knowlxcircle.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "models/gemini-1.0-pro\n",
      "models/gemini-1.0-pro-001\n",
      "models/gemini-1.0-pro-latest\n",
      "models/gemini-1.0-pro-vision-latest\n",
      "models/gemini-1.5-flash\n",
      "models/gemini-1.5-flash-001\n",
      "models/gemini-1.5-flash-latest\n",
      "models/gemini-1.5-pro\n",
      "models/gemini-1.5-pro-001\n",
      "models/gemini-1.5-pro-latest\n",
      "models/gemini-pro\n",
      "models/gemini-pro-vision\n"
     ]
    }
   ],
   "source": [
    "from knowlxcirclebackend.settings import GOOGLE_API_KEY\n",
    "import google.generativeai as genai\n",
    "\n",
    "genai.configure(api_key=GOOGLE_API_KEY)\n",
    "\n",
    "for m in genai.list_models():\n",
    "  if 'generateContent' in m.supported_generation_methods:\n",
    "    print(m.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = genai.GenerativeModel('gemini-1.5-pro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "response:\n",
      "GenerateContentResponse(\n",
      "    done=True,\n",
      "    iterator=None,\n",
      "    result=protos.GenerateContentResponse({\n",
      "      \"candidates\": [\n",
      "        {\n",
      "          \"content\": {\n",
      "            \"parts\": [\n",
      "              {\n",
      "                \"text\": \"## Baking a Cake: A Simple Guide\\n\\nThis guide will walk you through baking a basic vanilla cake. Feel free to customize it with your favorite flavors!\\n\\n**Ingredients:**\\n\\n**For the Cake:**\\n* 2 cups (250g) all-purpose flour\\n* 2 cups (400g) granulated sugar\\n* 1 teaspoon (5g) baking powder\\n* 1/2 teaspoon (3g) baking soda\\n* 1/4 teaspoon (1g) salt\\n* 1 cup (2 sticks/226g) unsalted butter, softened\\n* 2 large eggs\\n* 1 teaspoon (5ml) vanilla extract\\n* 1 cup (240ml) buttermilk \\n\\n**For the Frosting:**\\n* 1 cup (2 sticks/226g) unsalted butter, softened\\n* 3 cups (360g) powdered sugar\\n* 1/4 cup (60ml) milk\\n* 1 teaspoon (5ml) vanilla extract\\n* Pinch of salt\\n\\n**Instructions:**\\n\\n**Get Started:**\\n\\n1. **Preheat** oven to 350\\u00b0F (175\\u00b0C).\\n2. **Grease and flour** two 9-inch round cake pans. You can also line the bottoms with parchment paper for easy removal.\\n\\n**Make the Cake Batter:**\\n\\n1. **Whisk dry ingredients:** In a large bowl, whisk together flour, sugar, baking powder, baking soda, and salt.\\n2. **Cream butter and sugar:** In another bowl, beat softened butter with an electric mixer until light and fluffy. Gradually add sugar and continue beating until well combined.\\n3. **Add eggs and vanilla:** Beat in eggs one at a time, then stir in vanilla extract.\\n4. **Combine wet and dry ingredients:** Gradually add the dry ingredients to the wet ingredients, alternating with the buttermilk, beginning and ending with the dry ingredients. Mix until just combined, don't overmix.\\n\\n**Bake the Cake:**\\n\\n1. **Pour batter into pans:** Divide the batter evenly between the prepared cake pans.\\n2. **Bake:** Bake for 30-35 minutes, or until a wooden toothpick inserted into the center comes out clean.\\n3. **Cool:** Let the cakes cool in the pans for 10 minutes before inverting them onto a wire rack to cool completely.\\n\\n**Make the Frosting:**\\n\\n1. **Cream butter:** In a large bowl, beat softened butter with an electric mixer until light and fluffy.\\n2. **Add powdered sugar:** Gradually add powdered sugar, beating on low speed until combined.\\n3. **Add milk and vanilla:** Add milk, vanilla extract, and salt. Beat on medium speed until light and fluffy.\\n\\n**Assemble the Cake:**\\n\\n1. **Level the cakes (optional):** If your cakes are uneven, use a serrated knife to level the tops.\\n2. **Frost the cake:** Place one cake layer on a serving plate. Spread a generous layer of frosting over the top. Top with the second cake layer and frost the entire cake.\\n3. **Decorate:** Get creative and decorate your cake as you like!\\n\\n**Tips:**\\n\\n* **Room temperature ingredients:** Ensure butter, eggs, and buttermilk are at room temperature for best results.\\n* **Don't overmix:** Overmixing the batter can result in a tough cake.\\n* **Toothpick test:** To check for doneness, insert a toothpick into the center of the cake. If it comes out clean, the cake is ready.\\n* **Cool completely:** Allow the cakes to cool completely before frosting to prevent the frosting from melting.\\n\\n**Enjoy your delicious homemade cake!** \\n\"\n",
