.

app.py

@@ -1,11 +1,7 @@
 # %%
-
 import os
 import json
 
-print('here I am')
-print(os.environ['TEST_SECRET'])
-
 pathToSettings = '../../env/ai.json'
 if os.path.exists(pathToSettings):
     # Load setting from Json outside of project.
@@ -28,6 +24,15 @@ from bs4 import BeautifulSoup
 import json
 import validators 
 
+pageCache = {}
+
+def json_safe_loads(jsonString):
+    try:
+        obj = json.loads(jsonString)
+    except ValueError as e:
+        return None
+    return obj
+
 def remove_keys(dictionary: dict, keyList: list):
     for key in keyList:        
         if key in dictionary:
@@ -35,117 +40,71 @@ def remove_keys(dictionary: dict, keyList: list):
 
 def get_recipe_as_json(url: str) -> dict: 
     
+    obj = json_safe_loads(url)
+    if obj is not None:        
+        if 'url' in obj:
+            url = obj['url']
+    
     url = url.replace("'", "").replace('"', '')
     
     if not validators.url(url):
         return {'error': 'Invalid url format', 'url': url }
+    
+    if url in pageCache:
+        return pageCache[url]    
 
     html = requests.get(url).text   
-    soup = BeautifulSoup(html, features='html.parser')
+    soup = BeautifulSoup(html)
     script = soup.find_all("script", {"id": "allrecipes-schema_1-0"})
 
     recipeDict = json.loads(script[0].text)[0]
     remove_keys(recipeDict, ['review', 'image', 'mainEntityOfPage', 'publisher'])
     
+    pageCache[url] = recipeDict
+    
     return recipeDict
 
 # url = "https://www.allrecipes.com/recipe/212498/easy-chicken-and-broccoli-alfredo/"
 # obj = get_recipe_as_json(url)
-# x = get_recipe_as_json('https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/')
+#x = get_recipe_as_json('{ "url": "https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/" }')
+# x = get_recipe_as_json('"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/"')
 # print(x)
 
+# %%
+x = json.loads('{ "url": "https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/"}')
+#x = json.loads('{"param1": 123}')
+print(type(x))
+
 # %% [markdown]
 # # Static recipe lists
 
 # %%
 dessertList = [
-   {
-      "title": "Chocolate Snack Cake",
-      "url": "https://www.allrecipes.com/chocolate-snack-cake-recipe-8350343"
-   },
-   {
-      "title": "Charred Spiced Pears with Smoky Vanilla Cherry Sauce",
-      "url": "https://www.allrecipes.com/charred-spiced-pears-with-smoky-vanilla-cherry-sauce-recipe-8347080"
-   },
-   {
-      "title": "Meringue Topped Banana Pudding",
-      "url": "https://www.allrecipes.com/meringue-topped-banana-pudding-recipe-8347040"
-   },
-   {
-      "title": "White Chocolate Cinnamon Toast Crunch Bars",
-      "url": "https://www.allrecipes.com/white-chocolate-cinnamon-toast-crunch-bars-recipe-7556790"
-   },
-   {
-      "title": "Plum Cobbler for Two",
-      "url": "https://www.allrecipes.com/plum-cobbler-for-two-recipe-8304143"
-   },
-   {
-      "title": "Pumpkin Cheesecake Cookies",
-      "url": "https://www.allrecipes.com/pumpkin-cheesecake-cookies-recipe-7972485"
-   },
-   {
-      "title": "Chocolate Whipped Cottage Cheese",
-      "url": "https://www.allrecipes.com/chocolate-whipped-cottage-cheese-recipe-8303272"
-   },
-   {
-      "title": "Nutella Ice Cream",
-      "url": "https://www.allrecipes.com/nutella-ice-cream-recipe-7508716"
-   },
-   {
-      "title": "3-Ingredient Banana Oatmeal Cookies",
-      "url": "https://www.allrecipes.com/3-ingredient-banana-oatmeal-cookies-recipe-7972686"
-   },
-   {
-      "title": "Caramel Apple Pie Cookies",
-      "url": "https://www.allrecipes.com/caramel-apple-pie-cookies-recipe-7642173"
-   }
+"https://www.allrecipes.com/chocolate-snack-cake-recipe-8350343",
+"https://www.allrecipes.com/charred-spiced-pears-with-smoky-vanilla-cherry-sauce-recipe-8347080",
+"https://www.allrecipes.com/meringue-topped-banana-pudding-recipe-8347040",
+"https://www.allrecipes.com/white-chocolate-cinnamon-toast-crunch-bars-recipe-7556790",
+"https://www.allrecipes.com/plum-cobbler-for-two-recipe-8304143",
+"https://www.allrecipes.com/pumpkin-cheesecake-cookies-recipe-7972485",
+"https://www.allrecipes.com/chocolate-whipped-cottage-cheese-recipe-8303272",
+"https://www.allrecipes.com/nutella-ice-cream-recipe-7508716",
+"https://www.allrecipes.com/3-ingredient-banana-oatmeal-cookies-recipe-7972686",
+"https://www.allrecipes.com/caramel-apple-pie-cookies-recipe-7642173"
 ]
 
