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python-dateutil>=2.8.2->pandas->llama-index-core<0.11.0,>=0.10.35->llama_index) (1.16.0)\n", "Installing collected packages: striprtf, dirtyjson, h11, deprecated, tiktoken, httpcore, httpx, openai, llamaindex-py-client, llama-index-legacy, llama-index-core, llama-parse, llama-index-readers-file, llama-index-llms-openai, llama-index-indices-managed-llama-cloud, llama-index-embeddings-openai, llama-index-readers-llama-parse, llama-index-multi-modal-llms-openai, llama-index-cli, llama-index-agent-openai, llama-index-program-openai, llama-index-question-gen-openai, llama_index\n", "Successfully installed deprecated-1.2.14 dirtyjson-1.0.8 h11-0.14.0 httpcore-1.0.5 httpx-0.27.0 llama-index-agent-openai-0.2.4 llama-index-cli-0.1.12 llama-index-core-0.10.36 llama-index-embeddings-openai-0.1.9 llama-index-indices-managed-llama-cloud-0.1.6 llama-index-legacy-0.9.48 llama-index-llms-openai-0.1.18 llama-index-multi-modal-llms-openai-0.1.5 llama-index-program-openai-0.1.6 llama-index-question-gen-openai-0.1.3 llama-index-readers-file-0.1.22 llama-index-readers-llama-parse-0.1.4 llama-parse-0.4.2 llama_index-0.10.36 llamaindex-py-client-0.1.19 openai-1.28.0 striprtf-0.0.26 tiktoken-0.6.0\n", "Collecting llama-index-llms-huggingface\n", " Downloading llama_index_llms_huggingface-0.1.5-py3-none-any.whl (10 kB)\n", "Requirement already satisfied: huggingface-hub<0.21.0,>=0.20.3 in /usr/local/lib/python3.10/dist-packages (from llama-index-llms-huggingface) (0.20.3)\n", "Requirement already satisfied: llama-index-core<0.11.0,>=0.10.1 in /usr/local/lib/python3.10/dist-packages (from llama-index-llms-huggingface) (0.10.36)\n", "Collecting text-generation<0.8.0,>=0.7.0 (from llama-index-llms-huggingface)\n", " Downloading text_generation-0.7.0-py3-none-any.whl (12 kB)\n", "Requirement already satisfied: torch<3.0.0,>=2.1.2 in /usr/local/lib/python3.10/dist-packages (from llama-index-llms-huggingface) (2.2.1+cu121)\n", "Requirement already satisfied: 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/usr/local/lib/python3.10/dist-packages (from pydantic>=1.10->llamaindex-py-client<0.2.0,>=0.1.18->llama-index-core<0.11.0,>=0.10.1->llama-index-embeddings-langchain) (2.18.2)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->llama-index-core<0.11.0,>=0.10.1->llama-index-embeddings-langchain) (1.16.0)\n", "Installing collected packages: llama-index-embeddings-langchain\n", "Successfully installed llama-index-embeddings-langchain-0.1.2\n" ] } ] }, { "cell_type": "code", "source": [ "from llama_index.core import VectorStoreIndex,SimpleDirectoryReader,ServiceContext\n", "from llama_index.llms.huggingface import HuggingFaceLLM\n", "from llama_index.core.prompts.prompts import SimpleInputPrompt" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PWI4DKvGt-5j", "outputId": "0699684e-c617-4cbd-cae0-4a48877abea2" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/pydantic/_internal/_fields.py:160: UserWarning: Field \"model_id\" has conflict with protected namespace \"model_\".\n", "\n", "You may be able to resolve this warning by setting `model_config['protected_namespaces'] = ()`.\n", " warnings.warn(\n" ] } ] }, { "cell_type": "code", "source": [ "documents = SimpleDirectoryReader('/content/data').load_data()\n", "documents" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "2h1BtGTOuq-k", "outputId": "495ed1c5-dfa1-415e-aef4-aaccf9b50063" }, "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[Document(id_='6061e5b4-b985-4446-b3f6-30619d9ac099', embedding=None, metadata={'page_label': '1', 'file_name': 'Our leadership.pdf', 'file_path': '/content/data/Our leadership.pdf', 'file_type': 'application/pdf', 'file_size': 189094, 