update

.dockerignore

@@ -0,0 +1,101 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# pyenv
+.python-version
+
+# pipenv
+.venv
+
+# Environments
+.env
+.venv/
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Ignore virtual environments
+venv/
+.venv/
+
+env/
+.env/
+
+# Ignore Dockerfile and docker-compose.yml if not needed in the image
+Dockerfile
+docker-compose.yml
+
+# Ignore temporary files
+*.log
+*.tmp

.gitignore

@@ -0,0 +1,163 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

Dockerfile

@@ -0,0 +1,34 @@
+# Use an official Python runtime as a parent image
+FROM python:3.11-slim
+
+# Create a user and set permissions
+RUN useradd -m -u 1000 user
+
+# Set the working directory in the container
+WORKDIR /app
+
+# Install system dependencies
+USER root
+RUN apt-get update && apt-get install -y \
+    python3-dev \
+    libpq-dev \
+    gcc \
+    && rm -rf /var/lib/apt/lists/*
+
+# Ensure .files directory exists and is writable
+RUN mkdir -p /app/.files && chown -R user:user /app/.files
+
+# Switch back to the non-root user
+USER user
+
+# Copy the rest of the application code into the container
+COPY --chown=user . .
+
+# Install any needed packages specified in requirements.txt
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Expose port 8080 to the world outside this container
+EXPOSE 7860
+
+# Run chainlit when the container launches
+CMD ["python", "-m", "chainlit", "run", "giino-assistant.py", "-h", "--port", "7860"]

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 icodeidea
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

Procfile

@@ -0,0 +1 @@
+web: docker-compose up --build

README.md

@@ -1,11 +1,92 @@
 ---
-title: Telzho
-emoji: 🔥
+title: Giino
+emoji: 💬
 colorFrom: blue
-colorTo: blue
+colorTo: pink
 sdk: docker
+sdk_version: "latest"
+app_file: giino-assistant.py
 pinned: false
-license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Giino AI Assistant Service
+
+AI-powered personal assistant
+
+## Requirements
+
+The list below contains all the requirements needed to have a complete developer environment to start working on this project.
+Follow the links to install or update these tools on your machine.
+
+1. [Python 3.12+](https://www.python.org/downloads/release/python-3120/)
+2. [Pyenv](https://github.com/pyenv/pyenv)
+3. [Pip Installer](https://pip.pypa.io/en/stable/installation/)
+4. [Python Venv](https://docs.python.org/3/library/venv.html)
+
+## Installation
+
+1. Clone the repository: `git clone https://github.com/icodeidea/giino-pc-assistant.git`
+2. Get a copy of the `.env` file from the project manager
+3. Create a virtual environment: `python -m venv env`
+4. Activate the virtual environment: `source env/bin/activate`
+5. Install the dependencies: `pip install -r requirements.txt`
+6. Run the application: `chainlit run giino-assistant.py -w`
+7. Open the application in your browser: `http://localhost:8000`
+
+## Project Overview
+
+The project is structured as follows:
+
+1. src/data_sources: `a list of data sources that can be used to retrieve data for the AI assistant.`
+2. src/databases: `a list of databases that can be used to store data for the AI assistant.`
+3. src/libs: `a list of libraries that can be used to extend the classes and functions servicing the AI assistant.`
+4. src/llms: `a list of language models powered libs that can be used to power the AI assistant.`
+5. src/search_services: `a list of search services that can be used to retrieve data for the AI assistant.`
+6. src/tools: `a list of tools that can be used to extend the functionality of the AI assistant.`
+
+## Guides
+
+1. Follow the development, structure and documentation patterns of the `src/tools` to build custom toolkits
+2. Follow the development, structure and documentation patterns of the `src/tools` to build classes 
+3. Pay attention to the `constants` variables and `caching` decorators to optimize performance of class functions/methods across the project
+4. Create new classes in the appropriate folders to maintain an organized codebase and project
+5. After installing any new package run `` to update the dependency requirements list
+6. Expose RPC functions for SDKs that do not support python runtime. use [DeepKit](https://deepkit.io/documentation/rpc) and [BunJS](https://bun.sh/) if possible.
+
+## Git Workflow
+
+For this project, we will be using a very simple version of the Gitflow workflow. This workflow is designed to manage the development, release, and maintenance of software projects. It provides a clear and structured approach to managing branches, releases, and feature development.
+
+### Feature
+
+1. Create a branch off of main branch: `git checkout -b feature/my-feature`
+2. Make your changes and commit them: `git commit -m "Add my feature"`
+3. Push your changes to the remote repository: `git push origin feature/my-feature`
+4. Open a pull request on GitHub and request a review from a team member.
+5. Once the pull request is approved, merge it into the main branch.
+6. Delete the feature branch: `git branch -d feature/my-feature`
+7. Update your local main branch: `git checkout main && git pull origin main`
+
+### Bugfix
+
+1. For bug fixes, create a branch off of main branch: `git checkout -b bugfix/my-bugfix`
+2. Make your changes and commit them: `git commit -m "Fix my bug"`
+3. Push your changes to the remote repository: `git push origin bugfix/my-bugfix`
+4. Open a pull request on GitHub and request a review from a team member.
+5. Deploy the bugfix branch to a staging environment for testing.
+6. Once testing is finished, merge the pull request into the main branch.
+7. Once the pull request is approved, merge it into the main branch.
+8. Delete the bugfix branch: `git branch -d bugfix/my-bugfix`
+9. Update your local main branch: `git checkout main && git pull origin main`
+
+## Deployment to production
+
+To be finalised and added
+
+## TODO
+
+1. Add deployment instructions
+2. Setup CI/CD pipelines for automatic deployment
+3. Setup and integrate `LiteLLM` instance for LLM service high availability
+4. Add RPC class for remote method calls to other Giino services written in other languages such as `JS`, `TS` & `GO`
+5. Write enough unit tests to ensure class and function input and output correctness

