Spaces:
Running
on
Zero
Running
on
Zero
Commit
·
ce9b3a4
1
Parent(s):
cdceb5d
Update to use reka
Browse files- README.md +1 -1
- app.py +156 -51
- requirements.txt +1 -0
README.md
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@@ -11,4 +11,4 @@ license: apache-2.0
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short_description: A chat interface to use Reka Flash 3 OSS apache model
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---
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An example chatbot using [Gradio](https://gradio.app), [`huggingface_hub`](https://huggingface.co/docs/huggingface_hub/v0.22.2/en/index), and the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).
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short_description: A chat interface to use Reka Flash 3 OSS apache model
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---
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An example chatbot using [Gradio](https://gradio.app), [`huggingface_hub`](https://huggingface.co/docs/huggingface_hub/v0.22.2/en/index), and the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).
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app.py
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import gradio as gr
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from huggingface_hub import InferenceClient
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def
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message,
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temperature,
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top_p,
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messages.append({"role": "user", "content": val[0]})
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if val[1]:
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messages.append({"role": "assistant", "content": val[1]})
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messages,
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max_tokens=max_tokens,
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stream=True,
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temperature=temperature,
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top_p=top_p,
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import gradio as gr
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from huggingface_hub import InferenceClient
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# Configuration
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MODEL_NAME = "RekaAI/reka-flash-3"
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DEFAULT_MAX_LENGTH = 1024
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DEFAULT_TEMPERATURE = 0.7
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# System prompt
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SYSTEM_PROMPT = """You are Reka Flash-3, a helpful AI assistant created by Reka AI.
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Provide detailed, helpful answers while maintaining safety.
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Format responses clearly using markdown when appropriate."""
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def generate_response(
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message,
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chat_history,
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system_prompt,
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max_length,
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temperature,
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top_p,
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top_k,
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repetition_penalty,
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presence_penalty,
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frequency_penalty,
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show_reasoning
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):
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# Format the prompt
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formatted_prompt = f"System: {system_prompt}\n\nUser: {message}\n\nAssistant:"
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# Create client
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client = InferenceClient()
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# Generate response
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response = client.text_generation(
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MODEL_NAME,
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prompt=formatted_prompt,
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max_new_tokens=max_length,
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temperature=temperature,
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top_p=top_p,
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top_k=top_k,
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repetition_penalty=repetition_penalty,
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presence_penalty=presence_penalty,
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frequency_penalty=frequency_penalty,
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details=show_reasoning,
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)
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# Extract reasoning and final answer if available
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reasoning = ""
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final_answer = response
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if show_reasoning and hasattr(response, 'details'):
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reasoning = response.details.get('reasoning', '')
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final_answer = response.generated_text
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# Update chat history
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chat_history.append((message, final_answer))
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# Create full history with reasoning
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full_history = list(chat_history)
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if show_reasoning and reasoning:
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full_history[-1] = (full_history[-1][0], f"{final_answer}\n\nREASONING:\n{reasoning}")
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return "", chat_history, reasoning if show_reasoning else ""
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# UI Components
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with gr.Blocks(title="Reka Flash-3 Chat Demo", theme=gr.themes.Soft()) as demo:
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# Header Section
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gr.Markdown(f"""
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# Reka Flash-3 Chat Interface
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*Powered by [Reka Core AI](https://www.reka.ai/)*
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""")
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# Deployment Notice
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with gr.Accordion("Important Deployment Notice", open=True):
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gr.Markdown(f"""
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**To deploy this model on Hugging Face Spaces:**
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1. Request access to Reka Flash-3 from [Hugging Face Hub](https://huggingface.co/{MODEL_NAME})
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2. Ensure you have Hugging Face PRO subscription
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3. Add your HF token in Space settings
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4. Set `GPU_SMALL` or higher in Space hardware settings
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""")
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# Chat Interface
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with gr.Row():
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chatbot = gr.Chatbot(height=500)
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reasoning_display = gr.Textbox(
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label="Model Reasoning",
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interactive=False,
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visible=True,
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lines=20,
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max_lines=20
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)
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# Input Section
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with gr.Row():
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message = gr.Textbox(
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label="Your Message",
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placeholder="Type your message here...",
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lines=3,
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max_lines=6
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)
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submit_btn = gr.Button("Send", variant="primary")
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# Parameters
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with gr.Accordion("Normal Options", open=False):
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with gr.Row():
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max_length = gr.Slider(128, 4096, value=DEFAULT_MAX_LENGTH, label="Max Length")
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temperature = gr.Slider(0.1, 2.0, value=DEFAULT_TEMPERATURE, label="Temperature")
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with gr.Accordion("Advanced Options", open=False):
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with gr.Row():
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top_p = gr.Slider(0.0, 1.0, value=0.95, label="Top-p")
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top_k = gr.Slider(1, 100, value=50, label="Top-k")
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repetition_penalty = gr.Slider(0.1, 2.0, value=1.1, label="Repetition Penalty")
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with gr.Row():
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presence_penalty = gr.Slider(-2.0, 2.0, value=0.0, label="Presence Penalty")
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frequency_penalty = gr.Slider(-2.0, 2.0, value=0.0, label="Frequency Penalty")
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# System Prompt
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system_prompt = gr.Textbox(
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label="System Prompt",
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value=SYSTEM_PROMPT,
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lines=3
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)
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# Debug Options
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show_reasoning = gr.Checkbox(
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label="Show Model Reasoning",
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value=True
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)
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# Event Handling
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submit_btn.click(
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generate_response,
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inputs=[
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message,
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chatbot,
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system_prompt,
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max_length,
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temperature,
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top_p,
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top_k,
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repetition_penalty,
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presence_penalty,
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frequency_penalty,
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show_reasoning
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],
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outputs=[message, chatbot, reasoning_display]
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)
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message.submit(
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generate_response,
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inputs=[
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message,
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chatbot,
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system_prompt,
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max_length,
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temperature,
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top_p,
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top_k,
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repetition_penalty,
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presence_penalty,
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frequency_penalty,
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show_reasoning
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],
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outputs=[message, chatbot, reasoning_display]
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)
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# Deployment instructions
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demo.launch(debug=True)
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requirements.txt
CHANGED
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huggingface_hub==0.25.2
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gradio>=3.50
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huggingface_hub==0.25.2
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