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This behaviour is the source of the following dependency conflicts.\n","llmx 0.0.15a0 requires cohere, which is not installed.\u001b[0m\u001b[31m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.0/86.0 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.9/7.9 MB\u001b[0m \u001b[31m21.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m46.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m311.2/311.2 kB\u001b[0m \u001b[31m24.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m52.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m63.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m26.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Building wheel for sentence-transformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n"]}]},{"cell_type":"markdown","source":["## Medical Disease Database"],"metadata":{"id":"EZ95e-WqxveZ"}},{"cell_type":"code","source":["import requests\n","\n","def download_csv(url, filename):\n","    response = requests.get(url)\n","    response.raise_for_status()  # Check that the request was successful\n","    with open(filename, 'wb') as f:\n","        f.write(response.content)\n","\n","# Replace with the URL of your CSV file\n","url = 'https://github.com/Kent0n-Li/ChatDoctor/raw/main/format_dataset.csv'\n","\n","# Replace with the desired location and name of the downloaded file\n","filename = 'medical_db.csv'\n","\n","download_csv(url, filename)\n"],"metadata":{"id":"AtBPjRFIoD_4","executionInfo":{"status":"ok","timestamp":1699777619024,"user_tz":-330,"elapsed":632,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","from langchain.embeddings import HuggingFaceEmbeddings\n","from langchain.vectorstores import FAISS\n","from langchain.document_loaders import CSVLoader\n","from langchain.text_splitter import RecursiveCharacterTextSplitter\n","from langchain import PromptTemplate\n","from langchain.chains import RetrievalQA , ConversationChain\n","from langchain.llms import CTransformers\n","from langchain.chains.conversation.memory import ConversationBufferMemory"],"metadata":{"id":"xwSXlzCjpBo3","executionInfo":{"status":"ok","timestamp":1699779393685,"user_tz":-330,"elapsed":1888,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["loader = CSVLoader(file_path='/content/medical_db.csv', encoding=\"utf-8\", csv_args={\n","                'delimiter': ','})\n","data = loader.load()"],"metadata":{"id":"Tg6MEtCDp3QB","executionInfo":{"status":"ok","timestamp":1699779395937,"user_tz":-330,"elapsed":1,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["data[0]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cG6TbULWqMyV","executionInfo":{"status":"ok","timestamp":1699777929592,"user_tz":-330,"elapsed":3,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"ae2eaf3a-7731-49c1-e319-376418a8c3d3"},"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Document(page_content=\"idx: 0\\ndisease: Panic disorder\\nSymptom: ['Anxiety and nervousness', 'Depression', 'Shortness of breath', 'Depressive or psychotic symptoms', 'Sharp chest pain', 'Dizziness', 'Insomnia', 'Abnormal involuntary movements', 'Chest tightness', 'Palpitations', 'Irregular heartbeat', 'Breathing fast']\\nreason: Panic disorder is an anxiety disorder characterized by recurring severe panic attacks. It may also include significant behavioral changes lasting at least a month and of ongoing worry about the implications or concern about having other attacks. The latter are called anticipatory attacks (DSM-IVR). Panic disorder is not the same as agoraphobia (fear of public places), although many afflicted with panic disorder also suffer from agoraphobia. Panic attacks cannot be predicted, therefore an individual may become stressed, anxious or worried wondering when the next panic attack will occur. Panic disorder may be differentiated as a medical condition, or chemical imbalance. The DSM-IV-TR describes panic disorder and anxiety differently. Whereas anxiety is preceded by chronic stressors which build to reactions of moderate intensity that can last for days, weeks or months, panic attacks are acute events triggered by a sudden, out-of-the-blue cause: duration is short and symptoms are more intense. Panic attacks can occur in children, as well as adults. Panic in young people may be particularly distressing because children tend to have less insight about what is happening, and parents are also likely to experience distress when attacks occur.