Playing with intermediate steps

demo-tools-1.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -35,28 +35,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
     "import requests\n",
     "from bs4 import BeautifulSoup\n",
-    "\n",
-    "import dateutil.parser\n",
-    "from datetime import datetime\n",
     "import json\n",
     "\n",
+    "def remove_keys(dictionary: dict, keyList: list):\n",
+    "    for key in keyList:        \n",
+    "        if key in dictionary:\n",
+    "            del dictionary[key]    \n",
+    "\n",
     "def get_recipe_as_json(url: str) -> dict: \n",
+    "    url = url.replace(\"'\", \"\").replace('\"', '')\n",
     "    html = requests.get(url).text   \n",
     "    soup = BeautifulSoup(html)\n",
     "    script = soup.find_all(\"script\", {\"id\": \"allrecipes-schema_1-0\"})\n",
     "\n",
     "    recipeDict = json.loads(script[0].text)[0]\n",
-    "    del recipeDict['review']\n",
-    "    del recipeDict['image']\n",
-    "    del recipeDict['mainEntityOfPage']\n",
-    "    del recipeDict['publisher']\n",
-    "    del recipeDict['thumbnailUrl']\n",
+    "    remove_keys(recipeDict, ['review', 'image', 'mainEntityOfPage', 'publisher'])\n",
+    "    # del recipeDict['review']\n",
+    "    # del recipeDict['image']\n",
+    "    # del recipeDict['mainEntityOfPage']\n",
+    "    # del recipeDict['publisher']\n",
     "    \n",
     "    return recipeDict\n",
     "\n",
@@ -73,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -174,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -200,7 +203,7 @@
     "    return get_recipe_as_json(url)\n",
     "\n",
     "get_recipe_as_json_tool = Tool(name='Get a Recipe tool', func=get_recipe, description=\"\"\"\n",
-    "    Useful for fetching a particular recipe. \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",
     "    \"\"\")\n",
     "\n",
@@ -210,49 +213,66 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 30,
    "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",
-      "\n",
-      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
-      "\u001b[32;1m\u001b[1;3mI need to check the Chicken Recipes tool to see if there is a recipe that includes alcohol in its ingredients.\n",
-      "Action: Chicken Recipes tool\n",
-      "Action Input: None\u001b[0m\n",
-      "Observation: \u001b[36;1m\u001b[1;3m[{'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/'}]\u001b[0m\n",
-      "Thought:\u001b[32;1m\u001b[1;3mThe 'Beer Can Chicken' recipe likely includes alcohol as an ingredient. I should use the Get a Recipe tool to confirm this and find out how long it takes to prepare.\n",
-      "Action: Get a Recipe tool\n",
-      "Action Input: 'https://www.allrecipes.com/recipe/214618/beer-can-chicken/'\u001b[0m"
+      "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"
      ]
-    },
+    }
+   ],
+   "source": [
+    "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'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
     {
-     "ename": "InvalidSchema",
-     "evalue": "No connection adapters were found for \"'https://www.allrecipes.com/recipe/214618/beer-can-chicken/'\"",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mInvalidSchema\u001b[0m                             Traceback (most recent call last)",
-      "\u001b[1;32mc:\\sc\\ai\\rag-demo-1\\demo-tools-1.ipynb Cell 8\u001b[0m line \u001b[0;36m2\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=12'>13</a>\u001b[0m zero_shot_agent \u001b[39m=\u001b[39m initialize_agent(\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=13'>14</a>\u001b[0m     agent\u001b[39m=\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mzero-shot-react-description\u001b[39m\u001b[39m\"\u001b[39m, \n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=14'>15</a>\u001b[0m     tools\u001b[39m=\u001b[39mtools, \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=17'>18</a>\u001b[0m     max_iterations\u001b[39m=\u001b[39m\u001b[39m7\u001b[39m,\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=18'>19</a>\u001b[0m )\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=20'>21</a>\u001b[0m \u001b[39m#zero_shot_agent.run(\"Can you show tell me what ingredients I need for the first baked chicken recipe? \")\u001b[39;00m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=21'>22</a>\u001b[0m \u001b[39m#zero_shot_agent.run(\"Can you show tell me what ingredients I need for the last baked chicken recipe? \")\u001b[39;00m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=22'>23</a>\u001b[0m \u001b[39m#zero_shot_agent.run(\"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\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=23'>24</a>\u001b[0m zero_shot_agent\u001b[39m.