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Playing with LLM and recipe lists.

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  1. demo-tools-1.ipynb +309 -0
  2. vector-stores-create-beautiful-soap-1.ipynb → tools-allrecipes-1.ipynb +0 -0
demo-tools-1.ipynb ADDED
@@ -0,0 +1,309 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import os\n",
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+ "import json\n",
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+ "\n",
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+ "# Load setting from Json outside of project.\n",
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+ "f = open('../../env/ai.json')\n",
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+ "settingsJson = json.load(f)\n",
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+ "del f\n",
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+ "\n",
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+ "for key in settingsJson:\n",
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+ " os.environ[key] = settingsJson[key]\n",
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+ " \n",
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+ "del settingsJson\n",
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+ " \n",
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+ "# # OR manually set them\n",
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+ "# os.environ['REQUESTS_CA_BUNDLE'] = '../../env/ZCert.pem'\n",
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+ "# os.environ['HUGGING_FACE_API_KEY'] = 'Get here: https://huggingface.co/settings/tokens'\n",
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+ "# os.environ['OPENAI_API_KEY'] = 'Get here: https://platform.openai.com/account/api-keys'\n",
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+ "# os.environ[\"SERPAPI_API_KEY\"] = 'serpapi KEY, Get here: https://serpapi.com/manage-api-key'"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# Setup Web Crawler and Lookup functions"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import requests\n",
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+ "from bs4 import BeautifulSoup\n",
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+ "\n",
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+ "import dateutil.parser\n",
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+ "from datetime import datetime\n",
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+ "import json\n",
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+ "\n",
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+ "def get_recipe_as_json(url: str) -> dict: \n",
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+ " html = requests.get(url).text \n",
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+ " soup = BeautifulSoup(html)\n",
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+ " script = soup.find_all(\"script\", {\"id\": \"allrecipes-schema_1-0\"})\n",
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+ "\n",
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+ " recipeDict = json.loads(script[0].text)[0]\n",
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+ " del recipeDict['review']\n",
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+ " del recipeDict['image']\n",
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+ " del recipeDict['mainEntityOfPage']\n",
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+ " del recipeDict['publisher']\n",
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+ " del recipeDict['thumbnailUrl']\n",
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+ " \n",
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+ " return recipeDict\n",
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+ "\n",
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+ "# url = \"https://www.allrecipes.com/recipe/212498/easy-chicken-and-broccoli-alfredo/\"\n",
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+ "# obj = get_recipe_as_json(url)"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# Static recipe lists"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "dessertList = [\n",
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+ " {\n",
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+ " \"title\": \"Chocolate Snack Cake\",\n",
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+ " \"url\": \"https://www.allrecipes.com/chocolate-snack-cake-recipe-8350343\"\n",
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+ " },\n",
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+ " {\n",
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+ " \"title\": \"Charred Spiced Pears with Smoky Vanilla Cherry Sauce\",\n",
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+ " \"url\": \"https://www.allrecipes.com/charred-spiced-pears-with-smoky-vanilla-cherry-sauce-recipe-8347080\"\n",
