sql

Constants.py

@@ -0,0 +1,169 @@
+from datetime import datetime
+'''
+ai generated data
+'''
+
+bakery_orders_data = [
+    {
+        "order_id": 1,
+        "ingredient_name": "Flour",
+        "supplier_name": "Supplier A",
+        "quantity_ordered": 50.00,
+        "unit": "kg",
+        "price_per_unit": 1.20,
+        "total_cost": 60.00,  # This can be calculated as quantity_ordered * price_per_unit
+        "order_date": datetime.strptime("2023-10-01 10:00:00","%Y-%m-%d %H:%M:%S" )
+
+    },
+    {
+        "order_id": 2,
+        "ingredient_name": "Sugar",
+        "supplier_name": "Supplier B",
+        "quantity_ordered": 20.00,
+        "unit": "kg",
+        "price_per_unit": 0.80,
+        "total_cost": 16.00,
+        "order_date": datetime.strptime( "2023-10-02 11:30:00","%Y-%m-%d %H:%M:%S" )
+    },
+    {
+        "order_id": 3,
+        "ingredient_name": "Butter",
+        "supplier_name": "Supplier C",
+        "quantity_ordered": 10.00,
+        "unit": "kg",
+        "price_per_unit": 3.00,
+        "total_cost": 30.00,
+        "order_date": datetime.strptime( "2023-10-03 09:15:00","%Y-%m-%d %H:%M:%S" )
+    },
+    {
+        "order_id": 4,
+        "ingredient_name": "Eggs",
+        "supplier_name": "Supplier D",
+        "quantity_ordered": 5.00,
+        "unit": "dozen",
+        "price_per_unit": 2.50,
+        "total_cost": 12.50,
+        "order_date": datetime.strptime( "2023-10-04 14:45:00","%Y-%m-%d %H:%M:%S" )
+    },
+    {
+        "order_id": 5,
+        "ingredient_name": "Baking Powder",
+        "supplier_name": "Supplier E",
+        "quantity_ordered": 2.00,
+        "unit": "kg",
+        "price_per_unit": 4.00,
+        "total_cost": 8.00,
+        "order_date": datetime.strptime( "2023-10-05 08:30:00","%Y-%m-%d %H:%M:%S" )
+    }
+]
+
+baking_recipes = [
+    {
+        "name": "Lemon Blueberry Muffins",
+        "ingredients": [
+            "1 1/2 cups all-purpose flour",
+            "1/2 cup sugar",
+            "2 tsp baking powder",
+            "1/2 tsp salt",
+            "1/2 cup milk",
+            "1/3 cup vegetable oil",
+            "1 large egg",
+            "1 tsp vanilla extract",
+            "1 cup fresh blueberries",
+            "Zest of 1 lemon",
+            "Juice of 1 lemon"
+        ],
+        "instructions": [
+            "Preheat the oven to 375°F (190°C) and line a muffin tin with paper liners.",
+            "In a bowl, mix flour, sugar, baking powder, and salt.",
+            "In another bowl, whisk together milk, oil, egg, vanilla, lemon zest, and lemon juice.",
+            "Combine wet and dry ingredients until just mixed, then fold in blueberries.",
+            "Spoon the batter into the muffin tin and bake for 18-20 minutes."
+        ]
+    },
+    {
+        "name": "Chocolate Chip Cookies",
+        "ingredients": [
+            "1 cup unsalted butter, softened",
+            "3/4 cup sugar",
+            "3/4 cup brown sugar",
+            "1 tsp vanilla extract",
+            "2 large eggs",
+            "2 1/4 cups all-purpose flour",
+            "1 tsp baking soda",
