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| import gradio as gr | |
| import sqlite3 | |
| import pandas as pd | |
| import time | |
| import huggingface_hub | |
| import shutil | |
| import os | |
| import datetime | |
| from apscheduler.schedulers.background import BackgroundScheduler | |
| from rag_output import rag_response | |
| TOKEN = os.environ.get('HFW_TOKEN') | |
| def llm_response(message, history): | |
| res = rag_response(message) | |
| for i in range(len(res)): | |
| time.sleep(0.02) | |
| yield res[: i+1] | |
| # return res | |
| def vote(response: gr.LikeData): | |
| if response.liked: | |
| add_review(1, response.value) | |
| else: | |
| add_review(0, response.value) | |
| examples = ["What are the recommended NPK dosage for maize varieties?", | |
| # "What are the recommended chemical treatments to control army worms in wheat crops?", | |
| "Heavy rains are predicted next week. Is my rice crop ready for this, or should I harvest early?", | |
| "What crops can I grow during the dry season to use water more efficiently?", | |
| "How can I improve the health of my soil after a wheat harvest, using natural methods?", | |
| # "Are there crop rotation techniques that can reduce fertilizer needs for barley?" | |
| ] | |
| # js_func = """ | |
| # function refresh() { | |
| # const url = new URL(window.location); | |
| # if (url.searchParams.get('__theme') !== 'light') { | |
| # url.searchParams.set('__theme', 'light'); | |
| # window.location.href = url.href; | |
| # } | |
| # } | |
| # """ | |
| description = "Hi! I am akṣara, an AI agronomist and I am here to help you with agriculture advisories for crops like paddy, wheat, maize, Sorghum, Barley, Cotton, Sugarcane, Soybean and Millets for the Indian subcontinent." | |
| title = "akṣara" | |
| theme = gr.themes.Soft(primary_hue="sky",) | |
| chatbot = gr.Chatbot(height="450px", | |
| show_copy_button=True, | |
| show_label=False, | |
| avatar_images=("user.webp","cropin.png")) | |
| textbox = gr.Textbox(placeholder="Ask akṣara...", | |
| min_width=300) | |
| with gr.Blocks(theme=theme, title=title, css="footer {visibility: hidden}") as akshara: | |
| gr.HTML("""<h1 style='font-family: sans-serif; text-align: center; font-size: 34px'> | |
| <i style='color: #04A5D9' >akṣara</i> </h1>""") | |
| gr.HTML("""<h3 style='font-family: sans-serif; text-align: left'> | |
| Welcome! </h3>""") | |
| # with gr.Column(): | |
| chatbot.like(vote, None, None) | |
| gr.ChatInterface(fn=llm_response, | |
| examples=examples, | |
| cache_examples=False, | |
| chatbot=chatbot, | |
| description=description, | |
| retry_btn="Retry", | |
| undo_btn="Undo", | |
| clear_btn="Clear", | |
| submit_btn="Ask", | |
| textbox=textbox | |
| ) | |
| gr.HTML("""<h3 style='font-family: sans-serif; text-align: left'> | |
| Disclaimer: Beta Test version #1.0 - akṣara is still in the beta testing stage and please verify information with agronomy experts or local extensions officers | |
| """) | |
| def display_ui(): | |
| akshara.launch() | |
| if __name__ == "__main__": | |
| display_ui() | |
| pass | |