ONLY_HIGH", "BLOCK_MEDIUM_AND_ABOVE", "BLOCK_LOW_AND_ABOVE"], value="BLOCK_MEDIUM_AND_ABOVE")
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with gr.Column(scale=2):
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chatbot = gr.ChatInterface(
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fn=bot_streaming,
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additional_inputs=[
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api_key, model, system_prompt, temperature, max_tokens, top_p, top_k,
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harassment, hate_speech, sexually_explicit, dangerous_content
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],
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title="π¬ Chat with Google Gemini AI",
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description="Upload images or type your message to start the conversation.",
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retry_btn="π Retry",
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undo_btn="β©οΈ Undo",
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clear_btn="ποΈ Clear",
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multimodal=True,
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cache_examples=False,
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fill_height=True,
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)
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gr.Markdown("""
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## π§ Settings:
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- Adjust basic parameters in the "Common Settings" section
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- Fine-tune safety options in the "Safety Settings" section
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| 168 |
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- Upload images for multimodal interactions
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""")
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demo.launch(debug=True, share=True)
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