\\nTestsAndProcedures: ['Psychotherapy', 'Mental health counseling', 'Electrocardiogram', 'Depression screen (Depression screening)', 'Toxicology screen', 'Psychological and psychiatric evaluation and therapy']\\ncommonMedications: ['Lorazepam', 'Alprazolam (Xanax)', 'Clonazepam', 'Paroxetine (Paxil)', 'Venlafaxine (Effexor)', 'Mirtazapine', 'Buspirone (Buspar)', 'Fluvoxamine (Luvox)', 'Imipramine', 'Desvenlafaxine (Pristiq)', 'Clomipramine', 'Acamprosate (Campral)']\", metadata={'source': '/content/medical_db.csv', 'row': 0})"]},"metadata":{},"execution_count":5}]},{"cell_type":"markdown","source":["## Vector Store Creation and Indexing with FAISS"],"metadata":{"id":"-fOd0adgxzSI"}},{"cell_type":"code","source":["def get_embedding_model(model_name ,model_kwargs ):\n","    embedding_model = HuggingFaceEmbeddings(\n","            model_name = model_name,  # also works with model_path\n","            model_kwargs = model_kwargs)\n","    return embedding_model"],"metadata":{"id":"y1Ozyd1ZskBF","executionInfo":{"status":"ok","timestamp":1699779401056,"user_tz":-330,"elapsed":3,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["embedding_model_name = \"sentence-transformers/all-MiniLM-L6-v2\"\n","embeddings = get_embedding_model(embedding_model_name ,\n","                                      # model_kwargs={'device': 'cpu'} ,\n","                                      model_kwargs={'device': 'cuda'}\n","                                     )"],"metadata":{"id":"0l0WlC78skxn","executionInfo":{"status":"ok","timestamp":1699779416689,"user_tz":-330,"elapsed":15010,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["vectorstore = FAISS.from_documents(data, embeddings)"],"metadata":{"id":"8qBLt9aZqMBL","executionInfo":{"status":"ok","timestamp":1699778611148,"user_tz":-330,"elapsed":4718,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["DB_FAISS_PATH = \"/content/drive/MyDrive/Medical-Assistant-Project /VectorStore/db_faiss\"\n","vectorstore.save_local(DB_FAISS_PATH)"],"metadata":{"id":"_lxzqMYIsy8I","executionInfo":{"status":"ok","timestamp":1699778677711,"user_tz":-330,"elapsed":3,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["DB_FAISS_PATH = \"/content/drive/MyDrive/Medical-Assistant-Project /VectorStore/db_faiss\"\n","vectorstore = FAISS.load_local(DB_FAISS_PATH, embeddings)"],"metadata":{"id":"ARSjZ_UZwCRS","executionInfo":{"status":"ok","timestamp":1699779496904,"user_tz":-330,"elapsed":410,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":["### Testing Retreival from Vector Store using Similarity"],"metadata":{"id":"5qMYX_Rbx5LW"}},{"cell_type":"code","source":["query = \"The left leg seems broken , I guess it is some kind of fracture I have\"\n","docs = vectorstore.similarity_search(query , k=2)"],"metadata":{"id":"YyFga91FtEZe","executionInfo":{"status":"ok","timestamp":1699786832075,"user_tz":-330,"elapsed":409,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":113,"outputs":[]},{"cell_type":"code","source":["docs"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VdiCTC74tOWI","executionInfo":{"status":"ok","timestamp":1699786836412,"user_tz":-330,"elapsed":555,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"5392d466-2ac9-45d0-bbca-fcfcf15b9b6a"},"execution_count":114,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Document(page_content=\"idx: 527\\ndisease: Fracture of the foot\\nSymptom: ['Foot or toe pain', 'Ankle pain', 'Foot or toe swelling', 'Ankle swelling', 'Foot or toe weakness', 'Foot or toe stiffness or tightness']\\nreason: A bone fracture (sometimes abbreviated FRX or Fx, Fx, or #) is a medical condition in which there is a break in the continuity of the bone. A bone fracture can be the result of high force impact or stress, or trivial injury as a result of certain medical conditions that weaken the bones, such as osteoporosis, bone cancer, or osteogenesis imperfecta, where the fracture is then properly termed a pathologic fracture.