+            "1/2 tsp salt",
+            "2 cups chocolate chips"
+        ],
+        "instructions": [
+            "Preheat the oven to 350°F (175°C).",
+            "In a bowl, cream together butter, sugar, and brown sugar until smooth.",
+            "Beat in vanilla and eggs one at a time.",
+            "In another bowl, combine flour, baking soda, and salt.",
+            "Gradually blend dry ingredients into the wet mixture.",
+            "Stir in chocolate chips.",
+            "Drop by rounded tablespoons onto ungreased baking sheets and bake for 9-11 minutes."
+        ]
+    },
+    {
+        "name": "Banana Bread",
+        "ingredients": [
+            "3 ripe bananas, mashed",
+            "1/3 cup melted butter",
+            "1 tsp baking soda",
+            "Pinch of salt",
+            "3/4 cup sugar",
+            "1 large egg, beaten",
+            "1 tsp vanilla extract",
+            "1 1/2 cups all-purpose flour"
+        ],
+        "instructions": [
+            "Preheat the oven to 350°F (175°C) and grease a 4x8 inch loaf pan.",
+            "In a mixing bowl, mix the mashed bananas with the melted butter.",
+            "Stir in baking soda and salt.",
+            "Add sugar, egg, and vanilla, and mix well.",
+            "Finally, mix in the flour until just incorporated.",
+            "Pour the batter into the prepared loaf pan and bake for 60-65 minutes."
+        ]
+    },
+    {
+        "name": "Cinnamon Rolls",
+        "ingredients": [
+            "4 cups all-purpose flour",
+            "1/4 cup sugar",
+            "1 packet (2 1/4 tsp) active dry yeast",
+            "1 tsp salt",
+            "1 cup milk, warmed",
+            "1/4 cup unsalted butter, melted",
+            "2 large eggs",
+            "1/2 cup brown sugar",
+            "2 tbsp cinnamon",
+            "1/4 cup unsalted butter, softened (for filling)",
+            "1 cup powdered sugar (for icing)",
+            "2-3 tbsp milk (for icing)"
+        ],
+        "instructions": [
+            "In a bowl, combine flour, sugar, yeast, and salt.",
+            "In another bowl, mix warm milk, melted butter, and eggs.",
+            "Combine wet and dry ingredients and knead until smooth.",
+            "Let the dough rise for 1 hour.",
+            "Roll out the dough, spread softened butter, and sprinkle with brown sugar and cinnamon.",
+            "Roll up the dough and cut into slices.",
+            "Place in a greased baking dish and let rise for another 30 minutes.",
+            "Bake at 350°F (175°C) for 25-30 minutes.",
+            "Mix powdered sugar and milk to make icing and drizzle over warm rolls."
+        ]
+    },
+    {
+        "name": "Pumpkin Pie",
+        "ingredients": [
+            "1 (9-inch) pie crust",
+            "1 can (15 oz) pumpkin puree",
+            "3/4 cup sugar",
+            "1/2 tsp salt",
+            "1 tsp ground cinnamon",
+            "1/2 tsp ground ginger",
+            "1/4 tsp ground nutmeg",
+            "1/4 tsp ground cloves",
+            "3 large eggs",
+            "1 can (12 oz) evaporated milk"
+        ]},]