TODO.md

@@ -0,0 +1,79 @@
+## Initial System Efficiency Strategy
+1. Query generator system
+    a. Discovery
+    b. Tokens
+2. Prompt enhancer system
+3. Typesense instance for (short cached)
+    a. user actions similarity and recomendation/suggestion
+    b. function path and execution graph search
+    c. external data fetches and proactive data fetch
+4. Function path and execution graph generator class
+5. Timescale instance for  metric measurements and ranking
+    a. Function execution time
+    b. Gas spend
+    c. Integration latency
+    d. Prompt -> answer latency
+6. Proactive cache enrichment based on user activity
+7. Proactive knowledge graph update based on market activity and user interests
+    a. KG pipeline flow
+    b. Progressive cache and hot context for llm as flow progresses
+8. Purchase suggestion engines for users
+9. Subtle user education to increase chances of purchases
+10. Interest provoking alerts
+    a. Toasts
+    b. Email
+    c. Highlights
+11. Short form content generation engine
+    a. Giphs
+    b. Memes
+    c. Short video highlights
+    d. Short voice highlights in background as user interacts with system
+    e. Short top gainer and looser animations
+12. User PnL stats animations layerd on system prediction performance
+13. User pseudo trading system gamified
+14. Fast and easy stock purchase for boosted assets (LP partners)
+15. Index system for users (create, manage and adjust) for short term and long term
+16. User budgeting and financial planning system with scores
+17. Users global engagment score and leaaderboard system with point awards
+18. Fundamentaal analysis feature
+19. Signal and listing alerts
+20. Copy trading service
+21. Bot trading service
+22. Persive-Agressive investor potfolio execution and management service
+23. Stock trading service
+24. Utility payments
+25. Travel service
+    a. Cheap flight paths
+    b. Esim
+    c. Travel expense on crypto
+    d. Airtime and data
+    e. Vouchers and points
+
+
+## Infra
+1. Async everthing
+2. CI/CD pipeline
+3. Strict typed input and output validations
+4. Debugging logs
+5. Proper general logging and export to log service
+6. LLM load balancing and redundancy
+7. LLM caching
+8. Local and secure micro LLMs servers (Fly or RunPod)
+9. Proper backups of all infra resources
+10. Cloudflare captcha and WAF
+11. User traffic monitoring and active banning system
+12. Ofac and sanctions checks
+13. KYC flows
+14. KYC check service offering to 3rd party
+15. V1 SDK realease
+16. V1 developer contribution campaings
+
+
+## Priority
+1. Host TypeSence or Upstash Redis, Timescale DB, LiteLLM, Ollama, FalkorDB, 
+    a. compare Fly and Digital Ocean
+2. Create secret store and integrate
+3. Create Giino host scalabe hosting (fly or Digital Ocean or RunPod)
+4. Set alerts for billing and uptime
+5. Set error alerts and llm investigation
+6. Add guard rails - https://github.com/NVIDIA/NeMo-Guardrails

chainlit.md

@@ -0,0 +1,14 @@
+# Welcome to Chainlit! 🚀🤖
+
+Hi there, Developer! 👋 We're excited to have you on board. Chainlit is a powerful tool designed to help you prototype, debug and share applications built on top of LLMs.
+
+## Useful Links 🔗
+
+- **Documentation:** Get started with our comprehensive [Chainlit Documentation](https://docs.chainlit.io) 📚
+- **Discord Community:** Join our friendly [Chainlit Discord](https://discord.gg/k73SQ3FyUh) to ask questions, share your projects, and connect with other developers! 💬
+
+We can't wait to see what you create with Chainlit! Happy coding! 💻😊
+
+## Welcome screen
+
+To modify the welcome screen, edit the `chainlit.md` file at the root of your project. If you do not want a welcome screen, just leave this file empty.