'creation_date': '2024-05-10', 'last_modified_date': '2024-05-10'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={}, text='Founders \\nSudhir Karanth I Founder and CEO \\n Sudhir Karanth is an accomplished leader in the life sciences IT \\ncommunity. With over 25 years of experience in the IT industry, he has \\nspent the last two decades transforming life sciences through data, \\nanalytics , and AI leadership . Sudhir is responsible for i2e’s strateg y, \\ngrowth , and innovation , identifying opportunities for extending i2e’s \\nmarket leadership . \\n \\nVishal Rane I Co-Founder and COO \\n As COO, Vishal leads market development, organizational \\ntransformation, and provides revenue and management leadership. \\nThroughout his career, he has focused on business growth, expanding \\ni2e’s global and regional footprint, and ensuring i2e’s brand recognition \\namongst life sciences organizations. \\n \\nSri Kanagala I Co-Founder \\n Sri leads i2e’s differentiated delivery architectures by integrating \\ninnovative technolog ical solutions. He provides technology vision and \\nleadership to i2e’s experts across AI/ML, Big Data and Cloud. He has led \\nexpansion of the service delivery portfolio by adding new service lines , \\ncapabilities, and partnerships . \\n \\nPrashant Apte I Co-Founder \\n \\n \\n \\n \\n \\n Prashant has been instrumental in building the business from the \\ngrounds up. In the early days managed business development, sales, \\ntechnology strategy. Now focused in an advisory capacity for \\nachievement of goals and outcomes in the different departments of the \\nbusiness. \\n \\nLeadership \\nCarlos Nunes I Vice President of Portfolio Analytics \\n \\n Carlos joined i2e from a 25 -year career experience as an industry \\nconsultant and a pharma insider in strategic portfolio management \\nand digital innovation. He is an industry pioneer in designing and \\ndeploying enterprise integrated, real -time executive decision \\nsupport tools to enable data -driven R&D asset investment anal ysis, \\nscenario planning and portfolio sustainability. \\n \\n \\n', start_char_idx=None, end_char_idx=None, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'),\n", " Document(id_='bcc08152-365b-4d19-9eee-0b723384ee59', embedding=None, metadata={'page_label': '2', 'file_name': 'Our leadership.pdf', 'file_path': '/content/data/Our leadership.pdf', 'file_type': 'application/pdf', 'file_size': 189094, 'creation_date': '2024-05-10', 'last_modified_date': '2024-05-10'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={}, text='Brian Beattie | Vice President – Strategic PPM Roadmap \\n Brian is focused on the Portfolio & Project Management solutions. His \\nunderstanding of business processes combined with technical expertise \\ngives him the ability to advise companies seeking to achieve successful \\noutcomes with a strategic PPM roadmap. Brian has had previous roles in \\nProcurement, Vendor Management, and Solution Delivery . \\n \\nPeter Green I Vice President, Analytics \\n Peter is an Enterprise Analytics professional with 18 years of experience. \\nHe has had previous roles in R&D Data & Analytics, portfolio decision \\nanalytics and business integration. \\n \\n \\n \\nParmod Kumar | Director Life Sciences – R&D Transformation and Analytics \\n Parmod has been engaging C-suite, leadership, and client to drive \\nbusiness, growth agenda, decision making, marketing plans and strategy \\nB. Pharm; MBA with 17+ years’ experience in Life Science Business \\nStrategy, Consulting, BD & Licensing, Sales, and Marketing \\nAnalytics. Worked across the product life cycle starting from early drug \\ndiscovery to patent expiry. \\n \\n \\nBoard of