\u001b[39;49mrun(\u001b[39m\"\u001b[39;49m\u001b[39mIs there a Chicken recipe that\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39ms prepared with an alchohol? And if so how long does it take to prepare?\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\chains\\base.py:503\u001b[0m, in \u001b[0;36mChain.run\u001b[1;34m(self, callbacks, tags, metadata, *args, **kwargs)\u001b[0m\n\u001b[0;32m    501\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m!=\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[0;32m    502\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39m`run` supports only one positional argument.\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m--> 503\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m(args[\u001b[39m0\u001b[39;49m], callbacks\u001b[39m=\u001b[39;49mcallbacks, tags\u001b[39m=\u001b[39;49mtags, metadata\u001b[39m=\u001b[39;49mmetadata)[\n\u001b[0;32m    504\u001b[0m         _output_key\n\u001b[0;32m    505\u001b[0m     ]\n\u001b[0;32m    507\u001b[0m \u001b[39mif\u001b[39;00m kwargs \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m args:\n\u001b[0;32m    508\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m(kwargs, callbacks\u001b[39m=\u001b[39mcallbacks, tags\u001b[39m=\u001b[39mtags, metadata\u001b[39m=\u001b[39mmetadata)[\n\u001b[0;32m    509\u001b[0m         _output_key\n\u001b[0;32m    510\u001b[0m     ]\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\chains\\base.py:308\u001b[0m, in \u001b[0;36mChain.__call__\u001b[1;34m(self, inputs, return_only_outputs, callbacks, tags, metadata, run_name, include_run_info)\u001b[0m\n\u001b[0;32m    306\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m    307\u001b[0m     run_manager\u001b[39m.\u001b[39mon_chain_error(e)\n\u001b[1;32m--> 308\u001b[0m     \u001b[39mraise\u001b[39;00m e\n\u001b[0;32m    309\u001b[0m run_manager\u001b[39m.\u001b[39mon_chain_end(outputs)\n\u001b[0;32m    310\u001b[0m final_outputs: Dict[\u001b[39mstr\u001b[39m, Any] \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprep_outputs(\n\u001b[0;32m    311\u001b[0m     inputs, outputs, return_only_outputs\n\u001b[0;32m    312\u001b[0m )\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\chains\\base.py:302\u001b[0m, in \u001b[0;36mChain.__call__\u001b[1;34m(self, inputs, return_only_outputs, callbacks, tags, metadata, run_name, include_run_info)\u001b[0m\n\u001b[0;32m    295\u001b[0m run_manager \u001b[39m=\u001b[39m callback_manager\u001b[39m.\u001b[39mon_chain_start(\n\u001b[0;32m    296\u001b[0m     dumpd(\u001b[39mself\u001b[39m),\n\u001b[0;32m    297\u001b[0m     inputs,\n\u001b[0;32m    298\u001b[0m     name\u001b[39m=\u001b[39mrun_name,\n\u001b[0;32m    299\u001b[0m )\n\u001b[0;32m    300\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m    301\u001b[0m     outputs \u001b[39m=\u001b[39m (\n\u001b[1;32m--> 302\u001b[0m         \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_call(inputs, run_manager\u001b[39m=\u001b[39;49mrun_manager)\n\u001b[0;32m    303\u001b[0m         \u001b[39mif\u001b[39;00m new_arg_supported\n\u001b[0;32m    304\u001b[0m         \u001b[39melse\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_call(inputs)\n\u001b[0;32m    305\u001b[0m     )\n\u001b[0;32m    306\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m    307\u001b[0m     run_manager\u001b[39m.\u001b[39mon_chain_error(e)\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\agents\\agent.py:1141\u001b[0m, in \u001b[0;36mAgentExecutor._call\u001b[1;34m(self, inputs, run_manager)\u001b[0m\n\u001b[0;32m   1139\u001b[0m \u001b[39m# We now enter the agent loop (until it returns something).