dependencies.txt

@@ -0,0 +1,841 @@
+async-timeout==4.0.3
+chainlit==1.1.300
+├── aiofiles [required: >=23.1.0,<24.0.0, installed: 23.2.1]
+├── asyncer [required: >=0.0.2,<0.0.3, installed: 0.0.2]
+│   └── anyio [required: >=3.4.0,<4.0.0, installed: 3.7.1]
+│       ├── idna [required: >=2.8, installed: 3.7]
+│       └── sniffio [required: >=1.1, installed: 1.3.1]
+├── click [required: >=8.1.3,<9.0.0, installed: 8.1.7]
+├── dataclasses-json [required: >=0.5.7,<0.6.0, installed: 0.5.14]
+│   ├── marshmallow [required: >=3.18.0,<4.0.0, installed: 3.21.3]
+│   │   └── packaging [required: >=17.0, installed: 23.2]
+│   └── typing-inspect [required: >=0.4.0,<1, installed: 0.9.0]
+│       ├── mypy-extensions [required: >=0.3.0, installed: 1.0.0]
+│       └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+├── fastapi [required: >=0.110.1,<0.111.0, installed: 0.110.3]
+│   ├── pydantic [required: >=1.7.4,<3.0.0,!=2.1.0,!=2.0.1,!=2.0.0,!=1.8.1,!=1.8, installed: 2.7.4]
+│   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   ├── starlette [required: >=0.37.2,<0.38.0, installed: 0.37.2]
+│   │   └── anyio [required: >=3.4.0,<5, installed: 3.7.1]
+│   │       ├── idna [required: >=2.8, installed: 3.7]
+│   │       └── sniffio [required: >=1.1, installed: 1.3.1]
+│   └── typing_extensions [required: >=4.8.0, installed: 4.12.2]
+├── filetype [required: >=1.2.0,<2.0.0, installed: 1.2.0]
+├── httpx [required: >=0.23.0, installed: 0.27.0]
+│   ├── anyio [required: Any, installed: 3.7.1]
+│   │   ├── idna [required: >=2.8, installed: 3.7]
+│   │   └── sniffio [required: >=1.1, installed: 1.3.1]
+│   ├── certifi [required: Any, installed: 2024.6.2]
+│   ├── httpcore [required: ==1.*, installed: 1.0.5]
+│   │   ├── certifi [required: Any, installed: 2024.6.2]
+│   │   └── h11 [required: >=0.13,<0.15, installed: 0.14.0]
+│   ├── idna [required: Any, installed: 3.7]
+│   └── sniffio [required: Any, installed: 1.3.1]
+├── Lazify [required: >=0.4.0,<0.5.0, installed: 0.4.0]
+├── literalai [required: ==0.0.604, installed: 0.0.604]
+│   ├── chevron [required: >=0.14.0, installed: 0.14.0]
+│   ├── httpx [required: >=0.23.0, installed: 0.27.0]
+│   │   ├── anyio [required: Any, installed: 3.7.1]
+│   │   │   ├── idna [required: >=2.8, installed: 3.7]
+│   │   │   └── sniffio [required: >=1.1, installed: 1.3.1]
+│   │   ├── certifi [required: Any, installed: 2024.6.2]
+│   │   ├── httpcore [required: ==1.*, installed: 1.0.5]
+│   │   │   ├── certifi [required: Any, installed: 2024.6.2]
+│   │   │   └── h11 [required: >=0.13,<0.15, installed: 0.14.0]
+│   │   ├── idna [required: Any, installed: 3.7]
+│   │   └── sniffio [required: Any, installed: 1.3.1]
+│   ├── packaging [required: >=23.0, installed: 23.2]
+│   └── pydantic [required: >=1,<3, installed: 2.7.4]
+│       ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│       ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│       │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│       └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+├── nest-asyncio [required: >=1.5.6,<2.0.0, installed: 1.6.0]
+├── numpy [required: >=1.26,<2.0, installed: 1.26.4]
+├── packaging [required: >=23.1,<24.0, installed: 23.2]
+├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+├── PyJWT [required: >=2.8.0,<3.0.0, installed: 2.8.0]
+├── python-dotenv [required: >=1.0.0,<2.0.0, installed: 1.0.1]
+├── python-multipart [required: >=0.0.9,<0.0.10, installed: 0.0.9]
+├── python-socketio [required: >=5.11.0,<6.0.0, installed: 5.11.2]
+│   ├── bidict [required: >=0.21.0, installed: 0.23.1]
+│   └── python-engineio [required: >=4.8.0, installed: 4.9.1]
+│       └── simple-websocket [required: >=0.10.0, installed: 1.0.0]
+│           └── wsproto [required: Any, installed: 1.2.0]
+│               └── h11 [required: >=0.9.0,<1, installed: 0.14.0]
+├── starlette [required: >=0.37.2,<0.38.0, installed: 0.37.2]
+│   └── anyio [required: >=3.4.0,<5, installed: 3.7.1]
+│       ├── idna [required: >=2.8, installed: 3.7]
+│       └── sniffio [required: >=1.1, installed: 1.3.1]
+├── syncer [required: >=2.0.3,<3.0.0, installed: 2.0.3]
+├── tomli [required: >=2.0.1,<3.0.0, installed: 2.0.1]
+├── uptrace [required: >=1.22.0,<2.0.0, installed: 1.24.0]
+│   ├── opentelemetry-api [required: ~=1.24, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── opentelemetry-exporter-otlp [required: ~=1.24, installed: 1.25.0]
+│   │   ├── opentelemetry-exporter-otlp-proto-grpc [required: ==1.25.0, installed: 1.25.0]
+│   │   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │   ├── googleapis-common-protos [required: ~=1.52, installed: 1.63.1]
+│   │   │   │   └── protobuf [required: >=3.19.5,<6.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.3]
+│   │   │   ├── grpcio [required: >=1.0.0,<2.0.0, installed: 1.64.1]
+│   │   │   ├── opentelemetry-api [required: ~=1.15, installed: 1.25.0]
+│   │   │   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   │   ├── opentelemetry-exporter-otlp-proto-common [required: ==1.25.0, installed: 1.25.0]
+│   │   │   │   └── opentelemetry-proto [required: ==1.25.0, installed: 1.25.0]
+│   │   │   │       └── protobuf [required: >=3.19,<5.0, installed: 4.25.3]
+│   │   │   ├── opentelemetry-proto [required: ==1.25.0, installed: 1.25.0]
+│   │   │   │   └── protobuf [required: >=3.19,<5.0, installed: 4.25.3]
+│   │   │   └── opentelemetry-sdk [required: ~=1.25.0, installed: 1.25.0]
+│   │   │       ├── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │   │       │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │       │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │       │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │       │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   │       ├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   │   │       │   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │   │       │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │       │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │       │       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │       │           └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   │       └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+│   │   └── opentelemetry-exporter-otlp-proto-http [required: ==1.25.0, installed: 1.25.0]
+│   │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │       ├── googleapis-common-protos [required: ~=1.52, installed: 1.63.1]
+│   │       │   └── protobuf [required: >=3.19.5,<6.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.3]