Advisors \\nJohn Gregory I Strategic Advisor \\n John has over 30 years of experience in delivering global large -scale \\ntransformational programs across Life Science domains including leading \\nthe digitalization of Pfizer’s Pre -Clinical R&D, Emerging Science & \\nInnovation, and Worldwide R&D Operations. After spending 21 -years \\nwith Pfizer, John retired from the position of Senior Director within \\nPfizer’s Digital organization in 2021. \\n \\nDave Penndorf I Strategic Advisor \\n \\n \\n \\n Dave brings almost two decades of PPM expertise focused on the Life \\nScience industries to the i2e team, advising i2e on Go To Market \\nstrategy, PPM best practices and trends in the industry . Dave spent 17 \\nyears at Planisware, with such roles as VP of Life Sciences, VP of \\nBusiness Operations, Director of Consulting, and Solution Architect. \\n \\nDave authored the chapters on Project Management Information \\nSystems in the 2023 released book, \"Project Management for Drug \\nDevelopers\", detailing how to set up your software solutions and data \\nmodels to meet the needs of project management offices today. \\nCommented [DP1]: should \"c -suite\" and \"client\" be \\nplural? ', start_char_idx=None, end_char_idx=None, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'),\n", " Document(id_='0d853c4f-22b9-40ea-a007-6c52bf034141', embedding=None, metadata={'page_label': '3', 'file_name': 'Our leadership.pdf', 'file_path': '/content/data/Our leadership.pdf', 'file_type': 'application/pdf', 'file_size': 189094, 'creation_date': '2024-05-10', 'last_modified_date': '2024-05-10'}, excluded_embed_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], excluded_llm_metadata_keys=['file_name', 'file_type', 'file_size', 'creation_date', 'last_modified_date', 'last_accessed_date'], relationships={}, text=' \\n \\n', start_char_idx=None, end_char_idx=None, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n')]" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "system_prompts = \"\"\"\n", "You are a Q&A assistant. Your goal is to answer questions as\n", "accurately as possible based on the instructions and context provided.\n", "\"\"\"\n", "## Default format supportable by LLama2\n", "query_wrapper_prompt = SimpleInputPrompt(\"<|USER|>{query_str}<|ASSISTANT|>\")" ], "metadata": { "id": "rOkGpw4lxTID" }, "execution_count": 9, "outputs": [] }, { "cell_type": "code", "source": [ "!!huggingface-cli login\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TTGiCTPD4zme", "outputId": "8fad111a-9d68-4660-a90d-0f05cf3e235b" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['',\n", " ' _| _| _| _| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _|_|_|_| _|_| _|_|_| _|_|_|_|',\n", " ' _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|',\n", " ' _|_|_|_| _| _| _| _|_| _| _|_| _| _| _| _| _| _|_| _|_|_| _|_|_|_| _| _|_|_|',\n", " ' _| _| _| _| _| _| _| _| _| _| _|_| _| _| _| _| _| _| _|',\n", " ' _| _| _|_| _|_|_| _|_|_| _|_|_| _| _| _|_|_| _| _| _| _|_|_| _|_|_|_|',\n", " '',\n", " ' To login, `huggingface_hub` requires a token generated from https://huggingface.co/settings/tokens .',\n", " 'Token: ',\n", " 'Add token as git credential? (Y/n) Y',\n", " 'Token is valid (permission: write).',\n", " '\\x1b[1m\\x1b[31mCannot authenticate through git-credential as no helper is defined on your machine.',\n", " 'You might have to re-authenticate when pushing to the Hugging Face Hub.',\n", " \"Run the following command in your terminal in case you want to set the 'store' credential helper as default.\",\n", " '',\n", " 'git config --global credential.helper store',\n", " '',\n", " 'Read https://git-scm.com/book/en/v2/Git-Tools-Credential-Storage for more details.