 chickenDishList = [
-   {
-      "title": "Crispy Roasted Chicken",
-      "url": "https://www.allrecipes.com/recipe/228363/crispy-roasted-chicken/"
-   },
-   {
-      "title": "Roasted Spatchcocked Chicken With Potatoes",
-      "url": "https://www.allrecipes.com/recipe/254877/roasted-spatchcocked-chicken-with-potatoes/"
-   },
-   {
-      "title": "Easy Baked Chicken Thighs",
-      "url": "https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/"
-   },
-   {
-      "title": "Crispy Baked Chicken Thighs",
-      "url": "https://www.allrecipes.com/recipe/258878/crispy-baked-chicken-thighs/"
-   },
-   {
-      "title": "Crispy and Tender Baked Chicken Thighs",
-      "url": "https://www.allrecipes.com/recipe/235151/crispy-and-tender-baked-chicken-thighs/"
-   },
-   {
-      "title": "Million Dollar Chicken",
-      "url": "https://www.allrecipes.com/recipe/233953/million-dollar-chicken/"
-   },
-   {
-      "title": "Simple Whole Roasted Chicken",
-      "url": "https://www.allrecipes.com/recipe/70679/simple-whole-roasted-chicken/"
-   },
-   {
-      "title": "Beer Can Chicken",
-      "url": "https://www.allrecipes.com/recipe/214618/beer-can-chicken/"
-   },
-   {
-      "title": "Air Fryer Chicken Thighs",
-      "url": "https://www.allrecipes.com/recipe/272858/air-fryer-chicken-thighs/"
-   },
-   {
-      "title": "Happy Roast Chicken",
-      "url": "https://www.allrecipes.com/recipe/214478/happy-roast-chicken/"
-   }
+"https://www.allrecipes.com/recipe/228363/crispy-roasted-chicken/",
+"https://www.allrecipes.com/recipe/254877/roasted-spatchcocked-chicken-with-potatoes/",
+"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/",
+"https://www.allrecipes.com/recipe/258878/crispy-baked-chicken-thighs/",
+"https://www.allrecipes.com/recipe/235151/crispy-and-tender-baked-chicken-thighs/",
+"https://www.allrecipes.com/recipe/233953/million-dollar-chicken/",
+"https://www.allrecipes.com/recipe/70679/simple-whole-roasted-chicken/",
+"https://www.allrecipes.com/recipe/214618/beer-can-chicken/",
+"https://www.allrecipes.com/recipe/272858/air-fryer-chicken-thighs/",
+"https://www.allrecipes.com/recipe/214478/happy-roast-chicken/"
 ]
 
-
-
 # %% [markdown]
 # # Setup Tools
 
@@ -173,21 +132,21 @@ def get_recipe(url: str):
 
 get_recipe_as_json_tool = Tool(name='Get a Recipe tool', func=get_recipe, description="""
     Useful for fetching a particular recipe, you can only fetch a recipe with it's url, you must get that using another tool
-    It uses the https://schema.org/Recipe format to store it's recipes. 
+    The tool uses the https://schema.org/Recipe format to store it's recipes.     
     """)
 
 # Tool list
 tools = [list_chicken_recipes_tool, list_dessert_recipes_tool, get_recipe_as_json_tool]
 
 # %%
-print('Chicken dishes:')
-for i in chickenDishList:
-    print(i['title'])
+# print('Chicken dishes:')
+# for i in chickenDishList:
+#     print(i['title'])
     
-print('')
-print('Desserts:')
-for i in dessertList:
-    print(i['title'])
+# print('')
+# print('Desserts:')
+# for i in dessertList:
+#     print(i['title'])
 
 # %% [markdown]
 # # LLM
@@ -197,16 +156,23 @@ for i in dessertList:
 # 1 [tracking-inspecting-prompts-langchain-agents-weights-and-biases](https://kleiber.me/blog/2023/05/14/tracking-inspecting-prompts-langchain-agents-weights-and-biases/)
 
 # %%
-from langchain.agents import load_tools
-from langchain.agents import initialize_agent
-from langchain.llms import OpenAI
-from langchain.chat_models import ChatOpenAI
-from langchain.callbacks import StdOutCallbackHandler
-from langchain.agents import initialize_agent
+# from langchain.agents import load_tools
+# from langchain.agents import initialize_agent
+# from langchain.llms import OpenAI
+# from langchain.chat_models import ChatOpenAI
+# from langchain.callbacks import StdOutCallbackHandler
 
+# from langchain.agents import initialize_agent
 # llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'
-# agent = initialize_agent(agent="zero-shot-react-description", tools=tools, llm=llm, verbose=True, max_iterations=7, return_intermediate_steps=True)
 
+# agent = initialize_agent(
+#     agent="zero-shot-react-description", 
+#     tools=tools, 
+#     llm=llm,
+#     verbose=True,
+#     max_iterations=7,    
+#     return_intermediate_steps=True
+# )
 # system = "If the answer is not in the tools or context passed to you then don't answer. \nIf you don't know the answer then say so." 
 # #query = "Can you show tell me what ingredients I need for the first baked chicken recipe?"
 # #query = "Can you show tell me what ingredients I need for the last baked chicken recipe? "
@@ -216,27 +182,27 @@ from langchain.agents import initialize_agent
 # #query = "Is the moon closer to earth or the sun?"
 # #query = "How good are the apple pie cookies?"
 # query = "What tools do I need for the Nutella Ice Cream?"
-
 # #query = "My bowl is broken, can I still make Nutella Ice Cream? Answer as a yes/no."
+# #response = agent({"input": f"{system} {query}"})
 
-# response = agent({"input": f"{system} {query}"})
 
 # %%
+from langchain.agents import load_tools
+from langchain.agents import initialize_agent
+from langchain.llms import OpenAI
+from langchain.chat_models import ChatOpenAI
 from langchain.load.dump import dumps
 
-# %% [markdown]
-# # UI - Simple UI
-
-# %%
-import gradio as gr
-
 def ask_query(query):
    
    # LLM    
-   llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'
+   llm = ChatOpenAI(temperature=0.2, model_name='gpt-4') # 'gpt-3.5-turbo'
    agent = initialize_agent(agent="zero-shot-react-description", tools=tools, llm=llm, verbose=True, max_iterations=7, return_intermediate_steps=True)
-   system = "If the answer is not in the tools or context passed to you then don't answer. \nIf you don't know the answer then say so."    
-   response = agent({"input": f"{system} {query}"})
+   system = """
+   If the answer is not in the tools or context passed to you then don't answer. \n
+   If you don't know the answer then say so. \n   
+   """    
+   response = agent({"input": f"{system} [[RECIPENAME]] {query}"})
 