+│   │       ├── opentelemetry-api [required: ~=1.15, installed: 1.25.0]
+│   │       │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │       │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │       │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │       ├── opentelemetry-exporter-otlp-proto-common [required: ==1.25.0, installed: 1.25.0]
+│   │       │   └── opentelemetry-proto [required: ==1.25.0, installed: 1.25.0]
+│   │       │       └── protobuf [required: >=3.19,<5.0, installed: 4.25.3]
+│   │       ├── opentelemetry-proto [required: ==1.25.0, installed: 1.25.0]
+│   │       │   └── protobuf [required: >=3.19,<5.0, installed: 4.25.3]
+│   │       ├── opentelemetry-sdk [required: ~=1.25.0, installed: 1.25.0]
+│   │       │   ├── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │       │   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │       │   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │       │   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       │   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │       │   ├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   │       │   │   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │       │   │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │       │   │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │       │   │       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       │   │           └── zipp [required: >=0.5, installed: 3.19.2]
+│   │       │   └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+│   │       └── requests [required: ~=2.7, installed: 2.32.3]
+│   │           ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   │           ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   │           ├── idna [required: >=2.5,<4, installed: 3.7]
+│   │           └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+│   ├── opentelemetry-instrumentation [required: ~=0.45b0, installed: 0.46b0]
+│   │   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   │   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+│   └── opentelemetry-sdk [required: ~=1.24, installed: 1.25.0]
+│       ├── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│       │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│       │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│       │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       │       └── zipp [required: >=0.5, installed: 3.19.2]
+│       ├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│       │   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│       │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│       │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│       │       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       │           └── zipp [required: >=0.5, installed: 3.19.2]
+│       └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+├── uvicorn [required: >=0.25.0,<0.26.0, installed: 0.25.0]
+│   ├── click [required: >=7.0, installed: 8.1.7]
+│   └── h11 [required: >=0.8, installed: 0.14.0]
+└── watchfiles [required: >=0.20.0,<0.21.0, installed: 0.20.0]
+    └── anyio [required: >=3.0.0, installed: 3.7.1]
+        ├── idna [required: >=2.8, installed: 3.7]
+        └── sniffio [required: >=1.1, installed: 1.3.1]
+coingecko==0.13
+└── requests [required: Any, installed: 2.32.3]
+    ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+    ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+    ├── idna [required: >=2.5,<4, installed: 3.7]
+    └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+duckduckgo_search==6.1.6
+├── click [required: >=8.1.7, installed: 8.1.7]
+├── orjson [required: >=3.10.4, installed: 3.10.5]
+└── pyreqwest_impersonate [required: >=0.4.7, installed: 0.4.7]
+exceptiongroup==1.2.1
+langchain-community==0.2.4
+├── aiohttp [required: >=3.8.3,<4.0.0, installed: 3.9.5]
+│   ├── aiosignal [required: >=1.1.2, installed: 1.3.1]
+│   │   └── frozenlist [required: >=1.1.0, installed: 1.4.1]
+│   ├── attrs [required: >=17.3.0, installed: 23.2.0]
+│   ├── frozenlist [required: >=1.1.1, installed: 1.4.1]
+│   ├── multidict [required: >=4.5,<7.0, installed: 6.0.5]
+│   └── yarl [required: >=1.0,<2.0, installed: 1.9.4]
+│       ├── idna [required: >=2.0, installed: 3.7]
+│       └── multidict [required: >=4.0, installed: 6.0.5]
+├── dataclasses-json [required: >=0.5.7,<0.7, installed: 0.5.14]
+│   ├── marshmallow [required: >=3.18.0,<4.0.0, installed: 3.21.3]
+│   │   └── packaging [required: >=17.0, installed: 23.2]
+│   └── typing-inspect [required: >=0.4.0,<1, installed: 0.9.0]
+│       ├── mypy-extensions [required: >=0.3.0, installed: 1.0.0]
+│       └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+├── langchain [required: >=0.2.0,<0.3.0, installed: 0.2.4]
+│   ├── aiohttp [required: >=3.8.3,<4.0.0, installed: 3.9.5]
+│   │   ├── aiosignal [required: >=1.1.2, installed: 1.3.1]
+│   │   │   └── frozenlist [required: >=1.1.0, installed: 1.4.1]
+│   │   ├── attrs [required: >=17.3.0, installed: 23.2.0]
+│   │   ├── frozenlist [required: >=1.1.1, installed: 1.4.1]
+│   │   ├── multidict [required: >=4.5,<7.0, installed: 6.0.5]
+│   │   └── yarl [required: >=1.0,<2.0, installed: 1.9.4]
+│   │       ├── idna [required: >=2.0, installed: 3.7]
+│   │       └── multidict [required: >=4.0, installed: 6.0.5]
+│   ├── langchain-core [required: >=0.2.6,<0.3.0, installed: 0.2.6]
+│   │   ├── jsonpatch [required: >=1.33,<2.0, installed: 1.33]
+│   │   │   └── jsonpointer [required: >=1.9, installed: 3.0.0]
+│   │   ├── langsmith [required: >=0.1.75,<0.2.0, installed: 0.1.77]
+│   │   │   ├── orjson [required: >=3.9.14,<4.0.0, installed: 3.10.5]
+│   │   │   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   │   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   │   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   │   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   │   │   └── requests [required: >=2,<3, installed: 2.32.3]
+│   │   │       ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   │   │       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   │   │       ├── idna [required: >=2.5,<4, installed: 3.7]
+│   │   │       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+│   │   ├── packaging [required: >=23.2,<25, installed: 23.2]
+│   │   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   │   ├── PyYAML [required: >=5.3, installed: 6.0.1]