\u001b[39;00m\n\u001b[0;32m   1140\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_should_continue(iterations, time_elapsed):\n\u001b[1;32m-> 1141\u001b[0m     next_step_output \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_take_next_step(\n\u001b[0;32m   1142\u001b[0m         name_to_tool_map,\n\u001b[0;32m   1143\u001b[0m         color_mapping,\n\u001b[0;32m   1144\u001b[0m         inputs,\n\u001b[0;32m   1145\u001b[0m         intermediate_steps,\n\u001b[0;32m   1146\u001b[0m         run_manager\u001b[39m=\u001b[39;49mrun_manager,\n\u001b[0;32m   1147\u001b[0m     )\n\u001b[0;32m   1148\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(next_step_output, AgentFinish):\n\u001b[0;32m   1149\u001b[0m         \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_return(\n\u001b[0;32m   1150\u001b[0m             next_step_output, intermediate_steps, run_manager\u001b[39m=\u001b[39mrun_manager\n\u001b[0;32m   1151\u001b[0m         )\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\agents\\agent.py:991\u001b[0m, in \u001b[0;36mAgentExecutor._take_next_step\u001b[1;34m(self, name_to_tool_map, color_mapping, inputs, intermediate_steps, run_manager)\u001b[0m\n\u001b[0;32m    989\u001b[0m         tool_run_kwargs[\u001b[39m\"\u001b[39m\u001b[39mllm_prefix\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    990\u001b[0m     \u001b[39m# We then call the tool on the tool input to get an observation\u001b[39;00m\n\u001b[1;32m--> 991\u001b[0m     observation \u001b[39m=\u001b[39m tool\u001b[39m.\u001b[39mrun(\n\u001b[0;32m    992\u001b[0m         agent_action\u001b[39m.\u001b[39mtool_input,\n\u001b[0;32m    993\u001b[0m         verbose\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mverbose,\n\u001b[0;32m    994\u001b[0m         color\u001b[39m=\u001b[39mcolor,\n\u001b[0;32m    995\u001b[0m         callbacks\u001b[39m=\u001b[39mrun_manager\u001b[39m.\u001b[39mget_child() \u001b[39mif\u001b[39;00m run_manager \u001b[39melse\u001b[39;00m \u001b[39mNone\u001b[39;00m,\n\u001b[0;32m    996\u001b[0m         \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtool_run_kwargs,\n\u001b[0;32m    997\u001b[0m     )\n\u001b[0;32m    998\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    999\u001b[0m     tool_run_kwargs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39magent\u001b[39m.\u001b[39mtool_run_logging_kwargs()\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\tools\\base.py:364\u001b[0m, in \u001b[0;36mBaseTool.run\u001b[1;34m(self, tool_input, verbose, start_color, color, callbacks, tags, metadata, run_name, **kwargs)\u001b[0m\n\u001b[0;32m    362\u001b[0m \u001b[39mexcept\u001b[39;00m (\u001b[39mException\u001b[39;00m, \u001b[39mKeyboardInterrupt\u001b[39;00m) \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m    363\u001b[0m     run_manager\u001b[39m.\u001b[39mon_tool_error(e)\n\u001b[1;32m--> 364\u001b[0m     \u001b[39mraise\u001b[39;00m e\n\u001b[0;32m    365\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    366\u001b[0m     run_manager\u001b[39m.\u001b[39mon_tool_end(\n\u001b[0;32m    367\u001b[0m         \u001b[39mstr\u001b[39m(observation), color\u001b[39m=\u001b[39mcolor, name\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mname, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs\n\u001b[0;32m    368\u001b[0m     )\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\tools\\base.py:336\u001b[0m, in \u001b[0;36mBaseTool.run\u001b[1;34m(self, tool_input, verbose, start_color, color, callbacks, tags, metadata, run_name, **kwargs)\u001b[0m\n\u001b[0;32m    333\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m    334\u001b[0m     tool_args, tool_kwargs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_to_args_and_kwargs(parsed_input)\n\u001b[0;32m    335\u001b[0m     observation \u001b[39m=\u001b[39m (\n\u001b[1;32m--> 336\u001b[0m         \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_run(\u001b[39m*\u001b[39mtool_args, run_manager\u001b[39m=\u001b[39mrun_manager, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtool_kwargs)\n\u001b[0;32m    