\\x1b[0m',\n", " 'Token has not been saved to git credential helper.',\n", " 'Your token has been saved to /root/.cache/huggingface/token',\n", " 'Login successful']" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "oThlASkIDTZJ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "import torch\n", "\n", "llm = HuggingFaceLLM(\n", " context_window=4096,\n", " max_new_tokens=256,\n", " generate_kwargs={\"temperature\": 0.0, \"do_sample\": False},\n", " system_prompt=system_prompts,\n", " query_wrapper_prompt=query_wrapper_prompt,\n", " tokenizer_name=\"meta-llama/Llama-2-7b-chat-hf\",\n", " model_name=\"meta-llama/Llama-2-7b-chat-hf\",\n", " device_map=\"auto\",\n", " # uncomment this if using CUDA to reduce memory usage\n", " model_kwargs={\"torch_dtype\": torch.float16 , \"load_in_8bit\":True}\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 491, "referenced_widgets": [ "442cfd11df2249c68e4ef6d13acec04b", "0560bbdd801b4857834aac06d463e0eb", "4404d5725e1f4d82b949c4fda6ebe954", "23f0ff0cbdbe48c3b47eb0f25b0cc268", "4da3e901afff414cb6a85e3a3f229e33", "3a7db2416acb4796af743ad4c84516cd", "7d3c2f8ad75b404382105893bf6afb48", "3c33671ce7004752b17e73429e274302", "548be0b075c042ea98f3527a862c4a75", "aa734c645eaa43829f173793ecd715a1", "7215d8b15c8e434bb1da562698dfa04f", "438ea6457d284c1fb6616f3c38bb3ec8", "2d1358b4ab3e465fbcca4f84edc2146c", "12fe6fb67ee041a4874c0e4d35a5f2a5", "00873768343742bf848b2908c766fe8b", "180d037e987844e395e0ced8ecca4d5e", "84e6b769eb6e420fa467940780783eb3", "54de48330af641a6a9dd8d7a147a9051", "8367274f945a4260899ed857fd205006", "c0f0a7aad4e8431684873717335b0fd1", "a6cb8fe632764e8aa1c5e3d93ada9865", "958ae9561d6548cc868c0f93ec1fc830", "e6b4ad5c64fc49cbb1ead016bb7acd4c", "d2a79f5d0e474b2baa2362795d894a68", "0ef07b4b214047b69ff938dff1215cca", "39d1f8bf86af4215bdda904a4851c346", "1f706874d4204353b1d246eb28cbdedd", "b1945b852844454db64577f2c0716d48", "d6ebf6188a8942fb9e6bf171c59920d3", "dd11bb67bee7443cbc5b2a7f02e0a213", "76c59a8cf80c46bc8532f8721e336a46", "08f40802aedd4ae2be5a9a01bd1bb5d6", "47694f907f104599942eb24dfe7bbce8", "eae5a7d199e3450c9a1b030041043749", "b8e02a9a371c494089c0eb4e8ad2a438", "082c7cdad0bd40968c45a7ed7496bead", "a595af5208e54914a674d710f8b07f9a", "c4d31543e26d4760a568ef92d9b0d862", "eba74db622964e0abca7cd7bd0379cb0", "dd9cf677cfc343989aa6a7ff9006d72f", "6365d83324254db8b4abaf5158e28f39", "6e9beb18c6fd4c0d9f667e58c01d3363", "bbeea90975b244d58bd70529d6d942e5", "92bd2c16d5b64f989fc23dfea2ffa70e", "c026d1f4052d4b679d373d1d455ef02e", "1090b152df874c4a82965c0616b95cf5", "39d6100dd6d44707b9b51e987a896594", "625b0fb4b41b43238a8ba0276c9ab648", "7183f54c25d8430b938c6eb0ac59797d", "c27b96599c904f66b1f0540e1a4f31ec", "c3a3b7998b3e4c8f81def627c856c185", "b71185ad9966489f96e04e0fb17ae571", "19ad82dfed1d461cb9624deb782028f8", "fe0eef459e2246c3b92b669b771de350", "fc8b71aed54b4b67b1216430a33c4112", "639e0b3e4288426e9e860fc18b0e3512", "4dcd9942b6de4b0eb512ff92ce7eb64e", "fe598feac8a24bfea22125b3d5b65fa7", "5c6e616a23d443e18c1d8c91bc592715", "f4cc65d84c7b4d189e9a5aafb7b69ee7", "bf10fced67ef40148e03a881cb5ea38a", "deedae72f1ef4418a0859d3d068e2f85", "3411fc23824e4841acd123582df93138", "5b41debbc6da40dcb8666bbe19895ac3", "8a88acaf28dd48adafd39ae5b8df0bf6", "758fc15e20684e9d836a2ff0d3c847b5", "c57cae611328479abd56878694bca586", "e6e45a59e7e84b05a0f00c891ff4bfd4", "4e18e726d32f46f69122f2023ae30dcc", "669d0061f2ef4df9be513300ee33624e", "ef5954a5d1cf4f60ac42ab8be5d4fb85", "87d6cd44ae464485a8dcc384824d8fec", "8e6688cd81844f4e88848d9dd1612d60", "18de3a472d5c49c7b5b65f8cec1f25ec", "18b6e64c582146ca9c8be879ddd98971", "02b4feabe711441c93769b5c0dea9aba", "ca74ca62e38849a68d5d1cb33ef89b37", "3021cffd9af94f3e88165146add3844b", "e0f71b692b464fec93d61d