    # Show response    
    stepsDict = json.loads(dumps(response["intermediate_steps"], pretty=True))
@@ -255,6 +221,11 @@ def ask_query(query):
    resp += response['output']
    return resp
 
+# %% [markdown]
+# # UI - Simple UI
+
+# %%
+import gradio as gr
 
 with gr.Blocks() as demo:
     gr.Markdown("Start typing below and then click **Run** to see the output.")
@@ -263,6 +234,7 @@ with gr.Blocks() as demo:
             inp = gr.Textbox(placeholder="Type your question here?", label="Question")    
             btn = gr.Button("Run")  
             examples = ["Can you show tell me what ingredients I need for the first baked chicken recipe?",
+                "I have 15 guests coming to visit, if I make the 'Chocolate Snack Cake' recipe will there be enough? ",
                 "Can you show tell me what ingredients I need for the last baked chicken recipe? ",
                 "What is the best baked chicken recipe? Please look across all recipes with the word 'baked' in the title", # There are 3 baked chicken recipes
                 "Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take in total from start time to finish?",

demo-tools-1.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 278,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -28,31 +28,7 @@
     "    for key in settingsJson:\n",
     "        os.environ[key] = settingsJson[key]\n",
     "        \n",
-    "    del settingsJson\n",
-    "else:    \n",
-    "    # Manually set settings    \n",
-    "    os.environ['HUGGING_FACE_API_KEY'] = 'Get here: https://huggingface.co/settings/tokens'\n",
-    "    os.environ['OPENAI_API_KEY'] = 'Get here: https://platform.openai.com/account/api-keys'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 279,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
-      ]
-     },
-     "execution_count": 279,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "os.path.exists('noono.pj')"
+    "    del settingsJson"
    ]
   },
   {
@@ -64,15 +40,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 280,
+   "execution_count": 37,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'@context': 'http://schema.org', '@type': ['Recipe', 'NewsArticle'], 'headline': 'Easy Baked Chicken Thighs', 'datePublished': '2016-03-02T13:02:00.000-05:00', 'dateModified': '2023-03-07T10:00:00.000-05:00', 'author': [{'@type': 'Person', 'name': 'KALENG', 'url': 'https://www.allrecipes.com/cook/1118863'}], 'description': 'These easy baked chicken thighs, seasoned with onion and garlic, take just 30 minutes to bake in the oven for a quick and delicious weeknight meal.', 'video': {'@type': 'VideoObject', 'contentUrl': 'https://content.jwplatform.com/videos/a9jndB0U-K3AjnAEN.mp4', 'description': \"In this video, we show you how to make the easiest, 30-minute, baked chicken recipe. If you've got a baking dish, an oven, some chicken thighs, garlic powder, and onion flakes, then you've got yourself a quick and tasty little dinner. Whether you're a beginner cook or just need to get food on the table, this recipe is for you. Try adding new spices or maybe whip up a savory sauce to go with this. \", 'duration': 'PT47S', 'name': 'Easy Baked Chicken Thighs', 'thumbnailUrl': 'https://cdn.jwplayer.com/v2/media/a9jndB0U/poster.jpg?width=720', 'uploadDate': '2021-03-08T18:54:35.211-05:00'}, 'name': 'Easy Baked Chicken Thighs', 'aggregateRating': {'@type': 'AggregateRating', 'ratingValue': '4.2', 'ratingCount': '201'}, 'cookTime': 'PT30M', 'nutrition': {'@type': 'NutritionInformation', 'calories': '162 kcal', 'carbohydrateContent': '3 g', 'cholesterolContent': '69 mg', 'fiberContent': '0 g', 'proteinContent': '20 g', 'saturatedFatContent': '2 g', 'sodiumContent': '58 mg', 'sugarContent': '1 g', 'fatContent': '8 g', 'unsaturatedFatContent': '0 g'}, 'prepTime': 'PT5M', 'recipeCategory': ['Dinner'], 'recipeIngredient': ['4 chicken thighs', '4 teaspoons garlic powder', '4 teaspoons onion flakes'], 'recipeInstructions': [{'@type': 'HowToStep', 'text': 'Preheat the oven to 375 degrees F (190 degrees C).'}, {'@type': 'HowToStep', 'text': 'Place chicken thighs in a baking dish; season both sides with garlic powder and onion flakes.'}, {'@type': 'HowToStep', 'image': [{'@type': 'ImageObject', 'url': 'https://www.allrecipes.com/thmb/BOL-8G2Bl2He3S9qVHwSl0oBP5A=/1500x0/filters:no_upscale():max_bytes(150000):strip_icc()/4348465-easy-baked-chicken-thighs-Meoshia_P-1x1-1-88ab86050c154776a8d3c44260ae385d.jpg'}], 'text': 'Bake in the preheated oven until no longer pink at the bone and juices run clear, about 30 minutes. An instant-read thermometer inserted into thickest part of thigh, near the bone, should read 165 degrees F (74 degrees C).'}], 'recipeYield': ['4'], 'totalTime': 'PT35M', 'about': []}\n"
+     ]
+    }
+   ],
    "source": [
     "import requests\n",
     "from bs4 import BeautifulSoup\n",
     "import json\n",
     "import validators \n",
     "\n",
+    "pageCache = {}\n",
+    "\n",
+    "def json_safe_loads(jsonString):\n",
+    "    try:\n",
+    "        obj = json.loads(jsonString)\n",
+    "    except ValueError as e:\n",
+    "        return None\n",
+    "    return obj\n",
+    "\n",
     "def remove_keys(dictionary: dict, keyList: list):\n",
     "    for key in keyList:        \n",
     "        if key in dictionary:\n",
@@ -80,10 +73,18 @@
     "\n",
     "def get_recipe_as_json(url: str) -> dict: \n",
     "    \n",
+    "    obj = json_safe_loads(url)\n",
+    "    if obj is not None:        \n",
+    "        if 'url' in obj:\n",
+    "            url = obj['url']\n",
+    "    \n",
     "    url = url.replace(\"'\", \"\").replace('\"', '')\n",
     "    \n",
     "    if not validators.url(url):\n",
     "        return {'error': 'Invalid url format', 'url': url }\n",
+    "    \n",
+    "    if url in pageCache:\n",