337\u001b[0m         \u001b[39mif\u001b[39;00m new_arg_supported\n\u001b[0;32m    338\u001b[0m         \u001b[39melse\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_run(\u001b[39m*\u001b[39mtool_args, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mtool_kwargs)\n\u001b[0;32m    339\u001b[0m     )\n\u001b[0;32m    340\u001b[0m \u001b[39mexcept\u001b[39;00m ToolException \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m    341\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandle_tool_error:\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\langchain\\tools\\base.py:515\u001b[0m, in \u001b[0;36mTool._run\u001b[1;34m(self, run_manager, *args, **kwargs)\u001b[0m\n\u001b[0;32m    506\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfunc:\n\u001b[0;32m    507\u001b[0m     new_argument_supported \u001b[39m=\u001b[39m signature(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfunc)\u001b[39m.\u001b[39mparameters\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mcallbacks\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m    508\u001b[0m     \u001b[39mreturn\u001b[39;00m (\n\u001b[0;32m    509\u001b[0m         \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfunc(\n\u001b[0;32m    510\u001b[0m             \u001b[39m*\u001b[39margs,\n\u001b[0;32m    511\u001b[0m             callbacks\u001b[39m=\u001b[39mrun_manager\u001b[39m.\u001b[39mget_child() \u001b[39mif\u001b[39;00m run_manager \u001b[39melse\u001b[39;00m \u001b[39mNone\u001b[39;00m,\n\u001b[0;32m    512\u001b[0m             \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs,\n\u001b[0;32m    513\u001b[0m         )\n\u001b[0;32m    514\u001b[0m         \u001b[39mif\u001b[39;00m new_argument_supported\n\u001b[1;32m--> 515\u001b[0m         \u001b[39melse\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfunc(\u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m    516\u001b[0m     )\n\u001b[0;32m    517\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mNotImplementedError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mTool does not support sync\u001b[39m\u001b[39m\"\u001b[39m)\n",
-      "\u001b[1;32mc:\\sc\\ai\\rag-demo-1\\demo-tools-1.ipynb Cell 8\u001b[0m line \u001b[0;36m2\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=18'>19</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget_recipe\u001b[39m(url: \u001b[39mstr\u001b[39m): \n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=19'>20</a>\u001b[0m     \u001b[39mreturn\u001b[39;00m get_recipe_as_json(url)\n",
-      "\u001b[1;32mc:\\sc\\ai\\rag-demo-1\\demo-tools-1.ipynb Cell 8\u001b[0m line \u001b[0;36m9\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget_recipe_as_json\u001b[39m(url: \u001b[39mstr\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mdict\u001b[39m: \n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m     html \u001b[39m=\u001b[39m requests\u001b[39m.\u001b[39;49mget(url)\u001b[39m.\u001b[39mtext   \n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=9'>10</a>\u001b[0m     soup \u001b[39m=\u001b[39m BeautifulSoup(html)\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/sc/ai/rag-demo-1/demo-tools-1.ipynb#W4sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m     script \u001b[39m=\u001b[39m soup\u001b[39m.\u001b[39mfind_all(\u001b[39m\"\u001b[39m\u001b[39mscript\u001b[39m\u001b[39m\"\u001b[39m, {\u001b[39m\"\u001b[39m\u001b[39mid\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m\"\u001b[39m\u001b[39mallrecipes-schema_1-0\u001b[39m\u001b[39m\"\u001b[39m})\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\requests\\api.py:73\u001b[0m, in \u001b[0;36mget\u001b[1;34m(url, params, **kwargs)\u001b[0m\n\u001b[0;32m     62\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget\u001b[39m(url, params\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m     63\u001b[0m \u001b[39m    \u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[0;32m     64\u001b[0m \n\u001b[0;32m     65\u001b[0m \u001b[39m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     70\u001b[0m \u001b[39m    :rtype: requests.Response\u001b[39;00m\n\u001b[0;32m     