import gradio as gr import requests API_URL = "https://sendthat.cc" def search_document(index_name, query, k): url = f"{API_URL}/search/{index_name}" payload = {"text": query, "k": k} headers = {"Content-Type": "application/json"} response = requests.post(url, json=payload, headers=headers) results = response.json() formatted_results = [] for result in results.get('results', []): metadata = result.get('metadata', {}) formatted_result = f"Source: {metadata.get('source', 'Unknown')}\n" formatted_result += f"Page: {metadata.get('page', 'Unknown')}\n" formatted_result += f"Content: {metadata.get('content', 'No content available')}\n" formatted_result += f"Distance: {result.get('distance', 'Unknown')}\n" formatted_results.append(formatted_result) return "\n\n".join(formatted_results) def qa_document(index_name, question, k): url = f"{API_URL}/qa/{index_name}" payload = {"text": question, "k": k} headers = {"Content-Type": "application/json"} response = requests.post(url, json=payload, headers=headers) result = response.json() answer = result.get('answer', 'No answer available') sources = result.get('sources', []) formatted_sources = [] for source in sources: formatted_source = f"Source: {source.get('source', 'Unknown')}\n" formatted_source += f"Relevance Score: {source.get('relevance_score', 'Unknown')}" formatted_sources.append(formatted_source) formatted_result = f"Answer: {answer}\n\nSources:\n" + "\n\n".join(formatted_sources) return formatted_result with gr.Blocks() as demo: gr.Markdown("# Document Search and Question Answering System") index_name = gr.Textbox(label="Index Name", value="default") with gr.Tab("Search"): search_input = gr.Textbox(label="Search Query") search_k = gr.Slider(1, 10, 5, step=1, label="Number of Results") search_button = gr.Button("Search") search_output = gr.Textbox(label="Search Results", lines=10) search_button.click(search_document, inputs=[index_name, search_input, search_k], outputs=search_output) with gr.Tab("Question Answering"): qa_input = gr.Textbox(label="Question") qa_k = gr.Slider(1, 10, 5, step=1, label="Number of Contexts to Consider") qa_button = gr.Button("Ask Question") qa_output = gr.Textbox(label="Answer and Sources", lines=10) qa_button.click(qa_document, inputs=[index_name, qa_input, qa_k], outputs=qa_output) demo.launch()