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+ " },\n",
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+ " {\n",
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+ " \"title\": \"Meringue Topped Banana Pudding\",\n",
91
+ " \"url\": \"https://www.allrecipes.com/meringue-topped-banana-pudding-recipe-8347040\"\n",
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+ " },\n",
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+ " {\n",
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+ " \"title\": \"White Chocolate Cinnamon Toast Crunch Bars\",\n",
95
+ " \"url\": \"https://www.allrecipes.com/white-chocolate-cinnamon-toast-crunch-bars-recipe-7556790\"\n",
96
+ " },\n",
97
+ " {\n",
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+ " \"title\": \"Plum Cobbler for Two\",\n",
99
+ " \"url\": \"https://www.allrecipes.com/plum-cobbler-for-two-recipe-8304143\"\n",
100
+ " },\n",
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+ " {\n",
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+ " \"title\": \"Pumpkin Cheesecake Cookies\",\n",
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+ " \"url\": \"https://www.allrecipes.com/pumpkin-cheesecake-cookies-recipe-7972485\"\n",
104
+ " },\n",
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+ " {\n",
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+ " \"title\": \"Chocolate Whipped Cottage Cheese\",\n",
107
+ " \"url\": \"https://www.allrecipes.com/chocolate-whipped-cottage-cheese-recipe-8303272\"\n",
108
+ " },\n",
109
+ " {\n",
110
+ " \"title\": \"Nutella Ice Cream\",\n",
111
+ " \"url\": \"https://www.allrecipes.com/nutella-ice-cream-recipe-7508716\"\n",
112
+ " },\n",
113
+ " {\n",
114
+ " \"title\": \"3-Ingredient Banana Oatmeal Cookies\",\n",
115
+ " \"url\": \"https://www.allrecipes.com/3-ingredient-banana-oatmeal-cookies-recipe-7972686\"\n",
116
+ " },\n",
117
+ " {\n",
118
+ " \"title\": \"Caramel Apple Pie Cookies\",\n",
119
+ " \"url\": \"https://www.allrecipes.com/caramel-apple-pie-cookies-recipe-7642173\"\n",
120
+ " }\n",
121
+ "]\n",
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+ "\n",
123
+ "chickenDishList = [\n",
124
+ " {\n",
125
+ " \"title\": \"Crispy Roasted Chicken\",\n",
126
+ " \"url\": \"https://www.allrecipes.com/recipe/228363/crispy-roasted-chicken/\"\n",
127
+ " },\n",
128
+ " {\n",
129
+ " \"title\": \"Roasted Spatchcocked Chicken With Potatoes\",\n",
130
+ " \"url\": \"https://www.allrecipes.com/recipe/254877/roasted-spatchcocked-chicken-with-potatoes/\"\n",
131
+ " },\n",
132
+ " {\n",
133
+ " \"title\": \"Easy Baked Chicken Thighs\",\n",
134
+ " \"url\": \"https://www.allrecipes.com/recipe/235153/easy-baked-chicken-thighs/\"\n",
135
+ " },\n",
136
+ " {\n",
137
+ " \"title\": \"Crispy Baked Chicken Thighs\",\n",
138
+ " \"url\": \"https://www.allrecipes.com/recipe/258878/crispy-baked-chicken-thighs/\"\n",
139
+ " },\n",
140
+ " {\n",
141
+ " \"title\": \"Crispy and Tender Baked Chicken Thighs\",\n",
142
+ " \"url\": \"https://www.allrecipes.com/recipe/235151/crispy-and-tender-baked-chicken-thighs/\"\n",
143
+ " },\n",
144
+ " {\n",
145
+ " \"title\": \"Million Dollar Chicken\",\n",
146
+ " \"url\": \"https://www.allrecipes.com/recipe/233953/million-dollar-chicken/\"\n",
147
+ " },\n",
148
+ " {\n",
149
+ " \"title\": \"Simple Whole Roasted Chicken\",\n",
150
+ " \"url\": \"https://www.allrecipes.com/recipe/70679/simple-whole-roasted-chicken/\"\n",
151
+ " },\n",
152
+ " {\n",
153
+ " \"title\": \"Beer Can Chicken\",\n",
154
+ " \"url\": \"https://www.allrecipes.com/recipe/214618/beer-can-chicken/\"\n",
155
+ " },\n",
156
+ " {\n",
157
+ " \"title\": \"Air Fryer Chicken Thighs\",\n",
158
+ " \"url\": \"https://www.allrecipes.com/recipe/272858/air-fryer-chicken-thighs/\"\n",
159
+ " },\n",
160
+ " {\n",
161
+ " \"title\": \"Happy Roast Chicken\",\n",
162
+ " \"url\": \"https://www.allrecipes.com/recipe/214478/happy-roast-chicken/\"\n",
163
+ " }\n",
164
+ "]\n",
165
+ "\n"
166
+ ]
167
+ },
168
+ {
169
+ "cell_type": "markdown",
170
+ "metadata": {},
171
+ "source": [
172
+ "# Setup Tools"
173
+ ]
174
+ },
175
+ {
176
+ "cell_type": "code",
177
+ "execution_count": 4,
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+ "metadata": {},
179
+ "outputs": [],
180
+ "source": [
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+ "# Tools \n",
182
+ "from langchain.agents import Tool\n",
183
+ "from langchain.tools import BaseTool\n",
184
+ "\n",
185
+ "# Chicken functions\n",
186
+ "def list_chicken_recipes(query: str): \n",
187
+ " return chickenDishList\n",
188
+ "\n",
189
+ "list_chicken_recipes_tool = Tool(name='Chicken Recipes tool', func= list_chicken_recipes, description=\"This tools lists the available Chicken Recipes it returns a list of recipes with a TITLE and a URL where you can fetch the recipe.\")\n",