71\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[1;32m---> 73\u001b[0m     \u001b[39mreturn\u001b[39;00m request(\u001b[39m\"\u001b[39m\u001b[39mget\u001b[39m\u001b[39m\"\u001b[39m, url, params\u001b[39m=\u001b[39mparams, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\requests\\api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[39m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[0;32m     56\u001b[0m \u001b[39m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[0;32m     57\u001b[0m \u001b[39m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[0;32m     58\u001b[0m \u001b[39mwith\u001b[39;00m sessions\u001b[39m.\u001b[39mSession() \u001b[39mas\u001b[39;00m session:\n\u001b[1;32m---> 59\u001b[0m     \u001b[39mreturn\u001b[39;00m session\u001b[39m.\u001b[39mrequest(method\u001b[39m=\u001b[39mmethod, url\u001b[39m=\u001b[39murl, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\requests\\sessions.py:589\u001b[0m, in \u001b[0;36mSession.request\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    584\u001b[0m send_kwargs \u001b[39m=\u001b[39m {\n\u001b[0;32m    585\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mtimeout\u001b[39m\u001b[39m\"\u001b[39m: timeout,\n\u001b[0;32m    586\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mallow_redirects\u001b[39m\u001b[39m\"\u001b[39m: allow_redirects,\n\u001b[0;32m    587\u001b[0m }\n\u001b[0;32m    588\u001b[0m send_kwargs\u001b[39m.\u001b[39mupdate(settings)\n\u001b[1;32m--> 589\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msend(prep, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39msend_kwargs)\n\u001b[0;32m    591\u001b[0m \u001b[39mreturn\u001b[39;00m resp\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\requests\\sessions.py:697\u001b[0m, in \u001b[0;36mSession.send\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    694\u001b[0m hooks \u001b[39m=\u001b[39m request\u001b[39m.\u001b[39mhooks\n\u001b[0;32m    696\u001b[0m \u001b[39m# Get the appropriate adapter to use\u001b[39;00m\n\u001b[1;32m--> 697\u001b[0m adapter \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mget_adapter(url\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49murl)\n\u001b[0;32m    699\u001b[0m \u001b[39m# Start time (approximately) of the request\u001b[39;00m\n\u001b[0;32m    700\u001b[0m start \u001b[39m=\u001b[39m preferred_clock()\n",
-      "File \u001b[1;32mc:\\sc\\ai\\rag-demo-1\\.venv\\lib\\site-packages\\requests\\sessions.py:794\u001b[0m, in \u001b[0;36mSession.get_adapter\u001b[1;34m(self, url)\u001b[0m\n\u001b[0;32m    791\u001b[0m         \u001b[39mreturn\u001b[39;00m adapter\n\u001b[0;32m    793\u001b[0m \u001b[39m# Nothing matches :-/\u001b[39;00m\n\u001b[1;32m--> 794\u001b[0m \u001b[39mraise\u001b[39;00m InvalidSchema(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mNo connection adapters were found for \u001b[39m\u001b[39m{\u001b[39;00murl\u001b[39m!r}\u001b[39;00m\u001b[39m\"\u001b[39m)\n",
-      "\u001b[1;31mInvalidSchema\u001b[0m: No connection adapters were found for \"'https://www.allrecipes.com/recipe/214618/beer-can-chicken/'\""
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
+      "\u001b[32;1m\u001b[1;3mThis question is about astronomy, which is not related to the tools I have access to. I don't have the information to answer this question.\n",
+      "Final Answer: I'm sorry, I don't have the information to answer this question.\u001b[0m\n",
+      "\n",
+      "\u001b[1m> Finished chain.\u001b[0m\n"
      ]
     }
    ],
@@ -262,27 +282,148 @@
     "from langchain.llms import OpenAI\n",
     "from langchain.chat_models import ChatOpenAI\n",
     "\n",
-    "lm = OpenAI(temperature=0)\n",
     "from langchain.agents import initialize_agent\n",
+    "llm = ChatOpenAI(temperature=0, model_name='gpt-4') # 'gpt-3.5-turbo'\n",
     "\n",
-    "\n",
-    "#llm = ChatOpenAI(temperature=0.9, model_name='gpt-3.5-turbo')\n",
-    "llm = ChatOpenAI(temperature=0.3, model_name='gpt-4')\n",
-    "\n",
-    "zero_shot_agent = initialize_agent(\n",
+    "agent = initialize_agent(\n",
     "    agent=\"zero-shot-react-description\", \n",
     "    tools=tools, \n",
     "    llm=llm,\n",