+    "        return pageCache[url]    \n",
     "\n",
     "    html = requests.get(url).text   \n",
     "    soup = BeautifulSoup(html)\n",
@@ -92,14 +93,36 @@
     "    recipeDict = json.loads(script[0].text)[0]\n",
     "    remove_keys(recipeDict, ['review', 'image', 'mainEntityOfPage', 'publisher'])\n",
     "    \n",
+    "    pageCache[url] = recipeDict\n",
+    "    \n",
     "    return recipeDict\n",
     "\n",
     "# url = \"https://www.allrecipes.com/recipe/212498/easy-chicken-and-broccoli-alfredo/\"\n",
     "# obj = get_recipe_as_json(url)\n",
-    "# x = get_recipe_as_json('https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/')\n",
+    "#x = get_recipe_as_json('{ \"url\": \"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/\" }')\n",
+    "# x = get_recipe_as_json('\"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/\"')\n",
     "# print(x)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'dict'>\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = json.loads('{ \"url\": \"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/\"}')\n",
+    "#x = json.loads('{\"param1\": 123}')\n",
+    "print(type(x))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -109,94 +132,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 281,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "dessertList = [\n",
-    "   {\n",
-    "      \"title\": \"Chocolate Snack Cake\",\n",
-    "      \"url\": \"https://www.allrecipes.com/chocolate-snack-cake-recipe-8350343\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Charred Spiced Pears with Smoky Vanilla Cherry Sauce\",\n",
-    "      \"url\": \"https://www.allrecipes.com/charred-spiced-pears-with-smoky-vanilla-cherry-sauce-recipe-8347080\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Meringue Topped Banana Pudding\",\n",
-    "      \"url\": \"https://www.allrecipes.com/meringue-topped-banana-pudding-recipe-8347040\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"White Chocolate Cinnamon Toast Crunch Bars\",\n",
-    "      \"url\": \"https://www.allrecipes.com/white-chocolate-cinnamon-toast-crunch-bars-recipe-7556790\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Plum Cobbler for Two\",\n",
-    "      \"url\": \"https://www.allrecipes.com/plum-cobbler-for-two-recipe-8304143\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Pumpkin Cheesecake Cookies\",\n",
-    "      \"url\": \"https://www.allrecipes.com/pumpkin-cheesecake-cookies-recipe-7972485\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Chocolate Whipped Cottage Cheese\",\n",
-    "      \"url\": \"https://www.allrecipes.com/chocolate-whipped-cottage-cheese-recipe-8303272\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Nutella Ice Cream\",\n",
-    "      \"url\": \"https://www.allrecipes.com/nutella-ice-cream-recipe-7508716\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"3-Ingredient Banana Oatmeal Cookies\",\n",
-    "      \"url\": \"https://www.allrecipes.com/3-ingredient-banana-oatmeal-cookies-recipe-7972686\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Caramel Apple Pie Cookies\",\n",
-    "      \"url\": \"https://www.allrecipes.com/caramel-apple-pie-cookies-recipe-7642173\"\n",
-    "   }\n",
+    "\"https://www.allrecipes.com/chocolate-snack-cake-recipe-8350343\",\n",
+    "\"https://www.allrecipes.com/charred-spiced-pears-with-smoky-vanilla-cherry-sauce-recipe-8347080\",\n",
+    "\"https://www.allrecipes.com/meringue-topped-banana-pudding-recipe-8347040\",\n",
+    "\"https://www.allrecipes.com/white-chocolate-cinnamon-toast-crunch-bars-recipe-7556790\",\n",
+    "\"https://www.allrecipes.com/plum-cobbler-for-two-recipe-8304143\",\n",
+    "\"https://www.allrecipes.com/pumpkin-cheesecake-cookies-recipe-7972485\",\n",
+    "\"https://www.allrecipes.com/chocolate-whipped-cottage-cheese-recipe-8303272\",\n",
+    "\"https://www.allrecipes.com/nutella-ice-cream-recipe-7508716\",\n",
+    "\"https://www.allrecipes.com/3-ingredient-banana-oatmeal-cookies-recipe-7972686\",\n",
+    "\"https://www.allrecipes.com/caramel-apple-pie-cookies-recipe-7642173\"\n",
     "]\n",
     "\n",
     "chickenDishList = [\n",
-    "   {\n",
-    "      \"title\": \"Crispy Roasted Chicken\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/228363/crispy-roasted-chicken/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Roasted Spatchcocked Chicken With Potatoes\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/254877/roasted-spatchcocked-chicken-with-potatoes/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Easy Baked Chicken Thighs\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Crispy Baked Chicken Thighs\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/258878/crispy-baked-chicken-thighs/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Crispy and Tender Baked Chicken Thighs\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/235151/crispy-and-tender-baked-chicken-thighs/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Million Dollar Chicken\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/233953/million-dollar-chicken/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Simple Whole Roasted Chicken\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/70679/simple-whole-roasted-chicken/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Beer Can Chicken\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/214618/beer-can-chicken/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Air Fryer Chicken Thighs\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/272858/air-fryer-chicken-thighs/\"\n",
-    "   },\n",
-    "   {\n",
-    "      \"title\": \"Happy Roast Chicken\",\n",
-    "      \"url\": \"https://www.allrecipes.com/recipe/214478/happy-roast-chicken/\"\n",
-    "   }\n",
+    "\"https://www.allrecipes.com/recipe/228363/crispy-roasted-chicken/\",\n",