\\nTestsAndProcedures: ['Radiographic imaging procedure', 'Plain x-ray (X ray)', 'Application of splint (Splinting)', 'Examination of foot', 'Wound care management', 'Orthopedic casting', 'Physical therapy exercises (Exercises)']\\ncommonMedications: ['Hyaluronidase', 'Deferoxamine', 'Diflorasone Topical']\", metadata={'source': '/content/medical_db.csv', 'row': 527}),\n"," Document(page_content=\"idx: 228\\ndisease: Injury to the leg\\nSymptom: ['Knee pain', 'Foot or toe pain', 'Ankle pain', 'Leg pain', 'Knee swelling', 'Foot or toe swelling', 'Ankle swelling', 'Problems with movement', 'Leg swelling', 'Knee stiffness or tightness', 'Irregular appearing nails', 'Infant feeding problem']\\nreason: General or unspecified injuries involving the leg.\\nTestsAndProcedures: ['Radiographic imaging procedure', 'Plain x-ray (X ray)', 'Application of splint (Splinting)', 'Wound care management', 'Magnetic resonance imaging (Mri)', 'Physical therapy exercises (Exercises)', 'Examination of foot']\\ncommonMedications: ['Collagenase Topical', 'Amikacin', 'Fenoprofen (Progesic)', 'Rabies Immune Globulin, Human', 'Fondaparinux (Arixtra)']\", metadata={'source': '/content/medical_db.csv', 'row': 228})]"]},"metadata":{},"execution_count":114}]},{"cell_type":"code","source":["docs[0].page_content"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":127},"id":"BAn7h7Yi68Wn","executionInfo":{"status":"ok","timestamp":1699782449695,"user_tz":-330,"elapsed":411,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"c3131d0c-df25-4ab4-f71c-1bf0a89709ed"},"execution_count":47,"outputs":[{"output_type":"execute_result","data":{"text/plain":["\"idx: 527\\ndisease: Fracture of the foot\\nSymptom: ['Foot or toe pain', 'Ankle pain', 'Foot or toe swelling', 'Ankle swelling', 'Foot or toe weakness', 'Foot or toe stiffness or tightness']\\nreason: A bone fracture (sometimes abbreviated FRX or Fx, Fx, or #) is a medical condition in which there is a break in the continuity of the bone. A bone fracture can be the result of high force impact or stress, or trivial injury as a result of certain medical conditions that weaken the bones, such as osteoporosis, bone cancer, or osteogenesis imperfecta, where the fracture is then properly termed a pathologic fracture.\\nTestsAndProcedures: ['Radiographic imaging procedure', 'Plain x-ray (X ray)', 'Application of splint (Splinting)', 'Examination of foot', 'Wound care management', 'Orthopedic casting', 'Physical therapy exercises (Exercises)']\\ncommonMedications: ['Hyaluronidase', 'Deferoxamine', 'Diflorasone Topical']\""],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":47}]},{"cell_type":"markdown","source":["## Loading the LLM"],"metadata":{"id":"R7RQY5pjuK51"}},{"cell_type":"code","source":["!huggingface-cli login --token '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'"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YQs7ahjgtP6z","executionInfo":{"status":"ok","timestamp":1699779534687,"user_tz":-330,"elapsed":1128,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"15880eac-fb6c-448a-efc5-0c100a525bf6"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["Token will not been saved to git credential helper. Pass `add_to_git_credential=True` if you want to set the git credential as well.\n","Token is valid (permission: write).