+│   │   └── tenacity [required: >=8.1.0,<9.0.0, installed: 8.3.0]
+│   ├── langchain-text-splitters [required: >=0.2.0,<0.3.0, installed: 0.2.1]
+│   │   └── langchain-core [required: >=0.2.0,<0.3.0, installed: 0.2.6]
+│   │       ├── jsonpatch [required: >=1.33,<2.0, installed: 1.33]
+│   │       │   └── jsonpointer [required: >=1.9, installed: 3.0.0]
+│   │       ├── langsmith [required: >=0.1.75,<0.2.0, installed: 0.1.77]
+│   │       │   ├── orjson [required: >=3.9.14,<4.0.0, installed: 3.10.5]
+│   │       │   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │       │   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │       │   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │       │   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │       │   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   │       │   └── requests [required: >=2,<3, installed: 2.32.3]
+│   │       │       ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   │       │       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   │       │       ├── idna [required: >=2.5,<4, installed: 3.7]
+│   │       │       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+│   │       ├── packaging [required: >=23.2,<25, installed: 23.2]
+│   │       ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │       │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │       │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │       │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │       │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   │       ├── PyYAML [required: >=5.3, installed: 6.0.1]
+│   │       └── tenacity [required: >=8.1.0,<9.0.0, installed: 8.3.0]
+│   ├── langsmith [required: >=0.1.17,<0.2.0, installed: 0.1.77]
+│   │   ├── orjson [required: >=3.9.14,<4.0.0, installed: 3.10.5]
+│   │   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   │   └── requests [required: >=2,<3, installed: 2.32.3]
+│   │       ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   │       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   │       ├── idna [required: >=2.5,<4, installed: 3.7]
+│   │       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+│   ├── numpy [required: >=1.26.0,<2.0.0, installed: 1.26.4]
+│   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   ├── PyYAML [required: >=5.3, installed: 6.0.1]
+│   ├── requests [required: >=2,<3, installed: 2.32.3]
+│   │   ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   │   ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   │   ├── idna [required: >=2.5,<4, installed: 3.7]
+│   │   └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+│   ├── SQLAlchemy [required: >=1.4,<3, installed: 2.0.30]
+│   │   ├── greenlet [required: !=0.4.17, installed: 3.0.3]
+│   │   └── typing_extensions [required: >=4.6.0, installed: 4.12.2]
+│   └── tenacity [required: >=8.1.0,<9.0.0, installed: 8.3.0]
+├── langchain-core [required: >=0.2.0,<0.3.0, installed: 0.2.6]
+│   ├── jsonpatch [required: >=1.33,<2.0, installed: 1.33]
+│   │   └── jsonpointer [required: >=1.9, installed: 3.0.0]
+│   ├── langsmith [required: >=0.1.75,<0.2.0, installed: 0.1.77]
+│   │   ├── orjson [required: >=3.9.14,<4.0.0, installed: 3.10.5]
+│   │   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   │   └── requests [required: >=2,<3, installed: 2.32.3]
+│   │       ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   │       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   │       ├── idna [required: >=2.5,<4, installed: 3.7]
+│   │       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+│   ├── packaging [required: >=23.2,<25, installed: 23.2]
+│   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   ├── PyYAML [required: >=5.3, installed: 6.0.1]
+│   └── tenacity [required: >=8.1.0,<9.0.0, installed: 8.3.0]
+├── langsmith [required: >=0.1.0,<0.2.0, installed: 0.1.77]
+│   ├── orjson [required: >=3.9.14,<4.0.0, installed: 3.10.5]
+│   ├── pydantic [required: >=1,<3, installed: 2.7.4]
+│   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   └── requests [required: >=2,<3, installed: 2.32.3]
+│       ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│       ├── idna [required: >=2.5,<4, installed: 3.7]
+│       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+├── numpy [required: >=1,<2, installed: 1.26.4]
+├── PyYAML [required: >=5.3, installed: 6.0.1]
+├── requests [required: >=2,<3, installed: 2.32.3]
+│   ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   ├── idna [required: >=2.5,<4, installed: 3.7]
+│   └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+├── SQLAlchemy [required: >=1.4,<3, installed: 2.0.30]
+│   ├── greenlet [required: !=0.4.17, installed: 3.0.3]
+│   └── typing_extensions [required: >=4.6.0, installed: 4.12.2]
+└── tenacity [required: >=8.1.0,<9.0.0, installed: 8.3.0]
+logfire==0.42.0
+├── executing [required: >=2.0.1, installed: 2.0.1]
+├── opentelemetry-exporter-otlp-proto-http [required: >=1.21.0, installed: 1.25.0]
+│   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   ├── googleapis-common-protos [required: ~=1.52, installed: 1.63.1]
+│   │   └── protobuf [required: >=3.19.5,<6.0.0.dev0,!=4.21.5,!=4.21.4,!=4.21.3,!=4.21.2,!=4.21.1,!=3.20.1,!=3.20.0, installed: 4.25.3]
+│   ├── opentelemetry-api [required: ~=1.15, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── opentelemetry-exporter-otlp-proto-common [required: ==1.25.0, installed: 1.25.0]
+│   │   └── opentelemetry-proto [required: ==1.25.0, installed: 1.25.0]
+│   │       └── protobuf [required: >=3.19,<5.0, installed: 4.25.3]
+│   ├── opentelemetry-proto [required: ==1.25.0, installed: 1.25.0]
+│   │   └── protobuf [required: >=3.19,<5.0, installed: 4.25.3]
+│   ├── opentelemetry-sdk [required: ~=1.25.0, installed: 1.25.0]
+│   │   ├── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   ├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   │   │   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │   │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │           └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+│   └── requests [required: ~=2.7, installed: 2.32.3]
+│       ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│       ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│       ├── idna [required: >=2.5,<4, installed: 3.7]
+│       └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+├── opentelemetry-instrumentation [required: >=0.41b0, installed: 0.46b0]
+│   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+├── opentelemetry-sdk [required: >=1.21.0, installed: 1.25.0]