+    "\"https://www.allrecipes.com/recipe/254877/roasted-spatchcocked-chicken-with-potatoes/\",\n",
+    "\"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/\",\n",
+    "\"https://www.allrecipes.com/recipe/258878/crispy-baked-chicken-thighs/\",\n",
+    "\"https://www.allrecipes.com/recipe/235151/crispy-and-tender-baked-chicken-thighs/\",\n",
+    "\"https://www.allrecipes.com/recipe/233953/million-dollar-chicken/\",\n",
+    "\"https://www.allrecipes.com/recipe/70679/simple-whole-roasted-chicken/\",\n",
+    "\"https://www.allrecipes.com/recipe/214618/beer-can-chicken/\",\n",
+    "\"https://www.allrecipes.com/recipe/272858/air-fryer-chicken-thighs/\",\n",
+    "\"https://www.allrecipes.com/recipe/214478/happy-roast-chicken/\"\n",
     "]"
    ]
   },
@@ -209,7 +172,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 282,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -236,7 +199,7 @@
     "\n",
     "get_recipe_as_json_tool = Tool(name='Get a Recipe tool', func=get_recipe, description=\"\"\"\n",
     "    Useful for fetching a particular recipe, you can only fetch a recipe with it's url, you must get that using another tool\n",
-    "    It uses the https://schema.org/Recipe format to store it's recipes. \n",
+    "    The tool uses the https://schema.org/Recipe format to store it's recipes.     \n",
     "    \"\"\")\n",
     "\n",
     "# Tool list\n",
@@ -245,48 +208,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 283,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Chicken dishes:\n",
-      "Crispy Roasted Chicken\n",
-      "Roasted Spatchcocked Chicken With Potatoes\n",
-      "Easy Baked Chicken Thighs\n",
-      "Crispy Baked Chicken Thighs\n",
-      "Crispy and Tender Baked Chicken Thighs\n",
-      "Million Dollar Chicken\n",
-      "Simple Whole Roasted Chicken\n",
-      "Beer Can Chicken\n",
-      "Air Fryer Chicken Thighs\n",
-      "Happy Roast Chicken\n",
-      "\n",
-      "Desserts:\n",
-      "Chocolate Snack Cake\n",
-      "Charred Spiced Pears with Smoky Vanilla Cherry Sauce\n",
-      "Meringue Topped Banana Pudding\n",
-      "White Chocolate Cinnamon Toast Crunch Bars\n",
-      "Plum Cobbler for Two\n",
-      "Pumpkin Cheesecake Cookies\n",
-      "Chocolate Whipped Cottage Cheese\n",
-      "Nutella Ice Cream\n",
-      "3-Ingredient Banana Oatmeal Cookies\n",
-      "Caramel Apple Pie Cookies\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "print('Chicken dishes:')\n",
-    "for i in chickenDishList:\n",
-    "    print(i['title'])\n",
+    "# print('Chicken dishes:')\n",
+    "# for i in chickenDishList:\n",
+    "#     print(i['title'])\n",
     "    \n",
-    "print('')\n",
-    "print('Desserts:')\n",
-    "for i in dessertList:\n",
-    "    print(i['title'])"
+    "# print('')\n",
+    "# print('Desserts:')\n",
+    "# for i in dessertList:\n",
+    "#     print(i['title'])"
    ]
   },
   {
@@ -302,92 +235,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 284,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
-    "from langchain.agents import load_tools\n",
-    "from langchain.agents import initialize_agent\n",
-    "from langchain.llms import OpenAI\n",
-    "from langchain.chat_models import ChatOpenAI\n",
-    "from langchain.callbacks import StdOutCallbackHandler\n",
-    "\n",
-    "from langchain.agents import initialize_agent\n",
-    "llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'\n",
-    "\n",
-    "agent = initialize_agent(\n",
-    "    agent=\"zero-shot-react-description\", \n",
-    "    tools=tools, \n",
-    "    llm=llm,\n",
-    "    verbose=True,\n",
-    "    max_iterations=7,    \n",
-    "    return_intermediate_steps=True\n",
-    ")\n",
-    "system = \"If the answer is not in the tools or context passed to you then don't answer. \\nIf you don't know the answer then say so.\" \n",
-    "#query = \"Can you show tell me what ingredients I need for the first baked chicken recipe?\"\n",
-    "#query = \"Can you show tell me what ingredients I need for the last baked chicken recipe? \"\n",
-    "#query = \"What is the best baked chicken recipe? Please look across all recipes with the word 'baked' in the title\" # There are 3 baked chicken recipes\n",
-    "#query = \"Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take in total from start time to finish?\"\n",
-    "#query = \"Which is healthier the Caramel Apple Pie Cookies or the beer chicken? Please explain how you got to your answer.\"\n",
-    "#query = \"Is the moon closer to earth or the sun?\"\n",
-    "#query = \"How good are the apple pie cookies?\"\n",
-    "query = \"What tools do I need for the Nutella Ice Cream?\"\n",
-    "#query = \"My bowl is broken, can I still make Nutella Ice Cream? Answer as a yes/no.\"\n",
-    "#response = agent({\"input\": f\"{system} {query}\"})\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# UI - Simple UI"
+    "# from langchain.agents import load_tools\n",
+    "# from langchain.agents import initialize_agent\n",
+    "# from langchain.llms import OpenAI\n",
+    "# from langchain.chat_models import ChatOpenAI\n",
+    "# from langchain.callbacks import StdOutCallbackHandler\n",
+    "\n",
+    "# from langchain.agents import initialize_agent\n",
+    "# llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'\n",
+    "\n",
+    "# agent = initialize_agent(\n",
+    "#     agent=\"zero-shot-react-description\", \n",
+    "#     tools=tools, \n",
+    "#     llm=llm,\n",
+    "#     verbose=True,\n",
+    "#     max_iterations=7,    \n",
+    "#     return_intermediate_steps=True\n",
+    "# )\n",
+    "# system = \"If the answer is not in the tools or context passed to you then don't answer. \\nIf you don't know the answer then say so.\" \n",