\n","Your token has been saved to /root/.cache/huggingface/token\n","Login successful\n"]}]},{"cell_type":"code","source":["%pip install -q datasets bitsandbytes einops wandb\n","%pip install -q -U trl transformers accelerate git+https://github.com/huggingface/peft.git"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F6zEHaUVuoNG","executionInfo":{"status":"ok","timestamp":1699779138621,"user_tz":-330,"elapsed":41985,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"fca9737c-0871-4604-cc1d-5f5650a4c670"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m493.7/493.7 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K     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\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m99.9/99.9 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h  Building wheel for peft (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"]}]},{"cell_type":"code","source":["!pip -qqq install bitsandbytes accelerate"],"metadata":{"id":"A3KuWRL7vIIg","executionInfo":{"status":"ok","timestamp":1699779352938,"user_tz":-330,"elapsed":13337,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":24,"outputs":[]},{"cell_type":"code","source":["import json\n","import os\n","from pprint import pprint\n","\n","import bitsandbytes as bnb\n","import pandas as pd\n","import torch\n","import torch.nn as nn\n","import transformers\n","from datasets import load_dataset\n","from huggingface_hub import notebook_login\n","\n","from peft import (\n","    LoraConfig,\n","    PeftConfig,\n","    PeftModel,\n","    get_peft_model,\n","    prepare_model_for_kbit_training,\n",")\n","from transformers import (\n","    AutoConfig,\n","    AutoModelForCausalLM,\n","    AutoTokenizer,\n","    BitsAndBytesConfig,\n",")\n","\n"],"metadata":{"id":"ari2MN9XuAvu","executionInfo":{"status":"ok","timestamp":1699779540829,"user_tz":-330,"elapsed":2686,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":12,"outputs":[]},{"cell_type":"code","source":["PEFT_MODEL = \"Hrithik2212/Dr.Llama2-7b-qlora-chat-experimental\"\n","\n","bnb_config = BitsAndBytesConfig(\n","    load_in_4bit=True,\n","    bnb_4bit_quant_type=\"nf4\", #\n","    bnb_4bit_compute_dtype=torch.bfloat16,\n",")\n","\n","config = PeftConfig.from_pretrained(PEFT_MODEL)\n","model = AutoModelForCausalLM.from_pretrained(\n","    config.base_model_name_or_path,\n","    return_dict=True,\n","    quantization_config=bnb_config,\n","    device_map=\"auto\",\n","    trust_remote_code=True,\n",")\n","tokenizer = AutoTokenizer.from_pretrained(config.base_model_name_or_path)\n","tokenizer.pad_token = tokenizer.eos_token\n","\n","model = PeftModel.from_pretrained(model, 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Reddy","userId":"13026109070514146620"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["generation_config = model.generation_config\n","generation_config.max_new_tokens = 4000\n","generation_config.temperature = 0.3\n","generation_config.top_p = 0.5\n","generation_config.num_return_sequences = 1\n","generation_config.pad_token_id = tokenizer.eos_token_id\n","generation_config.eos_token_id = tokenizer.eos_token_id\n","generation_config.repetition_penalty = 1.5\n","generation_config"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WykbXGh7xcc-","executionInfo":{"status":"ok","timestamp":1699783490787,"user_tz":-330,"elapsed":628,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"c2acfafb-4d42-4e59-a287-8eb4038578ab"},"execution_count":68,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GenerationConfig {\n","  \"bos_token_id\": 1,\n","  \"eos_token_id\": 2,\n","  \"max_new_tokens\": 4000,\n","  \"pad_token_id\": 2,\n","  \"repetition_penalty\": 1.5,\n","  \"temperature\": 0.3,\n","  \"top_p\": 0.5\n","}"]},"metadata":{},"execution_count":68}]},{"cell_type":"code","source":["from transformers import pipeline\n","pipe = pipeline(task=\"text-generation\", model=model, tokenizer=tokenizer,repetition_penalty =1.5)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nI7lLzXhxTXS","executionInfo":{"status":"ok","timestamp":1699783494677,"user_tz":-330,"elapsed":411,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"0519894d-1419-4789-ace0-9f0cabd2a35b"},"execution_count":69,"outputs":[{"output_type":"stream","name":"stderr","text":["The model 'PeftModelForCausalLM' is not supported for text-generation. Supported models are ['BartForCausalLM', 'BertLMHeadModel', 'BertGenerationDecoder', 'BigBirdForCausalLM', 'BigBirdPegasusForCausalLM', 'BioGptForCausalLM', 'BlenderbotForCausalLM', 'BlenderbotSmallForCausalLM', 'BloomForCausalLM', 'CamembertForCausalLM', 'LlamaForCausalLM', 'CodeGenForCausalLM', 'CpmAntForCausalLM', 'CTRLLMHeadModel', 'Data2VecTextForCausalLM', 'ElectraForCausalLM', 'ErnieForCausalLM', 'FalconForCausalLM', 'FuyuForCausalLM', 'GitForCausalLM', 'GPT2LMHeadModel', 'GPT2LMHeadModel', 'GPTBigCodeForCausalLM', 'GPTNeoForCausalLM', 'GPTNeoXForCausalLM', 'GPTNeoXJapaneseForCausalLM', 'GPTJForCausalLM', 'LlamaForCausalLM', 'MarianForCausalLM', 'MBartForCausalLM', 'MegaForCausalLM', 'MegatronBertForCausalLM', 'MistralForCausalLM', 'MptForCausalLM', 'MusicgenForCausalLM', 'MvpForCausalLM', 'OpenLlamaForCausalLM', 'OpenAIGPTLMHeadModel', 'OPTForCausalLM', 'PegasusForCausalLM', 'PersimmonForCausalLM', 'PLBartForCausalLM', 'ProphetNetForCausalLM', 'QDQBertLMHeadModel', 'ReformerModelWithLMHead', 'RemBertForCausalLM', 'RobertaForCausalLM', 'RobertaPreLayerNormForCausalLM', 'RoCBertForCausalLM', 'RoFormerForCausalLM', 'RwkvForCausalLM', 'Speech2Text2ForCausalLM', 'TransfoXLLMHeadModel', 'TrOCRForCausalLM', 'WhisperForCausalLM', 'XGLMForCausalLM', 'XLMWithLMHeadModel', 'XLMProphetNetForCausalLM', 'XLMRobertaForCausalLM', 'XLMRobertaXLForCausalLM', 'XLNetLMHeadModel', 'XmodForCausalLM'].\n"]}]},{"cell_type":"markdown","source":["## Retrieval and Generation"],"metadata":{"id":"mVrtoX9uyUcb"}},{"cell_type":"code","source":["from langchain.llms import HuggingFacePipeline\n","\n","llm = HuggingFacePipeline(pipeline=pipe)"],"metadata":{"id":"pQ7WRcnaE77I","executionInfo":{"status":"ok","timestamp":1699784940557,"user_tz":-330,"elapsed":2,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":92,"outputs":[]},{"cell_type":"code","source":["custom_prompt_template = \"\"\"You are an AI doctor\n","Use the following pieces of information to simulate a doctor pateint conversation with the user's question.\n","If a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct.\n","If you don't know the answer, just say that you don't know , don't try to make up an answer.\n","Finally also guide them to the correct clinical expert department for their problem\n","\n","Context: {context}\n","Question: {question}\n","\n","Guide the user to gain further information on his condition in relation to his Question\n","Helpful answer:\n","\"\"\"\n","\n","def set_custom_prompt():\n","    \"\"\"\n","    Prompt template for QA retrieval for each vectorstore\n","    \"\"\"\n","    prompt = PromptTemplate(template=custom_prompt_template,\n","                            input_variables=['context', 'question'])\n","    return prompt\n","\n","\n","qa = RetrievalQA.from_chain_type(\n","    llm=llm,\n","    chain_type=\"stuff\",\n","    retriever= vectorstore.as_retriever(search_kwargs={'k': 1}),\n","    chain_type_kwargs={'prompt': set_custom_prompt()}\n",")\n"],"metadata":{"id":"J8BLp--7_MKI","executionInfo":{"status":"ok","timestamp":1699785524638,"user_tz":-330,"elapsed":412,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":102,"outputs":[]},{"cell_type":"code","source":["qa.run(\"I am feeling nauseous and I am unable to sleep,can you help me \" )"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":54},"id":"hwZKSHBcFkAR","executionInfo":{"status":"ok","timestamp":1699786947790,"user_tz":-330,"elapsed":8707,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"64d39bc7-3eae-46fd-ad1c-e9e2c7b4d38f"},"execution_count":115,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'You