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Runtime error
Update app.py
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app.py
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@@ -8,65 +8,78 @@ import base64
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# Initialize the Together AI client
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client = Together(api_key=os.environ.get('TOGETHER_API_KEY'))
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def encode_image(
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def chat_with_image(message, image, history):
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# Prepare the messages
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messages = [{"role": "system", "content": "You are a helpful assistant that can analyze images and text."}]
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for human, assistant in history:
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if
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# This is an image message
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messages.append({
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"role": "user",
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"content": [
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{encoded_image}"}},
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{"type": "text", "text": message}
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]
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})
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else:
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messages.append({"role": "user", "content": human})
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messages.append({"role": "assistant", "content": assistant})
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# Add the current message
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if image is not None:
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encoded_image = encode_image(Image.open(image))
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messages.append({
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"role": "user",
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"content": [
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{encoded_image}"}},
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{"type": "text", "text": message}
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]
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})
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else:
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messages.append({"role": "user", "content": message})
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# Call the Together AI API
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# Create the Gradio interface
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with gr.Blocks() as demo:
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@@ -76,17 +89,17 @@ with gr.Blocks() as demo:
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clear = gr.Button("Clear")
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def user(user_message, image, history):
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if image
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return "", None, history + [["Image
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else:
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return "", None, history + [[user_message, None]]
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def bot(history):
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user_message = history[-1][0]
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image = None
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if user_message.startswith("Image
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image =
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user_message =
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bot_message = chat_with_image(user_message, image, history[:-1])
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history[-1][1] = ""
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# Initialize the Together AI client
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client = Together(api_key=os.environ.get('TOGETHER_API_KEY'))
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def encode_image(image_path):
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try:
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with Image.open(image_path) as img:
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buffered = io.BytesIO()
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img.save(buffered, format="PNG")
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return base64.b64encode(buffered.getvalue()).decode('utf-8')
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except Exception as e:
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print(f"Error encoding image: {e}")
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return None
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def chat_with_image(message, image, history):
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# Prepare the messages
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messages = [{"role": "system", "content": "You are a helpful assistant that can analyze images and text."}]
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for human, assistant in history:
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if human.startswith("Image: "):
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# This is an image message
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image_path = human.split(": ", 1)[1]
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encoded_image = encode_image(image_path)
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if encoded_image:
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messages.append({
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"role": "user",
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"content": [
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{encoded_image}"}},
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{"type": "text", "text": "What's in this image?"}
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]
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})
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else:
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messages.append({"role": "user", "content": "I tried to upload an image, but there was an error."})
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else:
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# This is a text-only message
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messages.append({"role": "user", "content": human})
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messages.append({"role": "assistant", "content": assistant})
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# Add the current message
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if image:
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encoded_image = encode_image(image)
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if encoded_image:
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messages.append({
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"role": "user",
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"content": [
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{"type": "image_url", "image_url": {"url": f"data:image/png;base64,{encoded_image}"}},
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{"type": "text", "text": message or "What's in this image?"}
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]
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})
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else:
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messages.append({"role": "user", "content": "I tried to upload an image, but there was an error."})
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else:
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messages.append({"role": "user", "content": message})
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# Call the Together AI API
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try:
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response = client.chat.completions.create(
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model="meta-llama/Llama-3.2-11B-Vision-Instruct-Turbo",
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messages=messages,
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max_tokens=512,
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temperature=0.7,
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top_p=0.7,
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top_k=50,
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repetition_penalty=1,
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stop=["<|eot_id|>", "<|eom_id|>"],
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stream=True
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)
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# Accumulate the response
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full_response = ""
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for chunk in response:
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if chunk.choices[0].delta.content is not None:
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full_response += chunk.choices[0].delta.content
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yield full_response
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except Exception as e:
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yield f"An error occurred: {str(e)}"
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# Create the Gradio interface
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with gr.Blocks() as demo:
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clear = gr.Button("Clear")
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def user(user_message, image, history):
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if image:
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return "", None, history + [[f"Image: {image}", None]]
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else:
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return "", None, history + [[user_message, None]]
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def bot(history):
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user_message = history[-1][0]
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image = None
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if user_message.startswith("Image: "):
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image = user_message.split(": ", 1)[1]
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user_message = "What's in this image?"
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bot_message = chat_with_image(user_message, image, history[:-1])
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history[-1][1] = ""
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