+    "# #query = \"Can you show tell me what ingredients I need for the first baked chicken recipe?\"\n",
+    "# #query = \"Can you show tell me what ingredients I need for the last baked chicken recipe? \"\n",
+    "# #query = \"What is the best baked chicken recipe? Please look across all recipes with the word 'baked' in the title\" # There are 3 baked chicken recipes\n",
+    "# #query = \"Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take in total from start time to finish?\"\n",
+    "# #query = \"Which is healthier the Caramel Apple Pie Cookies or the beer chicken? Please explain how you got to your answer.\"\n",
+    "# #query = \"Is the moon closer to earth or the sun?\"\n",
+    "# #query = \"How good are the apple pie cookies?\"\n",
+    "# query = \"What tools do I need for the Nutella Ice Cream?\"\n",
+    "# #query = \"My bowl is broken, can I still make Nutella Ice Cream? Answer as a yes/no.\"\n",
+    "# #response = agent({\"input\": f\"{system} {query}\"})\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 309,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Running on local URL:  http://127.0.0.1:7923\n",
-      "\n",
-      "To create a public link, set `share=True` in `launch()`.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div><iframe src=\"http://127.0.0.1:7923/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": []
-     },
-     "execution_count": 309,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "import gradio as gr\n",
+    "from langchain.agents import load_tools\n",
+    "from langchain.agents import initialize_agent\n",
+    "from langchain.llms import OpenAI\n",
+    "from langchain.chat_models import ChatOpenAI\n",
+    "from langchain.load.dump import dumps\n",
     "\n",
     "def ask_query(query):\n",
     "   \n",
     "   # LLM    \n",
-    "   llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'\n",
+    "   llm = ChatOpenAI(temperature=0.2, model_name='gpt-4') # 'gpt-3.5-turbo'\n",
     "   agent = initialize_agent(agent=\"zero-shot-react-description\", tools=tools, llm=llm, verbose=True, max_iterations=7, return_intermediate_steps=True)\n",
-    "   system = \"If the answer is not in the tools or context passed to you then don't answer. \\nIf you don't know the answer then say so.\"    \n",
-    "   response = agent({\"input\": f\"{system} {query}\"})\n",
+    "   system = \"\"\"\n",
+    "   If the answer is not in the tools or context passed to you then don't answer. \\n\n",
+    "   If you don't know the answer then say so. \\n   \n",
+    "   \"\"\"    \n",
+    "   response = agent({\"input\": f\"{system} [[RECIPENAME]] {query}\"})\n",
     "\n",
     "   # Show response    \n",
     "   stepsDict = json.loads(dumps(response[\"intermediate_steps\"], pretty=True))\n",
@@ -404,56 +307,26 @@
     "\n",
     "   resp += '\\nFinal Thought:\\n'\n",
     "   resp += response['output']\n",
-    "   return resp\n",
-    "\n",
-    "\n",
-    "with gr.Blocks() as demo:\n",
-    "    gr.Markdown(\"Start typing below and then click **Run** to see the output.\")\n",
-    "    with gr.Row():\n",
-    "        with gr.Column():\n",
-    "            inp = gr.Textbox(placeholder=\"Type your question here or click on example below?\", label=\"Question\")    \n",
-    "            btn = gr.Button(\"Run\")  \n",
-    "            examples = [\"Can you show tell me what ingredients I need for the first baked chicken recipe?\",\n",
-    "                \"Can you show tell me what ingredients I need for the last baked chicken recipe? \",\n",
-    "                \"What is the best baked chicken recipe? Please look across all recipes with the word 'baked' in the title\", # There are 3 baked chicken recipes\n",
-    "                \"Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take in total from start time to finish?\",\n",
-    "                \"Which is healthier the Caramel Apple Pie Cookies or the beer chicken? Please explain how you got to your answer.\",\n",
-    "                \"Is the moon closer to earth or the sun?\",\n",
-    "                \"How good are the apple pie cookies?\",\n",
-    "                \"What tools do I need for the Nutella Ice Cream?\",\n",
-    "                \"My bowl is broken, can I still make Nutella Ice Cream? Answer as a yes/no.\"\n",
-    "                ]                 \n",
-    "            gr.Examples(examples, [inp])\n",
-    "        with gr.Column():\n",
-    "            out = gr.TextArea(label=\"ReAct Answer\", placeholder=\"The answer will go here...\")\n",
-    "    \n",
-    "    btn.click(fn=ask_query, inputs=inp, outputs=out)\n",
-    "    \n",
-    "demo.launch(show_error=True)"
+    "   return resp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# UI - Simple UI"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 289,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\gradio\\interface.py:330: UserWarning: The `allow_flagging` parameter in `Interface` nowtakes a string value ('auto', 'manual', or 'never'), not a boolean. Setting parameter to: 'never'.\n",
-      "  warnings.warn(\n",
-      "c:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\gradio\\utils.py:810: UserWarning: Expected 1 arguments for function <function ask_query at 0x00000155E63AAB90>, received 2.\n",
-      "  warnings.warn(\n",
-      "c:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\gradio\\utils.py:818: UserWarning: Expected maximum 1 arguments for function <function ask_query at 0x00000155E63AAB90>, received 2.\n",
-      "  warnings.warn(\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running on local URL:  http://127.0.0.1:7906\n",
+      "Running on local URL:  http://127.0.0.1:7866\n",
       "\n",
       "To create a public link, set `share=True` in `launch()`.\n"
      ]
@@ -461,7 +334,7 @@
     {
      "data": {
       "text/html": [