may be suffering from primary Insoimia. Please visit your nearest hospital so they can diagnose it properly.. If this doesn’t work please contact us again we will do our best! :)'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":115}]},{"cell_type":"code","source":["qa.run(\"Suggest me some remedies for headache , it happens once in a  while\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":54},"id":"BUfxT3sMFz1I","executionInfo":{"status":"ok","timestamp":1699786974414,"user_tz":-330,"elapsed":8604,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"70d69611-4ecd-4a29-e3dd-aeb617584ae2"},"execution_count":116,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'You should consult your physician about this issue as soon possible because there might be more serious problems behind these symptons like migraine which needs special treatment. If they persist longer than usual then please visit urgent care center near u so we could help better!!!!!!'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":116}]},{"cell_type":"code","source":["prompt = \"Hi doctor,I am getting one-sided headache. I do not get them often. They are behind my right eye and temple area. Now this time I am also fighting with heavy cold and cough. It came on late morning today and it hurts more when I cough or shake my head or bend over. Prior to this, I had the same headache about four months ago. At that time it came on midafternoon and lasted till next morning. Prior to that, I had the same headache exactly on the right side and lasted for a day. I am on CCB and Protonix. I am scared of brain tumor. Please help\"\n","result = qa.run(prompt)"],"metadata":{"id":"unYpIxFhF2yb","executionInfo":{"status":"ok","timestamp":1699787021720,"user_tz":-330,"elapsed":21093,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}}},"execution_count":117,"outputs":[]},{"cell_type":"code","source":["print(\"Prompt : \")\n","pprint(prompt)\n","print()\n","print(\"Response : \")\n","pprint(result)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vG3pnjitIIMI","executionInfo":{"status":"ok","timestamp":1699787024388,"user_tz":-330,"elapsed":517,"user":{"displayName":"Hrithik Reddy","userId":"13026109070514146620"}},"outputId":"5c319566-0c9e-475a-a1ab-b94674b46627"},"execution_count":118,"outputs":[{"output_type":"stream","name":"stdout","text":["Prompt : \n","('Hi doctor,I am getting one-sided headache. I do not get them often. They are '\n"," 'behind my right eye and temple area. Now this time I am also fighting with '\n"," 'heavy cold and cough. It came on late morning today and it hurts more when I '\n"," 'cough or shake my head or bend over. Prior to this, I had the same headache '\n"," 'about four months ago. At that time it came on midafternoon and lasted till '\n"," 'next morning. Prior to that, I had the same headache exactly on the right '\n"," 'side and lasted for a day. I am on CCB and Protonix. I am scared of brain '\n"," 'tumor. Please help')\n","\n","Query : \n","('You have symptons which could be related either as migraine attack(which '\n"," 'usually occurs at night), cluster attacks/headachessyndrome where there may '\n"," 'occur multiple episodes per year but each episode will only affect partof '\n"," 'your scalpee region like yours. Or its possible they mightbe due some kind '\n"," 'of trauma /injury causing nerve damage leadingto these types off symptonns.. '\n"," 'But since u r already taking protonixand ccbs i dont think so ur case would '\n"," 'fall under such category.. Soi suggest consultng neurologist who specializes '\n"," 'into treatingsuch cases... And if he finds out anything wrong thenhe should '\n"," 'referyou too neurosurgeon... Hopefully afterall tests done properly we shall '\n"," 'findout what exact causeis responsiblefor triggerigng thoseattacks.... Good '\n"," 'luck! :)')\n"]}]}]}