+│   ├── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   │   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │           └── zipp [required: >=0.5, installed: 3.19.2]
+│   └── typing_extensions [required: >=3.7.4, installed: 4.12.2]
+├── protobuf [required: >=4.23.4, installed: 4.25.3]
+├── rich [required: >=13.4.2, installed: 13.7.1]
+│   ├── markdown-it-py [required: >=2.2.0, installed: 3.0.0]
+│   │   └── mdurl [required: ~=0.1, installed: 0.1.2]
+│   └── Pygments [required: >=2.13.0,<3.0.0, installed: 2.18.0]
+└── typing_extensions [required: >=4.1.0, installed: 4.12.2]
+openai==1.34.0
+├── anyio [required: >=3.5.0,<5, installed: 3.7.1]
+│   ├── idna [required: >=2.8, installed: 3.7]
+│   └── sniffio [required: >=1.1, installed: 1.3.1]
+├── distro [required: >=1.7.0,<2, installed: 1.9.0]
+├── httpx [required: >=0.23.0,<1, installed: 0.27.0]
+│   ├── anyio [required: Any, installed: 3.7.1]
+│   │   ├── idna [required: >=2.8, installed: 3.7]
+│   │   └── sniffio [required: >=1.1, installed: 1.3.1]
+│   ├── certifi [required: Any, installed: 2024.6.2]
+│   ├── httpcore [required: ==1.*, installed: 1.0.5]
+│   │   ├── certifi [required: Any, installed: 2024.6.2]
+│   │   └── h11 [required: >=0.13,<0.15, installed: 0.14.0]
+│   ├── idna [required: Any, installed: 3.7]
+│   └── sniffio [required: Any, installed: 1.3.1]
+├── pydantic [required: >=1.9.0,<3, installed: 2.7.4]
+│   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+├── sniffio [required: Any, installed: 1.3.1]
+├── tqdm [required: >4, installed: 4.66.4]
+└── typing_extensions [required: >=4.7,<5, installed: 4.12.2]
+opentelemetry-instrumentation-fastapi==0.46b0
+├── opentelemetry-api [required: ~=1.12, installed: 1.25.0]
+│   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       └── zipp [required: >=0.5, installed: 3.19.2]
+├── opentelemetry-instrumentation [required: ==0.46b0, installed: 0.46b0]
+│   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+├── opentelemetry-instrumentation-asgi [required: ==0.46b0, installed: 0.46b0]
+│   ├── asgiref [required: ~=3.0, installed: 3.8.1]
+│   ├── opentelemetry-api [required: ~=1.12, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── opentelemetry-instrumentation [required: ==0.46b0, installed: 0.46b0]
+│   │   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   │   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   │   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+│   ├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   │   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│   │       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │           └── zipp [required: >=0.5, installed: 3.19.2]
+│   └── opentelemetry-util-http [required: ==0.46b0, installed: 0.46b0]
+├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│           └── zipp [required: >=0.5, installed: 3.19.2]
+└── opentelemetry-util-http [required: ==0.46b0, installed: 0.46b0]
+opentelemetry-instrumentation-httpx==0.46b0
+├── opentelemetry-api [required: ~=1.12, installed: 1.25.0]
+│   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       └── zipp [required: >=0.5, installed: 3.19.2]
+├── opentelemetry-instrumentation [required: ==0.46b0, installed: 0.46b0]
+│   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│           └── zipp [required: >=0.5, installed: 3.19.2]
+└── opentelemetry-util-http [required: ==0.46b0, installed: 0.46b0]
+opentelemetry-instrumentation-redis==0.46b0
+├── opentelemetry-api [required: ~=1.12, installed: 1.25.0]
+│   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       └── zipp [required: >=0.5, installed: 3.19.2]
+├── opentelemetry-instrumentation [required: ==0.46b0, installed: 0.46b0]
+│   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│           └── zipp [required: >=0.5, installed: 3.19.2]
+└── wrapt [required: >=1.12.1, installed: 1.16.0]
+opentelemetry-instrumentation-requests==0.46b0
+├── opentelemetry-api [required: ~=1.12, installed: 1.25.0]
+│   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       └── zipp [required: >=0.5, installed: 3.19.2]
+├── opentelemetry-instrumentation [required: ==0.46b0, installed: 0.46b0]
+│   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+├── opentelemetry-semantic-conventions [required: ==0.46b0, installed: 0.46b0]
+│   └── opentelemetry-api [required: ==1.25.0, installed: 1.25.0]
+│       ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│       │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│       └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│           └── zipp [required: >=0.5, installed: 3.19.2]
+└── opentelemetry-util-http [required: ==0.46b0, installed: 0.46b0]
+opentelemetry-instrumentation-system-metrics==0.46b0
+├── opentelemetry-api [required: ~=1.11, installed: 1.25.0]
+│   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│       └── zipp [required: >=0.5, installed: 3.19.2]
+├── opentelemetry-instrumentation [required: ==0.46b0, installed: 0.46b0]
+│   ├── opentelemetry-api [required: ~=1.4, installed: 1.25.0]
+│   │   ├── Deprecated [required: >=1.2.6, installed: 1.2.14]
+│   │   │   └── wrapt [required: >=1.10,<2, installed: 1.16.0]
+│   │   └── importlib_metadata [required: >=6.0,<=7.1, installed: 7.1.0]
+│   │       └── zipp [required: >=0.5, installed: 3.19.2]
+│   ├── setuptools [required: >=16.0, installed: 70.0.0]
+│   └── wrapt [required: >=1.0.0,<2.0.0, installed: 1.16.0]
+└── psutil [required: ~=5.9, installed: 5.9.8]
+phidata==2.4.20
+├── GitPython [required: Any, installed: 3.1.43]
+│   └── gitdb [required: >=4.0.1,<5, installed: 4.0.11]
+│       └── smmap [required: >=3.0.1,<6, installed: 5.0.1]
+├── httpx [required: Any, installed: 0.27.0]
+│   ├── anyio [required: Any, installed: 3.7.1]
+│   │   ├── idna [required: >=2.8, installed: 3.7]
+│   │   └── sniffio [required: >=1.1, installed: 1.3.1]
+│   ├── certifi [required: Any, installed: 2024.6.2]
+│   ├── httpcore [required: ==1.*, installed: 1.0.5]
+│   │   ├── certifi [required: Any, installed: 2024.6.2]
+│   │   └── h11 [required: >=0.13,<0.15, installed: 0.14.0]
+│   ├── idna [required: Any, installed: 3.7]
+│   └── sniffio [required: Any, installed: 1.3.1]
+├── pydantic [required: Any, installed: 2.7.4]
+│   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+├── pydantic-settings [required: Any, installed: 2.3.3]
+│   ├── pydantic [required: >=2.7.0, installed: 2.7.4]
+│   │   ├── annotated-types [required: >=0.4.0, installed: 0.7.0]