-       "<div><iframe src=\"http://127.0.0.1:7906/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+       "<div><iframe src=\"http://127.0.0.1:7866/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -474,44 +347,10 @@
      "data": {
       "text/plain": []
      },
-     "execution_count": 289,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import gradio as gr\n",
-    "\n",
-    "def ask_query(query):\n",
-    "    response = agent({\"input\": f\"{system} {query}\"})\n",
-    "    \n",
-    "    stepsDict = json.loads(dumps(response[\"intermediate_steps\"], pretty=True))\n",
-    "    resp = 'Below are the steps the agent took to get to the Final Answer. \\n\"Thought\" is the LLMs internal dialogue, \\n\"Action\" is the tool it will use to fetch the next piece of information. \\n\"Action Input\" is the input it passes the tool to fetch this information. \\n\"Action Response\" is what was returned from the tool to the LLM at that given step. '\n",
-    "    resp += '\\n\\n'\n",
-    "    resp += 'Steps to solve answer using ReAct\\n'\n",
-    "    for i in range(len(stepsDict)):\n",
-    "        resp += '##########################################\\n'\n",
-    "        resp += f'Step: {i+1} of {len(stepsDict)}\\n'\n",
-    "        resp += f\"Thought: {stepsDict[i][0]['kwargs']['log']}\\n\"\n",
-    "        resp += 'Below is what the tool returned...\\n'\n",
-    "        resp += f\"Action response: {stepsDict[i][1]}\\n\"        \n",
-    "        resp += '\\n'\n",
-    "\n",
-    "    resp += '\\nFinal Thought:\\n'\n",
-    "    resp += response['output']\n",
-    "    return resp\n",
-    "\n",
-    "demo = gr.Interface(fn=ask_query, inputs=[\"text\", \"text\"], outputs=\"text\", allow_flagging=False)\n",
-    "#gr.Markdown(\"# Hello there\")\n",
-    "#gr.Examples(\"text\", \"text\")\n",
-    "demo.launch(show_error=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 286,
-   "metadata": {},
-   "outputs": [
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -519,117 +358,48 @@
       "\n",
       "\n",
       "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
-      "\u001b[32;1m\u001b[1;3mI need to find the apple cookie pie recipe and check its rating.\n",
-      "Action: Dessert Recipes tool\n",
-      "Action Input: None\u001b[0m\n",
-      "Observation: \u001b[33;1m\u001b[1;3m[{'title': 'Chocolate Snack Cake', 'url': 'https://www.allrecipes.com/chocolate-snack-cake-recipe-8350343'}, {'title': 'Charred Spiced Pears with Smoky Vanilla Cherry Sauce', 'url': 'https://www.allrecipes.com/charred-spiced-pears-with-smoky-vanilla-cherry-sauce-recipe-8347080'}, {'title': 'Meringue Topped Banana Pudding', 'url': 'https://www.allrecipes.com/meringue-topped-banana-pudding-recipe-8347040'}, {'title': 'White Chocolate Cinnamon Toast Crunch Bars', 'url': 'https://www.allrecipes.com/white-chocolate-cinnamon-toast-crunch-bars-recipe-7556790'}, {'title': 'Plum Cobbler for Two', 'url': 'https://www.allrecipes.com/plum-cobbler-for-two-recipe-8304143'}, {'title': 'Pumpkin Cheesecake Cookies', 'url': 'https://www.allrecipes.com/pumpkin-cheesecake-cookies-recipe-7972485'}, {'title': 'Chocolate Whipped Cottage Cheese', 'url': 'https://www.allrecipes.com/chocolate-whipped-cottage-cheese-recipe-8303272'}, {'title': 'Nutella Ice Cream', 'url': 'https://www.allrecipes.com/nutella-ice-cream-recipe-7508716'}, {'title': '3-Ingredient Banana Oatmeal Cookies', 'url': 'https://www.allrecipes.com/3-ingredient-banana-oatmeal-cookies-recipe-7972686'}, {'title': 'Caramel Apple Pie Cookies', 'url': 'https://www.allrecipes.com/caramel-apple-pie-cookies-recipe-7642173'}]\u001b[0m\n",
-      "Thought:\u001b[32;1m\u001b[1;3mThe apple cookie pie recipe is not in the list of dessert recipes. I should say so.\n",
-      "Final Answer: I'm sorry, I couldn't find the apple cookie pie recipe.\u001b[0m\n",
+      "\u001b[32;1m\u001b[1;3mI need to use the Chicken Recipes tool to find the last baked chicken recipe.\n",
+      "Action: Chicken Recipes tool\n",
+      "Action Input: {}\u001b[0m\n",
+      "Observation: \u001b[36;1m\u001b[1;3m['https://www.allrecipes.com/recipe/228363/crispy-roasted-chicken/', 'https://www.allrecipes.com/recipe/254877/roasted-spatchcocked-chicken-with-potatoes/', 'https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/', 'https://www.allrecipes.com/recipe/258878/crispy-baked-chicken-thighs/', 'https://www.allrecipes.com/recipe/235151/crispy-and-tender-baked-chicken-thighs/', 'https://www.allrecipes.com/recipe/233953/million-dollar-chicken/', 'https://www.allrecipes.com/recipe/70679/simple-whole-roasted-chicken/', 'https://www.allrecipes.com/recipe/214618/beer-can-chicken/', 'https://www.allrecipes.com/recipe/272858/air-fryer-chicken-thighs/', 'https://www.allrecipes.com/recipe/214478/happy-roast-chicken/']\u001b[0m\n",
+      "Thought:\u001b[32;1m\u001b[1;3mThe last URL in the list seems to be the last baked chicken recipe. I need to use the Get a Recipe tool to fetch the recipe details.\n",
+      "Action: Get a Recipe tool\n",
+      "Action Input: {'url': 'https://www.allrecipes.com/recipe/214478/happy-roast-chicken/'}\u001b[0m\n",
+      "Observation: \u001b[38;5;200m\u001b[1;3m{'error': 'Invalid url format', 'url': '{url: https://www.allrecipes.com/recipe/214478/happy-roast-chicken/}'}\u001b[0m\n",
+      "Thought:\u001b[32;1m\u001b[1;3mThe URL format seems to be invalid. I can't fetch the recipe details with this URL. \n",
+      "Final Answer: I'm sorry, but I can't fetch the recipe details at the moment due to an invalid URL format.\u001b[0m\n",
       "\n",
       "\u001b[1m> Finished chain.\u001b[0m\n"
      ]
     }
    ],
-   "source": [
-    "# import gradio as gr\n",
-    "\n",
-    "# def ask_question(question):\n",
-    "    \n",
-    "#     # LLM   \n",
-    "#    llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'\n",