      "              }\n",
      "            ],\n",
      "            \"role\": \"model\"\n",
      "          },\n",
      "          \"finish_reason\": \"STOP\",\n",
      "          \"index\": 0,\n",
      "          \"safety_ratings\": [\n",
      "            {\n",
      "              \"category\": \"HARM_CATEGORY_SEXUALLY_EXPLICIT\",\n",
      "              \"probability\": \"NEGLIGIBLE\"\n",
      "            },\n",
      "            {\n",
      "              \"category\": \"HARM_CATEGORY_HATE_SPEECH\",\n",
      "              \"probability\": \"NEGLIGIBLE\"\n",
      "            },\n",
      "            {\n",
      "              \"category\": \"HARM_CATEGORY_HARASSMENT\",\n",
      "              \"probability\": \"NEGLIGIBLE\"\n",
      "            },\n",
      "            {\n",
      "              \"category\": \"HARM_CATEGORY_DANGEROUS_CONTENT\",\n",
      "              \"probability\": \"NEGLIGIBLE\"\n",
      "            }\n",
      "          ],\n",
      "          \"citation_metadata\": {\n",
      "            \"citation_sources\": [\n",
      "              {\n",
      "                \"start_index\": 1292,\n",
      "                \"end_index\": 1452,\n",
      "                \"uri\": \"https://recipes.net/dessert/cakes/tom-cruise-cake-recipe/\",\n",
      "                \"license_\": \"\"\n",
      "              }\n",
      "            ]\n",
      "          }\n",
      "        }\n",
      "      ],\n",
      "      \"usage_metadata\": {\n",
      "        \"prompt_token_count\": 7,\n",
      "        \"candidates_token_count\": 778,\n",
      "        \"total_token_count\": 785\n",
      "      }\n",
      "    }),\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "response = model.generate_content(\"How to make a cake?\")\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "app development\n",
      "app building\n",
      "mobile app development\n",
      "\n",
      "    software development\n",
      "application development\n",
      "mobile app design,\n",
      "    app design\n",
      "app programming\n",
      "app coding\n",
      "app creation,\n",
      "    app building tools\n",
      "app builder\n",
      "app maker\n",
      "app platform,\n",
      "    iOS development\n",
      "Android development\n",
      "web app development,\n",
      "    cross-platform development\n",
      "React Native\n",
      "Flutter\n",
      "Xamarin,\n",
      "    Ionic\n",
      "Swift\n",
      "Kotlin\n",
      "Java\n",
      "JavaScript\n",
      "\n",
      "    app idea\n",
      "app planning\n",
      "app prototyping\n",
      "app design,\n",
      "    app coding\n",
      "app testing\n",
      "app deployment\n",
      "app publishing,\n",
      "    app marketing\n",
      "social media app\n",
      "e-commerce app\n",
      "productivity app,\n",
      "    gaming app\n",
      "education app\n",
      "health and fitness app\n",
      "financial app,\n",
      "    travel app\n",
      "music app\n",
      "news app\n",
      "business app\n",
      "API\n",
      "\n",
      "    database\n",
      "cloud computing\n",
      "UI/UX design\n",
      "user interface,\n",
      "    user experience\n",
      "front-end development\n",
      "back-end development,\n",
      "    machine learning\n",
      "artificial intelligence\n",
      "online courses,\n",
      "    tutorials\n",
      "app development books\n",
      "app development communities,\n",
      "    developer conferences\n",
      "app monetization\n",
      "app analytics,\n",
      "    app security\n",
      "app updates\n",
      "app maintenance\n",
      "app optimization\n"
     ]
    }
   ],
   "source": [
    "text = \"\"\"\n",
    "keywords = [\n",
    "    \"app development\", \"app building\", \"mobile app development\", \n",
    "    \"software development\", \"application development\", \"mobile app design\",\n",
    "    \"app design\", \"app programming\", \"app coding\", \"app creation\",\n",
    "    \"app building tools\", \"app builder\", \"app maker\", \"app platform\",\n",
    "    \"iOS development\", \"Android development\", \"web app development\",\n",
    "    \"cross-platform development\", \"React Native\", \"Flutter\", \"Xamarin\",\n",
    "    \"Ionic\", \"Swift\", \"Kotlin\", \"Java\", \"JavaScript\", \n",
    "    \"app idea\", \"app planning\", \"app prototyping\", \"app design\",\n",
    "    \"app coding\", \"app testing\", \"app deployment\", \"app publishing\",\n",
    "    \"app marketing\", \"social media app\", \"e-commerce app\", \"productivity app\",\n",
    "    \"gaming app\", \"education app\", \"health and fitness app\", \"financial app\",\n",
    "    \"travel app\", \"music app\", \"news app\", \"business app\", \"API\", \n",
    "    \"database\", \"cloud computing\", \"UI/UX design\", \"user interface\",\n",
    "    \"user experience\", \"front-end development\", \"back-end development\",\n",
    "    \"machine learning\", \"artificial intelligence\", \"online courses\",\n",
    "    \"tutorials\", \"app development books\", \"app development communities\",\n",
    "    \"developer conferences\", \"app monetization\", \"app analytics\",\n",
    "    \"app security\", \"app updates\", \"app maintenance\", \"app optimization\"\n",
    "]\n",
    "\"\"\"\n",
    "\n",
    "# Step 1: Find the first [\n",
    "start_index = text.find('[') + 1\n",
    "\n",
    "# Step 2: Find the last ]\n",
    "end_index = text.find(']')\n",
    "\n",
    "# Extract the relevant substring\n",
    "keywords_str = text[start_index:end_index].strip()\n",
    "\n",
    "# Step 3: Remove all \"\n",
    "keywords_str = keywords_str.replace('\"', '')\n",
    "\n",
    "# Step 4: Split the string based on ', '\n",
    "keywords_list = keywords_str.split(', ')\n",
    "\n",
    "# Convert the list back to a string (each keyword on a new line for readability)\n",
    "for i in keywords_list:\n",
    "    print(i)\n",
    "\n",
    "# Output the result\n",
    "# print(result_str)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['appdevelopment', 'appbuilding', 'mobileappdevelopment', 'softwaredevelopment', 'applicationdevelopment', 'mobileappdesign', 'appdesign', 'appprogramming', 'appcoding', 'appcreation', 'appbuildingtools', 'appbuilder', 'appmaker', 'appplatform', 'iOSdevelopment', 'Androiddevelopment', 'webappdevelopment', 'cross-platformdevelopment', 'ReactNative', 'Flutter', 'Xamarin', 'Ionic', 'Swift', 'Kotlin', 'Java', 'JavaScript', 'appidea', 'appplanning', 'appprototyping', 'appdesign', 'appcoding', 'apptesting', 'appdeployment', 'apppublishing', 'appmarketing', 'socialmediaapp', 'e-commerceapp', 'productivityapp', 'gamingapp', 'educationapp', 'healthandfitnessapp', 'financialapp', 'travelapp', 'musicapp', 'newsapp', 'businessapp', 'API', 'database', 'cloudcomputing', 'UI/UXdesign', 'userinterface', 'userexperience', 'front-enddevelopment', 'back-enddevelopment', 'machinelearning', 'artificialintelligence', 'onlinecourses', 'tutorials', 'appdevelopmentbooks', 'appdevelopmentcommunities', 'developerconferences', 'appmonetization', 'appanalytics', 'appsecurity', 'appupdates', 'appmaintenance', 'appoptimization\\n]']\n"
     ]
    }
   ],
   "source": [
    "text = \"\"\"\n",
    "keywords = [\n",
    "    \"app development\", \"app building\", \"mobile app development\", \n",
    "    \"software development\", \"application development\", \"mobile app design\",\n",
    "    \"app design\", \"app programming\", \"app coding\", \"app creation\",\n",
    "    \"app building tools\", \"app builder\", \"app maker\", \"app platform\",\n",
    "    \"iOS development\", \"Android development\", \"web app development\",\n",
    "    \"cross-platform development\", \"React Native\", \"Flutter\", \"Xamarin\",\n",
    "    \"Ionic\", \"Swift\", \"Kotlin\", \"Java\", \"JavaScript\", \n",
    "    \"app idea\", \"app planning\", \"app prototyping\", \"app design\",\n",
    "    \"app coding\", \"app testing\", \"app deployment\", \"app publishing\",\n",
    "    \"app marketing\", \"social media app\", \"e-commerce app\", \"productivity app\",\n",
    "    \"gaming app\", \"education app\", \"health and fitness app\", \"financial app\",\n",
    "    \"travel app\", \"music app\", \"news app\", \"business app\", \"API\", \n",
    "    \"database\", \"cloud computing\", \"UI/UX design\", \"user interface\",\n",
    "    \"user experience\", \"front-end development\", \"back-end development\",\n",
    "    \"machine learning\", \"artificial intelligence\", \"online courses\",\n",
    "    \"tutorials\", \"app development books\", \"app development communities\",\n",
    "    \"developer conferences\", \"app monetization\", \"app analytics\",\n",
    "    \"app security\", \"app updates\", \"app maintenance\", \"app optimization\"\n",
    "]\n",
    "\"\"\"\n",
    "\n",
    "# Step 1: Find the first [\n",
    "start_index = text.find('[') + 1\n",
    "\n",
    "# Step 2: Extract the relevant substring\n",
    "keywords_str = text[start_index:]\n",
    "\n",
    "# Step 3: Remove all \"\n",
    "keywords_str = keywords_str.replace('\"', '')\n",
    "\n",
    "# Step 4: Split the string based on ','\n",
    "keywords_list = [keyword.strip() for keyword in keywords_str.split(',')]\n",
    "\n",
    "# Remove the last element if it's empty or contains ']'\n",
    "if keywords_list[-1].strip() in {']', ''}:\n",
    "    keywords_list = keywords_list[:-1]\n",
    "\n",
    "# Step 5: Remove whitespace from each element\n",
    "keywords_list = [keyword.replace(\" \", \"\") for keyword in keywords_list]\n",
    "\n",
    "# Output the result\n",
    "print(keywords_list)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here are the steps to make a cake:\n",
      "1. Preheat your oven to the temperature specified in your recipe (usually around 350°F or 175°C).\n",
      "2. Grease and flour your baking pan.\n",
      "3. Gather all your ingredients and have them ready to go.\n",
      "4. Combine dry ingredients (flour, sugar, baking powder, etc.) in one bowl and wet ingredients (eggs, milk, butter, etc.) in another.\n",
      "5. Gradually add dry ingredients to wet ingredients, mixing until just combined. Don't overmix!\n",
      "6. Pour the batter into the prepared pan and bake according to the recipe's instructions (usually 30-45 minutes).\n",
      "7. Let the cake cool in the pan for 10 minutes before inverting it onto a wire rack to cool completely.\n",
      "8. Once cooled, frost or decorate as desired.\n",
      "9. Slice and enjoy!\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "# String containing the list\n",
    "steps_string = '''\n",
    "cake = [\n",
    "    \"1. Preheat your oven to the temperature specified in your recipe (usually around 350°F or 175°C).\",\n",
    "    \"2. Grease and flour your baking pan.\",\n",
    "    \"3. Gather all your ingredients and have them ready to go.\",\n",
    "    \"4. Combine dry ingredients (flour, sugar, baking powder, etc.) in one bowl and wet ingredients (eggs, milk, butter, etc.) in another.\",\n",