     "    verbose=True,\n",
-    "    max_iterations=7,\n",
+    "    max_iterations=7,    \n",
+    "    return_intermediate_steps=True\n",
     ")\n",
+    "system = \"SYSTEM: If the answer is not in the tools or context passed to you then don't answer. If you don't know the answer then say so. QUESTION: \" \n",
+    "#agent.run(\"Can you show tell me what ingredients I need for the first baked chicken recipe? \")\n",
+    "#agent.run(\"Can you show tell me what ingredients I need for the last baked chicken recipe? \")\n",
+    "#agent.run(\"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",
+    "#agent.run(\"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",
+    "#agent.run(\"Which is healthier the Cheesecake or the beer chicken? Please explain how you got to your answer.\")\n",
+    "\n",
+    "#agent.run(\"What tools do I need for the Nutella Ice Cream?\")\n",
+    "#agent.run(\"My bowl is broken, can I still make Nutella Ice Cream?\")\n",
+    "\n",
+    "#response = agent({\"input\": f\"{system} Is the moon closer to earth or the sun?\"})\n",
+    "response = agent({\"input\": f\"{system} My bowl is broken, can I still make Nutella Ice Cream?\"})\n",
     "\n",
-    "#zero_shot_agent.run(\"Can you show tell me what ingredients I need for the first baked chicken recipe? \")\n",
-    "#zero_shot_agent.run(\"Can you show tell me what ingredients I need for the last baked chicken recipe? \")\n",
-    "#zero_shot_agent.run(\"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",
-    "zero_shot_agent.run(\"Is there a Chicken recipe that's prepared with an alchohol? And if so how long does it take to prepare?\")\n",
+    "#print(\"################\")\n",
+    "#print(print(response[\"intermediate_steps\"]))\n",
     "\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(response[\"intermediate_steps\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# UI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7862\n",
+      "\n",
+      "To create a public link, set `share=True` in `launch()`.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"http://127.0.0.1:7862/\" 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": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
+      "\u001b[32;1m\u001b[1;3mI need to find a recipe for ice cream using the Dessert Recipes tool.\n",
+      "Action: Dessert Recipes tool\n",
+      "Action Input: Ice cream\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 first ice cream recipe I found is for Nutella Ice Cream. I will use the Get a Recipe tool to fetch the recipe.\n",
+      "Action: Get a Recipe tool\n",
+      "Action Input: https://www.allrecipes.com/nutella-ice-cream-recipe-7508716\u001b[0m\n",
+      "Observation: \u001b[38;5;200m\u001b[1;3m{'@context': 'http://schema.org', '@type': ['Recipe'], 'headline': 'Nutella Ice Cream', 'datePublished': '2023-09-28T17:27:33.088-04:00', 'dateModified': '2023-10-12T11:27:16.725-04:00', 'author': [{'@type': 'Person', 'name': 'Laka kuharika - Easy Cook', 'url': 'https://www.allrecipes.com/cook/lakakuharica'}], 'description': 'This exquisite homemade Nutella ice cream is full of nutty flavor, and everyone will simply love it. Nutella gives this ice cream an unbelievable hazelnut taste.', 'name': 'Nutella Ice Cream', 'cookTime': 'PT15M', 'nutrition': {'@type': 'NutritionInformation', 'calories': '305 kcal', 'carbohydrateContent': '16 g', 'cholesterolContent': '156 mg', 'fiberContent': '1 g', 'proteinContent': '8 g', 'saturatedFatContent': '14 g', 'sodiumContent': '78 mg', 'sugarContent': '14 g', 'fatContent': '23 g', 'unsaturatedFatContent': '0 g'}, 'prepTime': 'PT10M', 'recipeCategory': ['Dessert'], 'recipeCuisine': ['American'], 'recipeIngredient': ['2 cups whole milk', '1 cup heavy cream, divided', '4 egg yolks', '1/2 teaspoon vanilla extract', '1/2\\xa0 cup cocoa hazelnut spread (such as Nutella®)', 'Hazelnuts, crushed, for garnish'], 'recipeInstructions': [{'@type': 'HowToStep', 'text': 'Combine milk, cream, and 1/2 cup sugar in a saucepan over medium heat. Cook until sugar dissolves, about 5 minutes.'