22bb4dfd4e", "63e7d36fd2254ab2ac30db9572be5366", "22cbe78ffaad4d61ae8430e3b3c0605d", "94abffe954eb45d8873cc3d497ab8001", "736193323b1f49ae9eb5c87021562c2c", "7f6de2d892ed42a39e2e72be9a897097", "5a8e94a65a0e4a75b8fd054341202855", "f0636d11c9de4d9f914792da12d4a138", "057d9335fa8d4fcfb71ca3cf2fc32a72", "bce9472896ac4e2e8508b6fd58a24641", "6f09a34f7aea43e78fc365a323abf057", "ca39b9e15e514692aa3804739b9d7ced", "0770f09acaeb4fec94a40b3300b9f95f", "32d7f908ccca4244bf94f9b5ae495053", "17a97233d8974f4c921de0d11d69153c", "483544beb4ac4cc29a3050b8718ec6ce", "7a5c94b44bcb4e0f801fd75229d2101a", "1941bbd276cb48cab27830f34e3b37dc", "9c6d34c137cd449baf2be98584c071b7", "c1c0724cf2284b8f912b72c3c2aa19f7", "0e15f10b9e8049d787d4fc7bd0d62b96", "59cf077cd6214d9b847c09c173511e78", "f1ac78325a6e44478472134c1c9c9f3f", "c378f7ad7c954904a9d1247b5e222320", "9393deea28cc48b8a5b40c6f58fd9660", "09b21e60e01245fe845e8fed2aaee6e7", "6f67d6c21d9b474a93398a86a62e2830", "64d86923e42a41bcab4de7bc507937bc", "20dcac22c19d45c7880a35afe034f381", "75fb051e24254fd08a9f16e06e8f3489", "131939c4d66c47b18eb841c2cd683046", "08a72aacd7b145e3bd37b57d237ec908", "8580d48dc3c94271852a8d2873793f53", "e9cb878a5b5c45f196e6b9c8b688242c", "4d36a42e47e641adbe5f81fc2cfc0630", "e290df66064f41d5abde1791cfd62ef9", "5078b016dc81400a9b31d719c39fccd9", "01e7daf87cc64a42b3521f5191b9b32d", "298dfad2b7a4486bb2cc31d891b6f85b", "36dd85c6623d4e4b9f25c1c2c973d4c4", "51eb37b01bda4227a6b419d8d624f137", "025a72b546854263945253b67364702b", "282e5219ccf442848e1d0bdb7234991a" ] }, "id": "DsrK0y1V4_aD", "outputId": "511ae027-a537-497f-a7cf-fd14bf682a66" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n", "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", "You will be able to reuse this secret in all of your notebooks.\n", "Please note that authentication is recommended but still optional to access public models or datasets.\n", " warnings.warn(\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "config.json: 0%| | 0.00/614 [00:00:1: DeprecationWarning: Call to deprecated class method from_defaults. (ServiceContext is deprecated, please use `llama_index.settings.Settings` instead.) -- Deprecated since version 0.10.0.\n", " service_context=ServiceContext.from_defaults(\n" ] } ] }, { "cell_type": "code", "source": [ "index=VectorStoreIndex.from_documents(documents,service_context=service_context)" ], "metadata": { "id": "z9CqTe7Sxlpk" }, "execution_count": 14, "outputs": [] }, { "cell_type": "code", "source": [ "query_engine=index.as_query_engine()" ], "metadata": { "id": "1etfKPsOGnDf" }, "execution_count": 15, "outputs": [] }, { "cell_type": "code", "source": [ "response=query_engine.query(\"who is ceo of i2e\")\n", "print(response)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yqkafrN9Gn2R", "outputId": "20b6d819-e97f-4dc9-a1a9-3dfbc8ade3ce" }, "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Sudhir Karanth is the CEO of i2e.\n" ] } ] }, { "cell_type": "code", "source": [ "response=query_engine.query(\"who is ceo of google\")\n", "print(response)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XTidKkD4GqjI", "outputId": "7ba2564f-4592-4d6a-f512-d6b53ec755e2" }, "execution_count": 18, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "I'm just an AI assistant, I don't have access to real-time information or the ability to browse the internet. However, I can suggest some possible sources where you can find the answer to your question.\n", "\n", "You can check the official Google website or any reputable tech news websites for the latest information on the CEO of Google. The CEO of Google is Sundar Pichai, who has been in the position since 2015.\n", "\n", "Please let me know if you have any other questions or if there's anything else I can help you with.