-    "#    agent = initialize_agent(agent=\"zero-shot-react-description\", tools=tools, llm=llm, verbose=True, max_iterations=7, return_intermediate_steps=True)\n",
-    "#    system = \"If the answer is not in the tools or context passed to you then don't answer. \\nIf you don't know the answer then say so.\" \n",
-    "#    # #question = \"Can you show tell me what ingredients I need for the first baked chicken recipe?\"\n",
-    "#    # #question = \"Can you show tell me what ingredients I need for the last baked chicken recipe? \"\n",
-    "#    # #question = \"What is the best baked chicken recipe? Please look across all recipes with the word 'baked' in the title\" # There are 3 baked chicken recipes\n",
-    "#    # #question = \"Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take in total from start time to finish?\"\n",
-    "#    # #question = \"Which is healthier the Caramel Apple Pie Cookies or the beer chicken? Please explain how you got to your answer.\"\n",
-    "#    # #question = \"Is the moon closer to earth or the sun?\"\n",
-    "#    # #question = \"How good are the apple pie cookies?\"\n",
-    "#    # #question = \"What tools do I need for the Nutella Ice Cream?\"\n",
-    "#    # #question = \"My bowl is broken, can I still make Nutella Ice Cream? Answer as a yes/no.\"\n",
-    "#    response = agent({\"input\": f\"{system} {question}\"})\n",
-    "\n",
-    "#    # Show response    \n",
-    "#    stepsDict = json.loads(dumps(response[\"intermediate_steps\"], pretty=True))\n",
-    "#    resp = 'Below are the steps the agent took to get to the Final Answer. \\n\"Thought\" is the LLMs internal dialogue, \\n\"Action\" is the tool it will use to fetch the next piece of information. \\n\"Action Input\" is the input it passes the tool to fetch this information. \\n\"Action Response\" is what was returned from the tool to the LLM at that given step. '\n",
-    "#    resp += '\\n\\n'\n",
-    "#    resp += 'Steps to solve answer using ReAct\\n'\n",
-    "#    for i in range(len(stepsDict)):\n",
-    "#       resp += '##########################################\\n'\n",
-    "#       resp += f'Step: {i+1} of {len(stepsDict)}\\n'\n",
-    "#       resp += f\"Thought: {stepsDict[i][0]['kwargs']['log']}\\n\"\n",
-    "#       resp += 'Below is what the tool returned...\\n'\n",
-    "#       resp += f\"Action response: {stepsDict[i][1]}\\n\"        \n",
-    "#       resp += '\\n'\n",
-    "\n",
-    "#    resp += '\\nFinal Thought:\\n'\n",
-    "#    resp += response['output']\n",
-    "#    return resp\n",
-    "\n",
-    "# with gr.Blocks() as demo:\n",
-    "#     openAIKeyBox = gr.Text(label=\"OpenAI Key\")\n",
-    "#     queryTB = gr.Textbox(label=\"Query\")\n",
-    "#     submitBtn = gr.Button(\"Submit\")\n",
-    "#     submitBtn.click(\n",
-    "#         ask_question\n",
-    "#     )\n",
-    "\n",
-    "# # demo = gr.Interface(fn=ask_query, inputs=\"text\", outputs=\"text\", allow_flagging=False)\n",
-    "# # #gr.Markdown(\"# Hello there\")\n",
-    "# # #gr.Examples(\"text\", \"text\")\n",
-    "# # demo.launch(show_error=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 291,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Running on local URL:  http://127.0.0.1:7908\n",
-      "\n",
-      "To create a public link, set `share=True` in `launch()`.\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<div><iframe src=\"http://127.0.0.1:7908/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": []
-     },
-     "execution_count": 291,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
     "import gradio as gr\n",
-    "def update(name):\n",
-    "    return f\"Welcome to Gradio, {name}!\"\n",
     "\n",
     "with gr.Blocks() as demo:\n",
     "    gr.Markdown(\"Start typing below and then click **Run** to see the output.\")\n",
     "    with gr.Row():\n",
-    "        inp = gr.Textbox(placeholder=\"What is your name?\")\n",
-    "        out = gr.Textbox()\n",
-    "    btn = gr.Button(\"Run\")\n",
-    "    btn.click(fn=update, inputs=inp, outputs=out)\n",
-    "\n",
-    "demo.launch()"
+    "        with gr.Column():\n",
+    "            inp = gr.Textbox(placeholder=\"Type your question here?\", label=\"Question\")    \n",
+    "            btn = gr.Button(\"Run\")  \n",
+    "            examples = [\"Can you show tell me what ingredients I need for the first baked chicken recipe?\",\n",
+    "                \"I have 15 guests coming to visit, if I make the 'Chocolate Snack Cake' recipe will there be enough? \",\n",
+    "                \"Can you show tell me what ingredients I need for the last baked chicken recipe? \",\n",
+    "                \"What is the best baked chicken recipe? Please look across all recipes with the word 'baked' in the title\", # There are 3 baked chicken recipes\n",
+    "                \"Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take in total from start time to finish?\",\n",
+    "                \"Which is healthier the Caramel Apple Pie Cookies or the beer chicken? Please explain how you got to your answer.\",\n",
+    "                \"Is the moon closer to earth or the sun?\",\n",
+    "                \"How good are the apple pie cookies?\",\n",
+    "                \"What tools do I need for the Nutella Ice Cream?\",\n",
+    "                \"My bowl is broken, can I still make Nutella Ice Cream? Answer as a yes/no.\"\n",
+    "                ]                 \n",
+    "            gr.Examples(examples, [inp])\n",
+    "        with gr.Column():\n",
+    "            out = gr.TextArea(label=\"ReAct Answer\", placeholder=\"The answer will go here...\")\n",
+    "    \n",
+    "    btn.click(fn=ask_query, inputs=inp, outputs=out)\n",
+    "    \n",
+    "demo.launch(show_error=True)"
    ]
   }
  ],