app.py

@@ -13,9 +13,9 @@ from sqlalchemy import (
     Integer,
     Float,
     insert,
-    text,
+    text, Numeric, DateTime,func
 )
-
+import datetime
 import gradio as gr
 import os
 from smolagents import Tool, CodeAgent, HfApiModel, stream_to_gradio
@@ -24,123 +24,12 @@ from dotenv import load_dotenv
 from langchain.docstore.document import Document
 import chromadb
 from chromadb.utils import embedding_functions
-
+from Constants import bakery_orders_data,baking_recipes
 load_dotenv()
 #sample questions
 # What is the average each customer paid?
 #  Create a sql statement and invoke your sql_engine tool
 
-baking_recipes = [
-    {
-        "name": "Lemon Blueberry Muffins",
-        "ingredients": [
-            "1 1/2 cups all-purpose flour",
-            "1/2 cup sugar",
-            "2 tsp baking powder",
-            "1/2 tsp salt",
-            "1/2 cup milk",
-            "1/3 cup vegetable oil",
-            "1 large egg",
-            "1 tsp vanilla extract",
-            "1 cup fresh blueberries",
-            "Zest of 1 lemon",
-            "Juice of 1 lemon"
-        ],
-        "instructions": [
-            "Preheat the oven to 375°F (190°C) and line a muffin tin with paper liners.",
-            "In a bowl, mix flour, sugar, baking powder, and salt.",
-            "In another bowl, whisk together milk, oil, egg, vanilla, lemon zest, and lemon juice.",
-            "Combine wet and dry ingredients until just mixed, then fold in blueberries.",
-            "Spoon the batter into the muffin tin and bake for 18-20 minutes."
-        ]
-    },
-    {
-        "name": "Chocolate Chip Cookies",
-        "ingredients": [
-            "1 cup unsalted butter, softened",
-            "3/4 cup sugar",
-            "3/4 cup brown sugar",
-            "1 tsp vanilla extract",
-            "2 large eggs",
-            "2 1/4 cups all-purpose flour",
-            "1 tsp baking soda",
-            "1/2 tsp salt",
-            "2 cups chocolate chips"
-        ],
-        "instructions": [
-            "Preheat the oven to 350°F (175°C).",
-            "In a bowl, cream together butter, sugar, and brown sugar until smooth.",
-            "Beat in vanilla and eggs one at a time.",
-            "In another bowl, combine flour, baking soda, and salt.",
-            "Gradually blend dry ingredients into the wet mixture.",
-            "Stir in chocolate chips.",
-            "Drop by rounded tablespoons onto ungreased baking sheets and bake for 9-11 minutes."
-        ]
-    },
-    {
-        "name": "Banana Bread",
-        "ingredients": [
-            "3 ripe bananas, mashed",
-            "1/3 cup melted butter",
-            "1 tsp baking soda",
-            "Pinch of salt",
-            "3/4 cup sugar",
-            "1 large egg, beaten",
-            "1 tsp vanilla extract",
-            "1 1/2 cups all-purpose flour"
-        ],
-        "instructions": [
-            "Preheat the oven to 350°F (175°C) and grease a 4x8 inch loaf pan.",
-            "In a mixing bowl, mix the mashed bananas with the melted butter.",
-            "Stir in baking soda and salt.",
-            "Add sugar, egg, and vanilla, and mix well.",
-            "Finally, mix in the flour until just incorporated.",
-            "Pour the batter into the prepared loaf pan and bake for 60-65 minutes."
-        ]
-    },
-    {
-        "name": "Cinnamon Rolls",
-        "ingredients": [
-            "4 cups all-purpose flour",
-            "1/4 cup sugar",
-            "1 packet (2 1/4 tsp) active dry yeast",
-            "1 tsp salt",
-            "1 cup milk, warmed",
-            "1/4 cup unsalted butter, melted",
-            "2 large eggs",
-            "1/2 cup brown sugar",
-            "2 tbsp cinnamon",
-            "1/4 cup unsalted butter, softened (for filling)",
-            "1 cup powdered sugar (for icing)",
-            "2-3 tbsp milk (for icing)"
-        ],
-        "instructions": [
-            "In a bowl, combine flour, sugar, yeast, and salt.",
-            "In another bowl, mix warm milk, melted butter, and eggs.",
-            "Combine wet and dry ingredients and knead until smooth.",
-            "Let the dough rise for 1 hour.",
-            "Roll out the dough, spread softened butter, and sprinkle with brown sugar and cinnamon.",
-            "Roll up the dough and cut into slices.",
-            "Place in a greased baking dish and let rise for another 30 minutes.",
-            "Bake at 350°F (175°C) for 25-30 minutes.",
-            "Mix powdered sugar and milk to make icing and drizzle over warm rolls."
-        ]
-    },
-    {
-        "name": "Pumpkin Pie",
-        "ingredients": [
-            "1 (9-inch) pie crust",
-            "1 can (15 oz) pumpkin puree",
-            "3/4 cup sugar",
-            "1/2 tsp salt",
-            "1 tsp ground cinnamon",
-            "1/2 tsp ground ginger",
-            "1/4 tsp ground nutmeg",
-            "1/4 tsp ground cloves",
-            "3 large eggs",
-            "1 can (12 oz) evaporated milk"
-        ]},]
-
 
