AliInamdar commited on
Commit
454008d
Β·
verified Β·
1 Parent(s): 64b7268

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +23 -31
app.py CHANGED
@@ -5,25 +5,22 @@ import requests
5
  import re
6
  import os
7
 
8
- # Load API Key
9
  def get_api_key():
10
  key = os.getenv("TOGETHER_API_KEY")
11
- print("πŸ” API KEY:", "FOUND" if key else "NOT FOUND")
12
  if not key:
13
- raise RuntimeError("πŸ”΄ MISSING TOGETHER_API_KEY!")
14
  return key
15
 
16
  API_KEY = get_api_key()
17
 
18
- # Generate SQL with detailed logging
19
  def generate_sql(prompt, df):
20
  schema = ", ".join([f"{col} ({dtype})" for col, dtype in df.dtypes.items()])
21
  full_prompt = f"""You are a SQL expert. Table 'df' schema: {schema}
22
-
23
  User question: "{prompt}"
24
  Return only valid SQL."""
25
- print("πŸ“’ FULL PROMPT:\n", full_prompt)
26
-
27
  url = "https://api.together.xyz/v1/completions"
28
  headers = {
29
  "Authorization": f"Bearer {API_KEY}",
@@ -32,20 +29,15 @@ Return only valid SQL."""
32
  payload = {
33
  "model": "mistralai/Mixtral-8x7B-Instruct-v0.1",
34
  "prompt": full_prompt,
35
- "max_tokens": 200,
36
- "temperature": 0.2
37
  }
38
- print("πŸ“‘ Calling Together API:", url, payload)
39
  resp = requests.post(url, headers=headers, json=payload)
40
- print("🟒 HTTP Status:", resp.status_code)
41
- print("🧾 Response Body:", resp.text)
42
  resp.raise_for_status()
43
- j = resp.json()
44
- if "choices" in j:
45
- return j["choices"][0]["text"].strip()
46
- return j.get("output", "")
47
 
48
- # Clean SQL
49
  def clean_sql(sql, cols):
50
  sql = sql.replace("`", '"')
51
  for c in cols:
@@ -53,27 +45,27 @@ def clean_sql(sql, cols):
53
  sql = re.sub(rf'\b{re.escape(c)}\b', f'"{c}"', sql)
54
  return sql
55
 
56
- # Main function
57
- def chat_interface(file, q):
58
  try:
59
  df = pd.read_excel(file)
60
- sql = generate_sql(q, df)
61
  sql = clean_sql(sql, df.columns)
62
- print("βœ… Final SQL:", sql)
63
- df_res = duckdb.query(sql).to_df()
64
- return f"πŸ“œ SQL:\n```sql\n{sql}\n```", df_res
65
  except Exception as e:
66
- print("πŸ”₯ EXCEPTION:", repr(e))
67
  return f"❌ Error: {e}", pd.DataFrame()
68
 
 
69
  with gr.Blocks() as demo:
70
- gr.Markdown("## SQL Chatbot – Debug Mode")
71
- file_in = gr.File(label="Upload Excel")
72
- q_in = gr.Textbox(label="Question")
73
- bt = gr.Button("Run")
74
- md = gr.Markdown()
75
- tbl = gr.Dataframe()
76
- bt.click(chat_interface, [file_in, q_in], [md, tbl])
 
77
 
78
  if __name__ == "__main__":
79
  demo.launch()
 
5
  import re
6
  import os
7
 
8
+ # Securely load Together API Key
9
  def get_api_key():
10
  key = os.getenv("TOGETHER_API_KEY")
 
11
  if not key:
12
+ raise RuntimeError("πŸ”΄ TOGETHER_API_KEY not found!")
13
  return key
14
 
15
  API_KEY = get_api_key()
16
 
17
+ # Generate SQL from prompt
18
  def generate_sql(prompt, df):
19
  schema = ", ".join([f"{col} ({dtype})" for col, dtype in df.dtypes.items()])
20
  full_prompt = f"""You are a SQL expert. Table 'df' schema: {schema}
 
21
  User question: "{prompt}"
22
  Return only valid SQL."""
23
+
 
24
  url = "https://api.together.xyz/v1/completions"
25
  headers = {
26
  "Authorization": f"Bearer {API_KEY}",
 
29
  payload = {
30
  "model": "mistralai/Mixtral-8x7B-Instruct-v0.1",
31
  "prompt": full_prompt,
32
+ "max_tokens": 300,
33
+ "temperature": 0.3
34
  }
35
+
36
  resp = requests.post(url, headers=headers, json=payload)
 
 
37
  resp.raise_for_status()
38
+ return resp.json()["choices"][0]["text"].strip()
 
 
 
39
 
40
+ # Clean SQL for DuckDB
41
  def clean_sql(sql, cols):
42
  sql = sql.replace("`", '"')
43
  for c in cols:
 
45
  sql = re.sub(rf'\b{re.escape(c)}\b', f'"{c}"', sql)
46
  return sql
47
 
48
+ # Main interface logic
49
+ def chat_interface(file, question):
50
  try:
51
  df = pd.read_excel(file)
52
+ sql = generate_sql(question, df)
53
  sql = clean_sql(sql, df.columns)
54
+ result_df = duckdb.query(sql).to_df()
55
+ return f"πŸ“œ SQL:\n```sql\n{sql}\n```", result_df
 
56
  except Exception as e:
 
57
  return f"❌ Error: {e}", pd.DataFrame()
58
 
59
+ # Gradio UI
60
  with gr.Blocks() as demo:
61
+ gr.Markdown("## πŸ“Š Excel SQL Chatbot using Together API")
62
+ file_input = gr.File(label="πŸ“‚ Upload Excel File (.xlsx)")
63
+ question = gr.Textbox(label="🧠 Ask your SQL question")
64
+ submit = gr.Button("πŸš€ Generate & Run")
65
+ sql_output = gr.Markdown()
66
+ result_table = gr.Dataframe()
67
+
68
+ submit.click(fn=chat_interface, inputs=[file_input, question], outputs=[sql_output, result_table])
69
 
70
  if __name__ == "__main__":
71
  demo.launch()