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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}"} | |
prompt1 = """ | |
word: risk | |
poem using word: And then the day came, | |
when the risk | |
to remain tight | |
in a bud | |
was more painful | |
than the risk | |
it took | |
to blossom. | |
word: """ | |
prompt2 = """ | |
Q: Joy has 5 balls. He buys 2 more cans of balls. Each can has 3 balls. How many balls he has now? | |
A: Joy had 5 balls. 2 cans of 3 balls each is 6 balls. 5 + 6 = 11. Answer is 11. | |
Q: Jane has 16 balls. Half balls are golf balls, and half golf balls are red. How many red golf balls are there? | |
A: """ | |
prompt3 = """Q: A juggler can juggle 16 balls. Half of the balls are golf balls, and half of the golf balls are blue. How many blue golf balls are there? | |
A: Let’s think step by step. | |
""" | |
def text_generate(prompt, generated_txt): #, input_prompt_sql ): #, input_prompt_dalle2): | |
print(f"*****Inside text_generate - Prompt is :{prompt}") | |
#if input_prompt_sql != '': | |
# prompt = input_prompt_sql #"Instruction: Given an input question, respond with syntactically correct PostgreSQL\nInput: " +input_prompt_sql + "\nPostgreSQL query: " | |
#elif input_prompt_dalle2 !='': | |
# prompt = "Dalle Prompt: " + input_prompt_dalle2 + "\nNew Dalle Prompt: " | |
json_ = {"inputs": prompt, | |
"parameters": | |
{ | |
"top_p": 0.9, | |
"temperature": 1.1, | |
"max_new_tokens": 250, | |
"return_full_text": True, | |
"do_sample":True, | |
}, | |
"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 | |
if len(generated_txt) == 0 : | |
display_output = final_solution | |
else: | |
display_output = generated_txt[:-len(prompt)] + final_solution | |
new_prompt = final_solution[len(prompt):] | |
print(f"new prompt for next cycle is : {new_prompt}") | |
print(f"display_output for printing on screen is : {display_output}") | |
if len(new_prompt) == 0: | |
temp_text = display_output[::-1] | |
print(f"What is the last character of sentence? : {temp_text[0]}") | |
if temp_text[1] == '.': | |
first_period_loc = temp_text[2:].find('.') + 1 | |
print(f"Location of last Period is: {first_period_loc}") | |
new_prompt = display_output[-first_period_loc:-1] | |
print(f"Not sending blank as prompt so new prompt for next cycle is : {new_prompt}") | |
else: | |
print("HERE") | |
first_period_loc = temp_text.find('.') | |
print(f"Location of last Period is : {first_period_loc}") | |
new_prompt = display_output[-first_period_loc:-1] | |
print(f"Not sending blank as prompt so new prompt for next cycle is : {new_prompt}") | |
display_output = display_output[:-1] | |
return display_output, new_prompt #generated_txt+prompt #final_solution | |
demo = gr.Blocks() | |
with demo: | |
gr.Markdown("<h1><center>Bloom</center></h1>") | |
gr.Markdown( | |
"""Testing Bloom for SQL generation """ | |
) | |
with gr.Row(): | |
#example_prompt = gr.Radio( ["Q: A juggler can juggle 16 balls. Half of the balls are golf balls, and half of the golf balls are blue. How many blue golf balls are there?\nA: Let’s think step by step.\n"], label= "Choose a sample Prompt") | |
#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: ", | |
#"Instruction: Given an input question, respond with syntactically correct PostgreSQL\nInput: Create a query that displays empfname, emplname, deptid, deptname, location from employee table. Results should be in the ascending order based on the empfname and location.\nPostgreSQL query: ", | |
#"Instruction: Given an input question, respond with syntactically correct PostgreSQL. Only use tables called 'employees'.\nInput: What is the total salary paid to all the employees?\nPostgreSQL query: ", | |
#"Instruction: Given an input question, respond with syntactically correct PostgreSQL. Only use tables called 'employees'.\nInput: List names of all the employees whose name end with 'r'.\nPostgreSQL query: ", | |
#"Instruction: Given an input question, respond with syntactically correct PostgreSQL. Only use tables called 'employees'.\nInput: What are the number of employees in each department?\nPostgreSQL query: ", | |
#"Instruction: Given an input question, respond with syntactically correct PostgreSQL. Only use table called 'employees'.\nInput: Select names of all theemployees who have third character in their name as 't'.\nPostgreSQL query: ", | |
#"Instruction: Given an input question, respond with syntactically correct PostgreSQL. Only use table called 'employees'.\nInput: Select names of all the employees who are working under 'Peter'\nPostgreSQL query: ", ], label= "Choose a sample Prompt") | |
#"Dalle Prompt: Cyberwave vaporpunk art of a kneeling figure, looking up at a glowing neon book icon, smoke and mist, pink and blue lighting, cybernetic sci-fi render\nNew Dalle Prompt: " ], label= "Choose a sample Prompt") | |
#with gr.Row(): | |
input_prompt = gr.Textbox(label="Write some text to get started...", lines=3) #input_prompt_sql | |
#input_prompt_dalle2 = gr.Textbox(label="Or Write sample Dalle2 prompts to get more Prompt ideas...") | |
#input_prompt2 = gr.Textbox(label="Write some text to get started...", lines=3, visible=False) #input_prompt_sql | |
#input_word = gr.Textbox(placeholder="Enter a word here to generate text ...") | |
with gr.Row(): | |
generated_txt = gr.Textbox(lines=7, visible = True) | |
#output_image = gr.Image(type="filepath", shape=(256,256)) | |
b1 = gr.Button("Generate Text") | |
#b2 = gr.Button("Generate Image") | |
b1.click(text_generate, inputs=[input_prompt, generated_txt], outputs=[generated_txt, input_prompt]) #input_word #input_prompt_dalle2 #input_prompt_sql #example_prompt | |
#b2.click(poem_to_image, poem_txt, output_image) | |
#examples=examples | |
demo.launch(enable_queue=True, debug=True) |