├── README.md ├── requirements.txt ├── LICENSE ├── .gitignore └── main.py /README.md: -------------------------------------------------------------------------------- 1 | # AI-Agents-Streamlit-App 2 | AI Agents Streamlit App using Crew AI. 3 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | streamlit 2 | crewai 3 | crewai_tools 4 | python-dotenv 5 | langchain_openai 6 | langchain_community 7 | python-docx -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2024 AI Anytime 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # poetry 98 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 102 | #poetry.lock 103 | 104 | # pdm 105 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 106 | #pdm.lock 107 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 108 | # in version control. 109 | # https://pdm.fming.dev/latest/usage/project/#working-with-version-control 110 | .pdm.toml 111 | .pdm-python 112 | .pdm-build/ 113 | 114 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 115 | __pypackages__/ 116 | 117 | # Celery stuff 118 | celerybeat-schedule 119 | celerybeat.pid 120 | 121 | # SageMath parsed files 122 | *.sage.py 123 | 124 | # Environments 125 | .env 126 | .venv 127 | env/ 128 | venv/ 129 | ENV/ 130 | env.bak/ 131 | venv.bak/ 132 | 133 | # Spyder project settings 134 | .spyderproject 135 | .spyproject 136 | 137 | # Rope project settings 138 | .ropeproject 139 | 140 | # mkdocs documentation 141 | /site 142 | 143 | # mypy 144 | .mypy_cache/ 145 | .dmypy.json 146 | dmypy.json 147 | 148 | # Pyre type checker 149 | .pyre/ 150 | 151 | # pytype static type analyzer 152 | .pytype/ 153 | 154 | # Cython debug symbols 155 | cython_debug/ 156 | 157 | # PyCharm 158 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 159 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 160 | # and can be added to the global gitignore or merged into this file. For a more nuclear 161 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 162 | #.idea/ 163 | -------------------------------------------------------------------------------- /main.py: -------------------------------------------------------------------------------- 1 | import streamlit as st 2 | from crewai import Agent, Task, Crew, Process 3 | import os 4 | from crewai_tools import ScrapeWebsiteTool, SerperDevTool 5 | from dotenv import load_dotenv 6 | from langchain_openai import ChatOpenAI 7 | from docx import Document 8 | from io import BytesIO 9 | import base64 10 | 11 | load_dotenv() 12 | 13 | # LLM object and API Key 14 | os.environ["OPENAI_API_KEY"] = os.getenv("OPENAI_API_KEY") 15 | os.environ["SERPER_API_KEY"] = os.getenv("SERPER_API_KEY") 16 | 17 | 18 | def generate_docx(result): 19 | doc = Document() 20 | doc.add_heading('Healthcare Diagnosis and Treatment Recommendations', 0) 21 | doc.add_paragraph(result) 22 | bio = BytesIO() 23 | doc.save(bio) 24 | bio.seek(0) 25 | return bio 26 | 27 | def get_download_link(bio, filename): 28 | b64 = base64.b64encode(bio.read()).decode() 29 | return f'Download Diagnosis and Treatment Plan' 30 | 31 | st.set_page_config( 32 | layout="wide" 33 | ) 34 | 35 | # Title 36 | st.title("AI Agents to Empower Doctors") 37 | 38 | 39 | # Text Inputs 40 | gender = st.selectbox('Select Gender', ('Male', 'Female', 'Other')) 41 | age = st.number_input('Enter Age', min_value=0, max_value=120, value=25) 42 | symptoms = st.text_area('Enter Symptoms', 'e.g., fever, cough, headache') 43 | medical_history = st.text_area('Enter Medical History', 'e.g., diabetes, hypertension') 44 | 45 | # Initialize Tools 46 | search_tool = SerperDevTool() 47 | scrape_tool = ScrapeWebsiteTool() 48 | 49 | llm = ChatOpenAI( 50 | model="gpt-3.5-turbo-16k", 51 | temperature=0.1, 52 | max_tokens=8000 53 | ) 54 | 55 | # Define Agents 56 | diagnostician = Agent( 57 | role="Medical Diagnostician", 58 | goal="Analyze patient symptoms and medical history to provide a preliminary diagnosis.", 59 | backstory="This agent specializes in diagnosing medical conditions based on patient-reported symptoms and medical history. It uses advanced algorithms and medical knowledge to identify potential health issues.", 60 | verbose=True, 61 | allow_delegation=False, 62 | tools=[search_tool, scrape_tool], 63 | llm=llm 64 | ) 65 | 66 | treatment_advisor = Agent( 67 | role="Treatment Advisor", 68 | goal="Recommend appropriate treatment plans based on the diagnosis provided by the Medical Diagnostician.", 69 | backstory="This agent specializes in creating treatment plans tailored to individual patient needs. It considers the diagnosis, patient history, and current best practices in medicine to recommend effective treatments.", 70 | verbose=True, 71 | allow_delegation=False, 72 | tools=[search_tool, scrape_tool], 73 | llm=llm 74 | ) 75 | 76 | # Define Tasks 77 | diagnose_task = Task( 78 | description=( 79 | "1. Analyze the patient's symptoms ({symptoms}) and medical history ({medical_history}).\n" 80 | "2. Provide a preliminary diagnosis with possible conditions based on the provided information.\n" 81 | "3. Limit the diagnosis to the most likely conditions." 82 | ), 83 | expected_output="A preliminary diagnosis with a list of possible conditions.", 84 | agent=diagnostician 85 | ) 86 | 87 | treatment_task = Task( 88 | description=( 89 | "1. Based on the diagnosis, recommend appropriate treatment plans step by step.\n" 90 | "2. Consider the patient's medical history ({medical_history}) and current symptoms ({symptoms}).\n" 91 | "3. Provide detailed treatment recommendations, including medications, lifestyle changes, and follow-up care." 92 | ), 93 | expected_output="A comprehensive treatment plan tailored to the patient's needs.", 94 | agent=treatment_advisor 95 | ) 96 | 97 | # Create Crew 98 | crew = Crew( 99 | agents=[diagnostician, treatment_advisor], 100 | tasks=[diagnose_task, treatment_task], 101 | verbose=2 102 | ) 103 | 104 | # Execution 105 | if st.button("Get Diagnosis and Treatment Plan"): 106 | with st.spinner('Generating recommendations...'): 107 | result = crew.kickoff(inputs={"symptoms": symptoms, "medical_history": medical_history}) 108 | st.write(result) 109 | docx_file = generate_docx(result) 110 | 111 | download_link = get_download_link(docx_file, "diagnosis_and_treatment_plan.docx") 112 | 113 | st.markdown(download_link, unsafe_allow_html=True) 114 | --------------------------------------------------------------------------------