import gradio as gr import requests import os ##Bloom API_URL = "https://api-inference.huggingface.co/models/bigscience/bloom" HF_TOKEN = os.environ["HF_TOKEN"] headers = {"Authorization": f"Bearer {HF_TOKEN}"} def sql_generate(prompt, input_prompt_sql ): print(f"*****Inside SQL_generate - Prompt is :{prompt}") print(f"length of input_prompt_sql is {len(input_prompt_sql)}") print(f"length of prompt is {len(prompt)}") if len(prompt) == 0: prompt = input_prompt_sql json_ = {"inputs": prompt, "parameters": { "top_p": 0.9, "temperature": 1.1, "max_new_tokens": 250, "return_full_text": False, }, "options": {"use_cache": True, "wait_for_model": True, },} response = requests.post(API_URL, headers=headers, json=json_) print(f"Response is : {response}") output = response.json() print(f"output is : {output}") output_tmp = output[0]['generated_text'] print(f"output_tmp is: {output_tmp}") solution = output_tmp.split("\nQ:")[0] print(f"Final response after splits is: {solution}") if '\nOutput:' in solution: final_solution = solution.split("\nOutput:")[0] print(f"Response after removing output is: {final_solution}") elif '\n\n' in solution: final_solution = solution.split("\n\n")[0] print(f"Response after removing new line entries is: {final_solution}") else: final_solution = solution return final_solution demo = gr.Blocks() with demo: gr.Markdown("

Bloom Explorer

") gr.Markdown( """Exploration of the capabilities of the [BigScienceW Bloom](https://twitter.com/BigscienceW) large language model. \n This Space is created by [Samim](https://samim.io) for research and fun""" ) with gr.Row(): example_prompt = gr.Radio( [ "Instruction: Given an input question, respond with syntactically correct PostgreSQL\nInput: How many users signed up in the past month?\nPostgreSQL query: "], label= "Choose a sample Prompt") #with gr.Column: input_prompt_sql = gr.Textbox(label="Write text to prompt the model", value="Once upon a time in a land far away", lines=6) with gr.Row(): generated_txt = gr.Textbox(lines=3) b1 = gr.Button("Generate Text") b1.click(sql_generate,inputs=[example_prompt, input_prompt_sql], outputs=generated_txt) with gr.Row(): gr.Markdown("![visitor badge](https://visitor-badge.glitch.me/badge?page_id=samim-bloom-exploration)") demo.launch(enable_queue=True, debug=True)