\n" ] } ] }, { "cell_type": "code", "source": [ "response=query_engine.query(\"who is vishal, give a short discription of him\")\n", "print(response)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "O9k5MzN1Wyx2", "outputId": "f28a5727-0de2-4ba7-8965-69ce3aa2f627" }, "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Vishal Rane is the Co-Founder and COO of i2e. As COO, he leads market development, organizational transformation, and provides revenue and management leadership. Throughout his career, he has focused on business growth, expanding i2e's global and regional footprint, and ensuring i2e's brand recognition amongst life sciences organizations. He has led the expansion of the service delivery portfolio by adding new service lines, capabilities, and partnerships.\n" ] } ] }, { "cell_type": "code", "source": [ "response=query_engine.query(\"who is vishal, give a long discription of him\")\n", "print(response)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1O6FkztiXJRs", "outputId": "1b39c1a8-3eb8-4674-f0f3-93ca163269e3" }, "execution_count": 20, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Vishal Rane is one of the co-founders of i2e. As the COO, he leads market development, organizational transformation, and provides revenue and management leadership. Throughout his career, he has focused on business growth, expanding i2e's global and regional footprint, and ensuring i2e's brand recognition among life sciences organizations. He has led the expansion of the service delivery portfolio by adding new service lines, capabilities, and partnerships. Vishal has been instrumental in building the business from the ground up and has experience in business development, sales, technology strategy, and now in an advisory capacity for achieving goals and outcomes in different departments of the business.\n", "\n", "Please let me know if you have any further questions or if there's anything else I can help you with.\n" ] } ] }, { "cell_type": "code", "source": [ "response=query_engine.query(\"what is i2e\")\n", "print(response)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "r9sm7znDXll3", "outputId": "85c6d3b5-84b2-4a2d-8fd9-6b742cd076f0" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "i2e is a company that provides leadership and strategic guidance to the life sciences industry. They have a team of experienced professionals who specialize in areas such as data analytics, AI, and portfolio management. i2e's goal is to help life sciences organizations make informed decisions and drive growth through data-driven insights. They offer a range of services, including strategic planning, market development, and technology integration. i2e's leadership team includes experienced professionals with backgrounds in the life sciences industry, consulting, and technology. They also have a board of advisors who provide guidance and support.\n" ] } ] }, { "cell_type": "code", "source": [ "response=query_engine.query(\"about home page\")\n", "print(response)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QUZYOA9bcohw", "outputId": "c00a53a5-4415-4353-a2a2-b2c0f5636349" }, "execution_count": 21, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "The term \"c-suite\" refers to the top executives in a company, including the CEO, CFO, COO, and other C-level positions. Similarly, \"client\" can refer to a single individual or organization that is receiving services from a company. In the context of the home page, \"c-suite\" and \"client\" are likely being used interchangeably to refer to the various stakeholders and decision-makers within an organization. Therefore, both terms should be plural.\n" ] } ] } ] }