190
+ "\n",
191
+ "# Dessert functions\n",
192
+ "def list_dessert_recipes(query: str): \n",
193
+ " return dessertList\n",
194
+ "\n",
195
+ "list_dessert_recipes_tool = Tool(name='Dessert Recipes tool', func=list_dessert_recipes, \n",
196
+ " description=\"This tools lists the available Dessert Recipes it returns a list of recipes with a TITLE and a URL where you can fetch the recipe.\")\n",
197
+ "\n",
198
+ "# Recipe fetcher functions\n",
199
+ "def get_recipe(url: str): \n",
200
+ " return get_recipe_as_json(url)\n",
201
+ "\n",
202
+ "get_recipe_as_json_tool = Tool(name='Get a Recipe tool', func=get_recipe, description=\"\"\"\n",
203
+ " Useful for fetching a particular recipe. \n",
204
+ " It uses the https://schema.org/Recipe format to store it's recipes. \n",
205
+ " \"\"\")\n",
206
+ "\n",
207
+ "# Tool list\n",
208
+ "tools = [list_chicken_recipes_tool, list_dessert_recipes_tool, get_recipe_as_json_tool]"
209
+ ]
210
+ },
211
+ {
212
+ "cell_type": "code",
213
+ "execution_count": 6,
214
+ "metadata": {},
215
+ "outputs": [
216
+ {
217
+ "name": "stdout",
218
+ "output_type": "stream",
219
+ "text": [
220
+ "\n",
221
+ "\n",
222
+ "\u001b[1m> Entering new AgentExecutor chain...\u001b[0m\n",
223
+ "\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",
224
+ "Action: Chicken Recipes tool\n",
225
+ "Action Input: None\u001b[0m\n",
226
+ "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",
227
+ "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",
228
+ "Action: Get a Recipe tool\n",
229
+ "Action Input: 'https://www.allrecipes.com/recipe/214618/beer-can-chicken/'\u001b[0m"
230
+ ]
231
+ },
232
+ {
233
+ "ename": "InvalidSchema",
234
+ "evalue": "No connection adapters were found for \"'https://www.allrecipes.com/recipe/214618/beer-can-chicken/'\"",
235
+ "output_type": "error",
236
+ "traceback": [
237
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
238
+ "\u001b[1;31mInvalidSchema\u001b[0m Traceback (most recent call last)",
239
+ "\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",
240
+ "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",
241
+ "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",
242
+ "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",
243
+ "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",
244
+ "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",
245
+ "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",
246
+ "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",
247
+ "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",
248
+ "\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",
249
+ "\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",
250
+ "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",
251
+ "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",
252
+ "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",
253
+ "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",
254
+ "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",
255
+ "\u001b[1;31mInvalidSchema\u001b[0m: No connection adapters were found for \"'https://www.allrecipes.com/recipe/214618/beer-can-chicken/'\""
256
+ ]
257
+ }
258
+ ],
259
+ "source": [
260
+ "from langchain.agents import load_tools\n",
261
+ "from langchain.agents import initialize_agent\n",
262
+ "from langchain.llms import OpenAI\n",
263
+ "from langchain.chat_models import ChatOpenAI\n",
264
+ "\n",
265
+ "lm = OpenAI(temperature=0)\n",
266
+ "from langchain.agents import initialize_agent\n",
267
+ "\n",
268
+ "\n",
269
+ "#llm = ChatOpenAI(temperature=0.9, model_name='gpt-3.5-turbo')\n",
270
+ "llm = ChatOpenAI(temperature=0.3, model_name='gpt-4')\n",
271
+ "\n",
272
+ "zero_shot_agent = initialize_agent(\n",
273
+ " agent=\"zero-shot-react-description\", \n",
274
+ " tools=tools, \n",
275
+ " llm=llm,\n",
276
+ " verbose=True,\n",
277
+ " max_iterations=7,\n",
278
+ ")\n",
279
+ "\n",
280
+ "#zero_shot_agent.run(\"Can you show tell me what ingredients I need for the first baked chicken recipe? \")\n",
281
+ "#zero_shot_agent.run(\"Can you show tell me what ingredients I need for the last baked chicken recipe? \")\n",
282
+ "#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",
283
+ "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",
284
+ "\n"
285
+ ]
286
+ }
287
+ ],
288
+ "metadata": {
289
+ "kernelspec": {
290
+ "display_name": ".venv",
291
+ "language": "python",
292
+ "name": "python3"
293
+ },
294
+ "language_info": {
295
+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.10.6"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 2
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+ }
vector-stores-create-beautiful-soap-1.ipynb → tools-allrecipes-1.ipynb RENAMED
File without changes