 @spaces.GPU
 def dummy():
@@ -243,57 +132,40 @@ def init_db(_engine):
             with _engine.begin() as connection:
                 connection.execute(stmt)
 
-    table_name = "receipts"
-    receipts = Table(
-        table_name,
-        metadata_obj,
-        Column("receipt_id", Integer, primary_key=True),
-        Column("customer_name", String(16), primary_key=True),
-        Column("price", Float),
-        Column("tip", Float),
-    )
-    metadata_obj.create_all(_engine)
-
-    rows = [
-        {"receipt_id": 1, "customer_name": "Alan Payne", "price": 12.06, "tip": 1.20},
-        {"receipt_id": 2, "customer_name": "Alex Mason", "price": 23.86, "tip": 0.24},
-        {
-            "receipt_id": 3,
-            "customer_name": "Woodrow Wilson",
-            "price": 53.43,
-            "tip": 5.43,
-        },
-        {
-            "receipt_id": 4,
-            "customer_name": "Margaret James",
-            "price": 21.11,
-            "tip": 1.00,
-        },
-    ]
-    insert_rows_into_table(rows, receipts)
-
-    table_name = "waiters"
-    waiters = Table(
-        table_name,
+    baking_ingredients_order = Table(
+        'baking_ingredients_order',  # Table name
         metadata_obj,
-        Column("receipt_id", Integer, primary_key=True),
-        Column("waiter_name", String(16), primary_key=True),
+        Column("order_id", Integer, primary_key=True, autoincrement=True),
+        Column("ingredient_name", String(100), nullable=False),
+        Column("supplier_name", String(100), nullable=False),
+        Column("quantity_ordered", Numeric(10, 2), nullable=False),
+        Column("unit", String(50), nullable=False),
+        Column("price_per_unit", Numeric(10, 2), nullable=False),
+        Column("total_cost", Numeric(10, 2),
+               default=func.expr('quantity_ordered * price_per_unit'),
+               nullable=False),
+        Column("order_date", DateTime, default=datetime.datetime.now())
     )
     metadata_obj.create_all(_engine)
+    insert_rows_into_table(bakery_orders_data, baking_ingredients_order)
 
-    rows = [
-        {"receipt_id": 1, "waiter_name": "Corey Johnson"},
-        {"receipt_id": 2, "waiter_name": "Michael Watts"},
-        {"receipt_id": 3, "waiter_name": "Michael Watts"},
-        {"receipt_id": 4, "waiter_name": "Margaret James"},
-    ]
-    insert_rows_into_table(rows, waiters)
     return _engine
 
 
 if __name__ == "__main__":
-    engine = create_engine("sqlite:///:localhost:")
+    engine = create_engine("sqlite:///sqlite3.sqlite")
     engine = init_db(engine)
+    source_docs = HuggingFaceDatasetLoader("MuskumPillerum/General-Knowledge", "Answer").load()[:100]
+    text_splitter = RecursiveCharacterTextSplitter(
+        chunk_size=500,
+        chunk_overlap=50,
+        add_start_index=True,
+        strip_whitespace=True,
+        separators=["\n\n", "\n", ".", " ", ""],
+    )
+    docs_processed = text_splitter.split_documents(source_docs)
+    retriever_tool = RetrieverTool(docs_processed)
+
     model = HfApiModel(
         model_id="Qwen/Qwen2.5-Coder-32B-Instruct",
         # model_id="meta-llama/Meta-Llama-3.1-8B-Instruct",
@@ -306,16 +178,6 @@ if __name__ == "__main__":
         max_steps=10,
         verbosity_level=1,
     )
-    source_docs = HuggingFaceDatasetLoader("MuskumPillerum/General-Knowledge", "Answer").load()[:100]
-    text_splitter = RecursiveCharacterTextSplitter(
-        chunk_size=500,
-        chunk_overlap=50,
-        add_start_index=True,
-        strip_whitespace=True,
-        separators=["\n\n", "\n", ".", " ", ""],
-    )
-    docs_processed = text_splitter.split_documents(source_docs)
-    retriever_tool = RetrieverTool(docs_processed)
 
 
     retriever_agent = CodeAgent(