}, {'@type': 'HowToStep', 'text': 'Beat egg yolks with the remaining sugar in a bowl with an electric mixer until eggs become thick and pale yellow, about 4 minutes.'}, {'@type': 'HowToStep', 'text': 'Pour 1/2 cup warm milk mixture into egg mixture and stir. Add this mixture back into the saucepan. Cook over very low heat, stirring constantly, until the mixture becomes thick enough to coat the back of a wooden spoon, 7 to 10 minutes.'}, {'@type': 'HowToStep', 'text': 'Place a strainer over a bowl and pour the warm custard mixture through the strainer. Stir in vanilla and hazelnut spread until it dissolves.'}, {'@type': 'HowToStep', 'text': 'Chill mixture completely, about 1 hour. Pour into an ice cream maker and churn until frozen according to manufacturer’s instructions, 15 to 20 minutes.'}, {'@type': 'HowToStep', 'text': 'Transfer to a plastic container and place in the freezer for an hour before serving. Top with crushed hazelnuts for serving.'}], 'recipeYield': ['8'], 'totalTime': 'PT160M', 'about': []}\u001b[0m\n",
+      "Thought:\u001b[32;1m\u001b[1;3mI now know the final answer\n",
+      "Final Answer: To make Nutella Ice Cream, follow these steps:\n",
+      "1. Combine 2 cups of whole milk, 1 cup of heavy cream, and 1/2 cup of sugar in a saucepan over medium heat. Cook until sugar dissolves, about 5 minutes.\n",
+      "2. Beat 4 egg yolks with the remaining sugar in a bowl with an electric mixer until eggs become thick and pale yellow, about 4 minutes.\n",
+      "3. Pour 1/2 cup warm milk mixture into egg mixture and stir. Add this mixture back into the saucepan. Cook over very low heat, stirring constantly, until the mixture becomes thick enough to coat the back of a wooden spoon, 7 to 10 minutes.\n",
+      "4. Place a strainer over a bowl and pour the warm custard mixture through the strainer. Stir in 1/2 teaspoon of vanilla and 1/2 cup of cocoa hazelnut spread (such as Nutella®) until it dissolves.\n",
+      "5. Chill mixture completely, about 1 hour. Pour into an ice cream maker and churn until frozen according to manufacturer’s instructions, 15 to 20 minutes.\n",
+      "6. Transfer to a plastic container and place in the freezer for an hour before serving. Top with crushed hazelnuts for serving.\u001b[0m\n",
+      "\n",
+      "\u001b[1m> Finished chain.\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "import gradio as gr\n",
+    "\n",
+    "# # Import langchain stuff\n",
+    "# from langchain.agents import load_tools, initialize_agent, AgentType\n",
+    "# from langchain.llms import OpenAI\n",
+    "\n",
+    "\n",
+    "# # Initializing the LLM and the Toolset\n",
+    "# llm = OpenAI(temperature=0)\n",
+    "# tools = load_tools([\"wikipedia\"], llm=llm)\n",
+    "# agent = initialize_agent(tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)\n",
+    "\n",
+    "def langchain_bot(prompt):\n",
+    "    if prompt:\n",
+    "        text = agent.run(prompt)\n",
+    "        return text\n",
+    "    return \"Type a prompt to get a Wikipedia-like response!\"\n",
+    "\n",
+    "# Customize the appearance and style of the interface\n",
+    "iface = gr.Interface(fn=langchain_bot, inputs=gr.Textbox(lines=5, placeholder=\"Type your prompt here...\"), \n",
+    "                     outputs=gr.Textbox(), title=\"Wikipedia Langchain Bot 🦜\",\n",
+    "                     description=\"Generate Wikipedia-like responses using Langchain AI.\")\n",
+    "\n",
+    "# Launch the interface\n",
+    "iface.launch()"
+   ]
   }
  ],
  "metadata": {

tools-allrecipes-1.ipynb

@@ -39,11 +39,9 @@
     "    return allUrls\n",
     "\n",
     "#links = get_links_on_url(\"https://www.allrecipes.com/recipes/17562/dinner/\", \"/recipe/\")\n",
-    "# links = get_links_on_url(\"https://www.allrecipes.com/search?q=Chicken\", \"/recipe/\")\n",
+    "#links = get_links_on_url(\"https://www.allrecipes.com/search?q=Chicken\", \"/recipe/\")\n",
     "#links = get_links_on_url(\"https://www.allrecipes.com/search?Poultry=Beef+Stews&offset=0&q=Beef+Stews\", \"/recipe/\")\n",
-    "\n",
-    "\n",
-    "print(links)"
+    "#print(links)"
    ]
   },
   {
@@ -241,6 +239,13 @@
     "]\n",
     "\n"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {