9. Web_Summary.ipynb

{
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    "outputId": "e78fe409-e7f7-4a77-d076-d45af5fea9f4"
   },
   "outputs": [],
   "source": [
    "#!pip install langchain_community"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "4z7sawKm1TJc"
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "ibcZEsKX1TNL"
   },
   "outputs": [],
   "source": [
    "from getpass import getpass\n",
    "from langchain_community.llms import HuggingFaceHub\n",
    "#from langchain_cohere.llms import Cohere\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "bXav7vBv1wGW",
    "outputId": "2c2d6e2e-302e-45fd-ba78-2348b042f699"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "··········\n"
     ]
    }
   ],
   "source": [
    "HUGGINGFACEHUB_API_TOKEN = getpass()\n",
    "os.environ[\"HUGGINGFACEHUB_API_TOKEN\"] = HUGGINGFACEHUB_API_TOKEN\n",
    "#place your huggingface API key after running this cell"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "H4H5-28hXDQF"
   },
   "source": [
    "# <font color=Navy><b>Application -1 : Live web **Summary**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8IhhDkGjYURt"
   },
   "source": [
    "<font color=Navy>Accessing and harnessing these powerful capabilities can involve technical hurdles. <br>Replicate provides a user-friendly platform for deploying and interacting with various machine learning models, including state-of-the-art LLMs like Llama-3. <br>By leveraging the Replicate API with Python, we can seamlessly integrate Llama-3 into our Python code, opening doors to exciting applications."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pSOsqus3ZJhb"
   },
   "source": [
    "## <font color=navy><b>Create a Replicate Account:<br>\n",
    "\n",
    "Head over :https://replicate.com/ to the Replicate website.<br>\n",
    "\n",
    "Click on the “Sign Up” button in the top right corner.<br>\n",
    "You can choose to sign up with your Google account, GitHub account, or email address.<br>\n",
    "## Get Your Replicate API Token:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MD_vCfnaXGLr",
    "outputId": "ce72d1bd-1e2f-4013-93ee-e1c21dbddee3"
   },
   "outputs": [],
   "source": [
    "#!pip install llama-index llama-index-core llama-index-llms-replicate llama-index-embeddings-huggingface tavily-python replicate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5v-jNklbXGPT",
    "outputId": "350ff3c6-cac1-4945-bdeb-1a057db72ca3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "··········\n"
     ]
    }
   ],
   "source": [
    "from getpass import getpass\n",
    "import os\n",
    "\n",
    "REPLICATE_API_TOKEN = getpass()\n",
    "os.environ[\"REPLICATE_API_TOKEN\"] = REPLICATE_API_TOKEN"
   ]
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      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "from llama_index.core import Settings, VectorStoreIndex\n",
    "from llama_index.embeddings.huggingface import HuggingFaceEmbedding\n",
    "from llama_index.llms.replicate import Replicate\n",
    "\n",
    "Settings.llm = Replicate(model=\"meta/meta-llama-3-8b-instruct\",temperature=0.01, additional_kwargs={\"top_p\": 1, \"max_new_tokens\": 500},)\n",
    "\n",
    "Settings.embed_model = HuggingFaceEmbedding( model_name=\"BAAI/bge-small-en-v1.5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YSf3zCLXfSHa"
   },
   "source": [
    "<font color=Navy><**b**>Tavily search **engine**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R_MlrMTLan6s"
   },
   "source": [
    "Next you will use the Tavily search engine to augment the Llama 3's responses. To create a free trial Tavily Search API, sign in with your Google or Github account here:https://app.tavily.com/sign-in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "m55lj02naOM0",
    "outputId": "93651164-880e-4229-9282-a057eca2a285"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "··········\n"
     ]
    }
   ],
   "source": [
    "from tavily import TavilyClient\n",
    "\n",
    "TAVILY_API_KEY = getpass()\n",
    "tavily = TavilyClient(api_key=TAVILY_API_KEY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xEpjDFhYbSkQ"
   },
   "source": [
    "<font color=Navy><b>Let's do a live web search on \"Llama 3 fine-tuning\" using Tavily"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "id": "qoprOMOtbR-4"
   },
   "outputs": [],
   "source": [
    "response = tavily.search(query=\"todays Bollywood updates\")\n",
    "context = [{\"url\": obj[\"url\"], \"content\": obj[\"content\"]} for obj in response['results']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "B0xkqGrbbkZK",
    "outputId": "2216a998-a9f6-48ce-e343-2d24c808b920",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'url': 'https://www.bollywoodhungama.com/bollywood/',\n",
       "  'content': 'SEARCH\\nLANGUAGE\\nFOLLOW US ON\\nFEEDBACK\\nBollywood News\\nSajid Nadiadwala gives the title KING to Shah Rukh Khan for free; hopes to collaborate with him in the future\\nSajid Nadiadwala gives the title KING to Shah Rukh Khan for free; hopes to collaborate with him in the future\\nSajid Nadiadwala is the most respected producer of Indian Cinema,…\\nSalman Khan to shoot his cameo in Sunny Deol starrer Safar this week: Report\\nSalman Khan to shoot his cameo in Sunny Deol starrer Safar this week: Report\\nSalman Khan and Sunny Deol, who shared the screen 27…\\nPadma Bhushan winner and legendary classical musician Ustaad Rashid Khan passes away\\nPadma Bhushan winner and legendary classical musician Ustaad Rashid Khan passes away\\nUstaad Rashid Khan, the legendary name in the world of…\\nKarmma Calling: Raveena Tandon, Namrata Sheth starrer unveils a tale of revenge behind the glitz and glamour\\nKarmma Calling: Raveena Tandon, Namrata Sheth starrer unveils a tale of revenge behind the glitz and glamour\\nOn Tuesday, January 9, Disney+ Hotstar unveiled the trailer of…\\nFighter: Trailer of Hrithik Roshan, Deepika Padukone, Anil Kapoor starrer to release on January 15, says reports\\nFighter: Trailer of Hrithik Roshan, Deepika Padukone, Anil Kapoor starrer to release on January 15, says reports\\nGarnering eyeballs for the intense chemistry between two superstars Hrithik…\\nAanand L Rai throws wrap-up party for Nakhrewaalii cast and crew along with Ansh Duggal and Pragati Srivastava\\nAanand L Rai throws wrap-up party for Nakhrewaalii cast and crew along with Ansh Duggal and Pragati Srivastava\\nAanand L Rai’s production house, Colour Yellow Productions, is thrilled…\\nBade Miyan Chote Miyan makers reveal that the Akshay Kumar, Tiger Shroff starrer is shot in 4 countries and 15 cities across the world\\nBade Miyan Chote Miyan makers reveal that the Akshay Kumar, Tiger Shroff starrer is shot in 4 countries and 15 cities across the world\\nAlthough the title of Bade Miyan Chote Miyan immediately takes…\\nRicha Chadha and Ali Fazal give us a glimpse of their ‘perfect winter date’ in this commercial for Morphy Richards\\nRicha Chadha and Ali Fazal give us a glimpse of their ‘perfect winter date’ in this commercial for Morphy Richards\\nMorphy Richards, India’s leading premium lifestyle home appliances brand, has…\\nLatest Bollywood News\\nSajid Nadiadwala gives the title KING to Shah Rukh Khan for free; hopes to collaborate with him in the future\\nSalman Khan to shoot his cameo in Sunny Deol starrer Safar this week: Report\\nPadma Bhushan winner and legendary classical musician Ustaad Rashid Khan passes away\\nKarmma Calling: Raveena Tandon, Namrata Sheth starrer unveils a tale of revenge behind the glitz and glamour\\nFighter: Trailer of Hrithik Roshan, Deepika Padukone, Anil Kapoor starrer to release on January 15, says reports\\nAanand L Rai throws wrap-up party for Nakhrewaalii cast and crew along with Ansh Duggal and Pragati Srivastava\\nBade Miyan Chote Miyan makers reveal that the Akshay Kumar, Tiger Shroff starrer is shot in 4 countries and 15 cities across the world\\nRicha Chadha and Ali Fazal give us a glimpse of their ‘perfect winter date’ in this commercial for Morphy Richards\\nJacqueline Fernandez opens up about the Saudi Culture; terms it as “incredibly rich and fascinating”\\nAnimal tickets slashed to Rs. 100 after the success bash of Ranbir Kapoor starrer\\nHema Malini to launch Gulzar Saab’s biography Gulzar Saab: Hazara Rahein Mudke Dekhin\\nVishal Bhardwaj and Shah Rukh Khan set to collaborate for a thriller?\\n Bollywood Trending News\\nMost Popular\\nOn this date last year\\nR Madhavan joins hands with Akshay Kumar for the C Sankaran Nair biopic; starts shooting\\nPathaan: Tamil trailer of Shah Rukh Khan starrer will feature along with Vijay starrer Varisu and Ajith starrer Thunivu in theatres\\nKarishma Sharma refutes Andrew Tate’s claims of ‘hooking up’; calls him “liar” and “scumbag”\\nLook through Archives\\nSkip this step for now\\n5000 characters remaining In terms of celebrity News, Bollywood News, Bollywood Movie News, and Entertainment News coverage, Bollywood Hungama provides with the most up-to-date information on your favorite celebrities, as well as in-depth Bollywood News coverage for each superstar and movie. Bollywood News & Updates\\nBollywood Hungama is the most popular website for\\nEntertainment News and Updates. When it comes to features, the coverage extends from pieces about celebrity fashion to the current Bollywood trends that have gained notice on social media platforms to celebrity and film-specific nostalgic memories.\\n'},\n",
       " {'url': 'https://www.indiatvnews.com/entertainment/bollywood',\n",
       "  'content': 'Bollywood news: Get all latest bollywood news, Bollywood gossips and celebrities breaking news today, upcoming movies films news, bollywood actress and cinema news at India TV.'},\n",
       " {'url': 'https://www.bollywoodlife.com/news/',\n",
       "  'content': 'Bollywood News - Bollywood Life update you on celebrity news, Hollywood and entertainment news, affairs, party news. Visit BollywoodLife.com for more showbiz news.'},\n",
       " {'url': 'https://www.bollywoodlife.com/',\n",
       "  'content': \"[Check Reactions]\\nNaagin 6 star Pratik Sehajpal talks about Maldives-India row, says 'There should be mutual respect' [Exclusive]\\nAyodhya Ram Mandir Exclusive: RadhaKrishn actress Shivya Pathania recalls being addressed as Sita ji by PM Modi; talks about the Pran Prasthishta\\nAyodhya Ram Mandir Exclusive: Siya Ke Ram actor Aashiesh Sharrma reacts to Pran Prathishta ceremony; says playing Lord Ram changed his life\\nWebstories view all\\nGuntur Kaaram box office collection day 1 early estimates and day 2 prediction\\n10 of Bollywood’s longest-lasting marriages\\nTop 10 A-rated movies to watch on Netflix, Amazon Prime and other OTT platforms\\nNayanthara's Annapoorani and other Indian movies that ran into controversy for hurting religious sentiments\\nShahid Kapoor early career and educational qualifications\\nShahid Kapoor's Top 10 dance songs that are unmatchable\\nMerry Christmas, Guntur Kaaram and other Top 5 new movies to watch this weekend\\nGuntur Kaaram: Find out which movie below...\\nFeatured Movies\\nJhund\\nBell Bottom\\nRadhe\\nSherni\\nMaster\\nFeatured Bollywood Celebrities\\nKareena Kapoor Khan\\nVicky Kaushal\\nShah Rukh Khan\\nTaapsee Pannu\\nSalman Khan\\nDon’t Miss Out on the Latest Updates.\\n Latest Photo Galleries\\nSuhana Khan in The Archies to Janhvi Kapoor in Dhadak: Bollywood actresses who locked lips in their debut films\\nGandii Baat to Mastram: Top 10 hottest web series to watch on Ullu, Alt Balaji and more OTT\\nAnveshi Jain to Neha Vadoliya: Top 10 bold web series actresses that ooze oomph with their hotness quotient\\n12th Fail actor Vikrant Massey's sea facing house has an earthy touch\\nJhalak Dikhhla Jaa 11: Tanishaa Mukerji's most scandalous and shocking revelations on the show\\nTRP Report Week 1: Anupamaa has competition at the Top; Abhishek Kumar-Samarth Jurel's fight in Bigg Boss 17 grabs attention\\nHrithik Roshan, Saba Azad and more Bollywood celebs who believe in 'khullam khulla pyaar'\\n Fail: Top 8 lessons from IPS Manoj Kumar Sharma's life for an UPSC aspirant\\nHere's how Hrithik Roshan got his Greek God physique in Fighter, trainer reveals secrets\\nLatest Videos view all\\nBigg Boss 17 Promo: Munawar Faruqui and others break down as his sister enters the show, Abhishek’s reaction is priceless [Video]\\nIndian Police Force to Karmma Calling: Check out these must-watch series in 2024\\nMerry Christmas Public Review: Katrina Kaif, Vijay Sethupathi share amazing chemistry, audience gives verdict [Watch]\\nAbhishek Bachchan expresses his excitement for the Ram Mandir Pran Pratishtha ceremony in Ayodhya [Video]\\nBigg Boss 17: Neil Bhatt REACTS on Ankita Lokhande’s mother-in-law’s behaviour towards the actress Subscribe Now\\nEnroll for our free updates\\nThank You for Subscribing\\nBLRecommends\\nMerry Christmas actress Katrina Kaif shuts down pregnancy rumours once again with sass\\nStarKids\\nStardom: Aryan Khan is called perfectionist on the sets of his web series due to this reason [Exclusive]\\nTellyBuzz\\nAnupamaa Exclusive: Chandni Bhagwanani reveals why she was hesitant about replacing Muskan Bamne as Pakhi\\nVideoAlert\\nArbaaz Khan and Sshura Khan indulging in 'Nibba Nibbi' behaviour; newlyweds' shy attitude amuses netizens\"},\n",
       " {'url': 'https://www.bollywood.com/',\n",
       "  'content': \"Jr NTR's upcoming movies: Koratala Siva's Devara: Part 1, Ayan Mukerji's War 2, and Prashanth Neel's Dragon. Latest news from Bollywood - The Movie industry of India. Check out curated Bollywood news, gossips, movie reviews, box office updates and more.\"}]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "context"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_KwTTH4Oby8U"
   },
   "source": [
    "<font color=Navy><b>Create documents based on the search results, index and save them to a vector store, then create a query engine."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "34xSeYcMhWLP"
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "id": "LG0T0_dnb0Jl"
   },
   "outputs": [],
   "source": [
    "\n",
    "from llama_index.core import Document\n",
    "\n",
    "documents = [Document(text=ct['content']) for ct in context]\n",
    "index = VectorStoreIndex.from_documents(documents)\n",
    "\n",
    "query_engine = index.as_query_engine(streaming=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "E4o5KKsWb9TN"
   },
   "source": [
    "ask Llama 3 questions about the live data using the query engine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "R8iUmVGHb-DF",
    "outputId": "548d4304-4513-4568-c4ba-a5c124899dc3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Based on the context information, here is a summary:\n",
      "\n",
      "The context information appears to be about Bollywood news and entertainment news. It mentions two sources: BollywoodLife.com and India TV. Both sources provide updates on celebrity news, Hollywood news, affairs, party news, and other showbiz news. They also cover latest Bollywood news, gossips, breaking news, upcoming movies, films, and news about Bollywood actresses and cinema."
     ]
    }
   ],
   "source": [
    "response = query_engine.query(\"give me a summary\")\n",
    "response.print_response_stream()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MaJYw6a6cIDB",
    "outputId": "43a9fe6d-ce45-4dca-b644-e22799e4ca90"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Based on the context information, I'd say that the latest news is Bollywood news, which includes celebrity news, Hollywood and entertainment news, affairs, party news, and more. You can visit BollywoodLife.com for more updates on showbiz news."
     ]
    }
   ],
   "source": [
    "query_engine.query(\"what's the latest news?\").print_response_stream()"
   ]
  }
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