create

app.py

@@ -0,0 +1,99 @@
+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 sql_generate(prompt, input_prompt_sql ): 
+
+  print(f"*****Inside SQL_generate - Prompt is :{prompt}")
+  if input_prompt_sql != '':
+    prompt = "Instruction: Given an input question, respond with syntactically correct PostgreSQL\nInput: " +input_prompt_sql + "\nPostgreSQL query: "
+    
+  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}")
+  output_tmp = output[0]['generated_text']
+  print(f"output_tmp is: {output_tmp}")
+  solution = output_tmp.split("\nQ:")[0]   #output[0]['generated_text'].split("Q:")[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("<h1><center>Bloom</center></h1>")
+  gr.Markdown(
+        """Testing Bloom for SQL generation """
+        )
+  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: ", 
+    "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 table 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 table 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 table 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")
+    
+    input_prompt_sql = gr.Textbox(label="Or Write text following the above pattern to get SQL commands...", value="Instruction: Given an input question, respond with syntactically correct PostgreSQL. Only use table called 'department'.\nInput: Select names of all the departments in descending alphabetical order of department names.\nPostgreSQL query: ")
+    
+  with gr.Row():
+    generated_txt = gr.Textbox(lines=7)
+  
+  b1 = gr.Button("Generate SQL")
+
+  b1.click(sql_generate,inputs=[example_prompt, input_prompt_sql], outputs=generated_txt) 
+
+demo.launch(enable_queue=True, debug=True)