    "    \"5. Gradually add dry ingredients to wet ingredients, mixing until just combined. Don't overmix!\",\n",
    "    \"6. Pour the batter into the prepared pan and bake according to the recipe's instructions (usually 30-45 minutes).\",\n",
    "    \"7. Let the cake cool in the pan for 10 minutes before inverting it onto a wire rack to cool completely.\",\n",
    "    \"8. Once cooled, frost or decorate as desired.\",\n",
    "    \"9. Slice and enjoy!\"\n",
    "]\n",
    "\n",
    "print(\"Here are the steps to make a cake:\")\n",
    "for step in cake_steps:\n",
    "    print(step)\n",
    "\n",
    "'''\n",
    "\n",
    "# Extract the list part from the string\n",
    "list_pattern = re.compile(r'=\\s*(\\[[^\\]]*\\])', re.DOTALL)\n",
    "match = list_pattern.search(steps_string)\n",
    "if match:\n",
    "    list_string = match.group(1)\n",
    "    \n",
    "    # Dictionary to store the evaluated code\n",
    "    namespace = {}\n",
    "    \n",
    "    # Execute the string as Python code\n",
    "    exec(f'cake_steps = {list_string}', namespace)\n",
    "    \n",
    "    # Extract the list from the namespace\n",
    "    cake_steps = namespace['cake_steps']\n",
    "    \n",
    "    # Print the steps\n",
    "    print(\"Here are the steps to make a cake:\")\n",
    "    for step in cake_steps:\n",
    "        print(step)\n",
    "else:\n",
    "    print(\"List not found in the string.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['I absolutely love this product! It exceeded all my expectations.', 'The customer service was fantastic and very helpful.', 'What an amazing experience! I would highly recommend it to everyone.', 'The app is user-friendly and works flawlessly.', 'I had a wonderful time at the event. Everything was perfect.', 'The product is okay, it does what it says.', 'I had an average experience, nothing special.', 'The service was decent, but there is room for improvement.', \"It met my expectations, but didn't go beyond them.\", 'The software works as described, but it could use some enhancements.', \"I'm very disappointed with the quality of this item.\", 'The customer service was unhelpful and rude.', \"The experience was terrible. I wouldn't recommend it.\", 'The app crashes frequently and is very frustrating to use.', 'I had a bad experience at the event. Nothing went as planned.']\n"
     ]
    }
   ],
   "source": [
    "positive_comments = [\n",
    "    \"I absolutely love this product! It exceeded all my expectations.\",\n",
    "    \"The customer service was fantastic and very helpful.\",\n",
    "    \"What an amazing experience! I would highly recommend it to everyone.\",\n",
    "    \"The app is user-friendly and works flawlessly.\",\n",
    "    \"I had a wonderful time at the event. Everything was perfect.\"\n",
    "]\n",
    "\n",
    "neutral_comments = [\n",
    "    \"The product is okay, it does what it says.\",\n",
    "    \"I had an average experience, nothing special.\",\n",
    "    \"The service was decent, but there is room for improvement.\",\n",
    "    \"It met my expectations, but didn't go beyond them.\",\n",
    "    \"The software works as described, but it could use some enhancements.\"\n",
    "]\n",
    "\n",
    "negative_comments = [\n",
    "    \"I'm very disappointed with the quality of this item.\",\n",
    "    \"The customer service was unhelpful and rude.\",\n",
    "    \"The experience was terrible. I wouldn't recommend it.\",\n",
    "    \"The app crashes frequently and is very frustrating to use.\",\n",
    "    \"I had a bad experience at the event. Nothing went as planned.\"\n",
    "]\n",
    "\n",
    "# Merge all comments into one list\n",
    "all_comments = positive_comments + neutral_comments + negative_comments\n",
    "\n",
    "print(all_comments)"
   ]
  }
 ],
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