+│   │   ├── pydantic_core [required: ==2.18.4, installed: 2.18.4]
+│   │   │   └── typing_extensions [required: >=4.6.0,!=4.7.0, installed: 4.12.2]
+│   │   └── typing_extensions [required: >=4.6.1, installed: 4.12.2]
+│   └── python-dotenv [required: >=0.21.0, installed: 1.0.1]
+├── python-dotenv [required: Any, installed: 1.0.1]
+├── PyYAML [required: Any, installed: 6.0.1]
+├── rich [required: Any, installed: 13.7.1]
+│   ├── markdown-it-py [required: >=2.2.0, installed: 3.0.0]
+│   │   └── mdurl [required: ~=0.1, installed: 0.1.2]
+│   └── Pygments [required: >=2.13.0,<3.0.0, installed: 2.18.0]
+├── tomli [required: Any, installed: 2.0.1]
+├── typer [required: Any, installed: 0.12.3]
+│   ├── click [required: >=8.0.0, installed: 8.1.7]
+│   ├── rich [required: >=10.11.0, installed: 13.7.1]
+│   │   ├── markdown-it-py [required: >=2.2.0, installed: 3.0.0]
+│   │   │   └── mdurl [required: ~=0.1, installed: 0.1.2]
+│   │   └── Pygments [required: >=2.13.0,<3.0.0, installed: 2.18.0]
+│   ├── shellingham [required: >=1.3.0, installed: 1.5.4]
+│   └── typing_extensions [required: >=3.7.4.3, installed: 4.12.2]
+└── typing_extensions [required: Any, installed: 4.12.2]
+pipdeptree==2.22.0
+├── packaging [required: >=23.1, installed: 23.2]
+└── pip [required: >=23.1.2, installed: 24.0]
+pipreqs==0.5.0
+├── docopt [required: ==0.6.2, installed: 0.6.2]
+├── ipython [required: ==8.12.3, installed: 8.12.3]
+│   ├── appnope [required: Any, installed: 0.1.4]
+│   ├── backcall [required: Any, installed: 0.2.0]
+│   ├── decorator [required: Any, installed: 5.1.1]
+│   ├── jedi [required: >=0.16, installed: 0.19.1]
+│   │   └── parso [required: >=0.8.3,<0.9.0, installed: 0.8.4]
+│   ├── matplotlib-inline [required: Any, installed: 0.1.7]
+│   │   └── traitlets [required: Any, installed: 5.14.3]
+│   ├── pexpect [required: >4.3, installed: 4.9.0]
+│   │   └── ptyprocess [required: >=0.5, installed: 0.7.0]
+│   ├── pickleshare [required: Any, installed: 0.7.5]
+│   ├── prompt_toolkit [required: >=3.0.30,<3.1.0,!=3.0.37, installed: 3.0.47]
+│   │   └── wcwidth [required: Any, installed: 0.2.13]
+│   ├── Pygments [required: >=2.4.0, installed: 2.18.0]
+│   ├── stack-data [required: Any, installed: 0.6.3]
+│   │   ├── asttokens [required: >=2.1.0, installed: 2.4.1]
+│   │   │   └── six [required: >=1.12.0, installed: 1.16.0]
+│   │   ├── executing [required: >=1.2.0, installed: 2.0.1]
+│   │   └── pure-eval [required: Any, installed: 0.2.2]
+│   └── traitlets [required: >=5, installed: 5.14.3]
+├── nbconvert [required: >=7.11.0,<8.0.0, installed: 7.16.4]
+│   ├── beautifulsoup4 [required: Any, installed: 4.12.3]
+│   │   └── soupsieve [required: >1.2, installed: 2.5]
+│   ├── bleach [required: !=5.0.0, installed: 6.1.0]
+│   │   ├── six [required: >=1.9.0, installed: 1.16.0]
+│   │   └── webencodings [required: Any, installed: 0.5.1]
+│   ├── defusedxml [required: Any, installed: 0.7.1]
+│   ├── Jinja2 [required: >=3.0, installed: 3.1.4]
+│   │   └── MarkupSafe [required: >=2.0, installed: 2.1.5]
+│   ├── jupyter_core [required: >=4.7, installed: 5.7.2]
+│   │   ├── platformdirs [required: >=2.5, installed: 4.2.2]
+│   │   └── traitlets [required: >=5.3, installed: 5.14.3]
+│   ├── jupyterlab_pygments [required: Any, installed: 0.3.0]
+│   ├── MarkupSafe [required: >=2.0, installed: 2.1.5]
+│   ├── mistune [required: >=2.0.3,<4, installed: 3.0.2]
+│   ├── nbclient [required: >=0.5.0, installed: 0.10.0]
+│   │   ├── jupyter_client [required: >=6.1.12, installed: 8.6.2]
+│   │   │   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
+│   │   │   │   ├── platformdirs [required: >=2.5, installed: 4.2.2]
+│   │   │   │   └── traitlets [required: >=5.3, installed: 5.14.3]
+│   ���   │   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
+│   │   │   │   └── six [required: >=1.5, installed: 1.16.0]
+│   │   │   ├── pyzmq [required: >=23.0, installed: 26.0.3]
+│   │   │   ├── tornado [required: >=6.2, installed: 6.4.1]
+│   │   │   └── traitlets [required: >=5.3, installed: 5.14.3]
+│   │   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
+│   │   │   ├── platformdirs [required: >=2.5, installed: 4.2.2]
+│   │   │   └── traitlets [required: >=5.3, installed: 5.14.3]
+│   │   ├── nbformat [required: >=5.1, installed: 5.10.4]
+│   │   │   ├── fastjsonschema [required: >=2.15, installed: 2.19.1]
+│   │   │   ├── jsonschema [required: >=2.6, installed: 4.22.0]
+│   │   │   │   ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   │   │   ├── jsonschema-specifications [required: >=2023.03.6, installed: 2023.12.1]
+│   │   │   │   │   └── referencing [required: >=0.31.0, installed: 0.35.1]
+│   │   │   │   │       ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   │   │   │       └── rpds-py [required: >=0.7.0, installed: 0.18.1]
+│   │   │   │   ├── referencing [required: >=0.28.4, installed: 0.35.1]
+│   │   │   │   │   ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   │   │   │   └── rpds-py [required: >=0.7.0, installed: 0.18.1]
+│   │   │   │   └── rpds-py [required: >=0.7.1, installed: 0.18.1]
+│   │   │   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
+│   │   │   │   ├── platformdirs [required: >=2.5, installed: 4.2.2]
+│   │   │   │   └── traitlets [required: >=5.3, installed: 5.14.3]
+│   │   │   └── traitlets [required: >=5.1, installed: 5.14.3]
+│   │   └── traitlets [required: >=5.4, installed: 5.14.3]
+│   ├── nbformat [required: >=5.7, installed: 5.10.4]
+│   │   ├── fastjsonschema [required: >=2.15, installed: 2.19.1]
+│   │   ├── jsonschema [required: >=2.6, installed: 4.22.0]
+│   │   │   ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   │   ├── jsonschema-specifications [required: >=2023.03.6, installed: 2023.12.1]
+│   │   │   │   └── referencing [required: >=0.31.0, installed: 0.35.1]
+│   │   │   │       ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   │   │       └── rpds-py [required: >=0.7.0, installed: 0.18.1]
+│   │   │   ├── referencing [required: >=0.28.4, installed: 0.35.1]
+│   │   │   │   ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   │   │   └── rpds-py [required: >=0.7.0, installed: 0.18.1]
+│   │   │   └── rpds-py [required: >=0.7.1, installed: 0.18.1]
+│   │   ├── jupyter_core [required: >=4.12,!=5.0.*, installed: 5.7.2]
+│   │   │   ├── platformdirs [required: >=2.5, installed: 4.2.2]
+│   │   │   └── traitlets [required: >=5.3, installed: 5.14.3]
+│   │   └── traitlets [required: >=5.1, installed: 5.14.3]
+│   ├── packaging [required: Any, installed: 23.2]
+│   ├── pandocfilters [required: >=1.4.1, installed: 1.5.1]
+│   ├── Pygments [required: >=2.4.1, installed: 2.18.0]
+│   ├── tinycss2 [required: Any, installed: 1.3.0]
+│   │   └── webencodings [required: >=0.4, installed: 0.5.1]
+│   └── traitlets [required: >=5.1, installed: 5.14.3]
+└── yarg [required: ==0.1.9, installed: 0.1.9]
+    └── requests [required: Any, installed: 2.32.3]
+        ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+        ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+        ├── idna [required: >=2.5,<4, installed: 3.7]
+        └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+python-ulid==2.6.0
+redis==5.0.6
+ulid==1.1
+upstash-redis==1.1.0
+├── aiohttp [required: >=3.8.4,<4.0.0, installed: 3.9.5]
+│   ├── aiosignal [required: >=1.1.2, installed: 1.3.1]
+│   │   └── frozenlist [required: >=1.1.0, installed: 1.4.1]
+│   ├── attrs [required: >=17.3.0, installed: 23.2.0]
+│   ├── frozenlist [required: >=1.1.1, installed: 1.4.1]
+│   ├── multidict [required: >=4.5,<7.0, installed: 6.0.5]
+│   └── yarl [required: >=1.0,<2.0, installed: 1.9.4]
+│       ├── idna [required: >=2.0, installed: 3.7]
+│       └── multidict [required: >=4.0, installed: 6.0.5]
+└── requests [required: >=2.31.0,<3.0.0, installed: 2.32.3]
+    ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+    ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+    ├── idna [required: >=2.5,<4, installed: 3.7]
+    └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+web3==6.19.0
+├── aiohttp [required: >=3.7.4.post0, installed: 3.9.5]
+│   ├── aiosignal [required: >=1.1.2, installed: 1.3.1]
+│   │   └── frozenlist [required: >=1.1.0, installed: 1.4.1]
+│   ├── attrs [required: >=17.3.0, installed: 23.2.0]
+│   ├── frozenlist [required: >=1.1.1, installed: 1.4.1]
+│   ├── multidict [required: >=4.5,<7.0, installed: 6.0.5]
+│   └── yarl [required: >=1.0,<2.0, installed: 1.9.4]
+│       ├── idna [required: >=2.0, installed: 3.7]
+│       └── multidict [required: >=4.0, installed: 6.0.5]
+├── eth_abi [required: >=4.0.0, installed: 5.1.0]
+│   ├── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │   └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   ├── eth-utils [required: >=2.0.0, installed: 4.1.1]
+│   │   ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │   ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │   └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │       └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   └── parsimonious [required: >=0.10.0,<0.11.0, installed: 0.10.0]
+│       └── regex [required: >=2022.3.15, installed: 2024.5.15]
+├── eth-account [required: >=0.8.0,<0.13, installed: 0.11.2]
+│   ├── bitarray [required: >=2.4.0, installed: 2.9.2]
+│   ├── ckzg [required: >=0.4.3, installed: 1.0.2]
+│   ├── eth_abi [required: >=4.0.0-b.2, installed: 5.1.0]
+│   │   ├── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │   │   └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   ├── eth-utils [required: >=2.0.0, installed: 4.1.1]
+│   │   │   ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   │   │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │   │   ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │   │   └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │   │       └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   └── parsimonious [required: >=0.10.0,<0.11.0, installed: 0.10.0]
+│   │       └── regex [required: >=2022.3.15, installed: 2024.5.15]
+│   ├── eth-keyfile [required: >=0.6.0, installed: 0.8.1]
+│   │   ├── eth-keys [required: >=0.4.0, installed: 0.5.1]
+│   │   │   ├── eth-typing [required: >=3, installed: 4.3.1]
+│   │   │   │   └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   │   └── eth-utils [required: >=2, installed: 4.1.1]
+│   │   │       ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   │       │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │   │       ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │   │       └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │   │           └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   ├── eth-utils [required: >=2, installed: 4.1.1]
+│   │   │   ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   │   │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │   │   ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │   │   └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │   │       └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   └── pycryptodome [required: >=3.6.6,<4, installed: 3.20.0]
+│   ├── eth-keys [required: >=0.4.0, installed: 0.5.1]
+│   │   ├── eth-typing [required: >=3, installed: 4.3.1]
+│   │   │   └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   └── eth-utils [required: >=2, installed: 4.1.1]
+│   │       ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │       │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │       ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │       └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │           └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   ├── eth-rlp [required: >=0.3.0, installed: 1.0.1]
+│   │   ├── eth-utils [required: >=2.0.0, installed: 4.1.1]
+│   │   │   ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   │   │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │   │   ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │   │   └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │   │       └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   │   ├── hexbytes [required: >=0.1.0,<1, installed: 0.3.1]
+│   │   └── rlp [required: >=0.6.0, installed: 4.0.1]
+│   │       └─��� eth-utils [required: >=2, installed: 4.1.1]
+│   │           ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │           │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │           ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │           └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │               └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   ├── eth-utils [required: >=2.0.0, installed: 4.1.1]
+│   │   ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   │   ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   │   └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│   │       └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+│   ├── hexbytes [required: >=0.1.0,<0.4.0, installed: 0.3.1]
+│   └── rlp [required: >=1.0.0, installed: 4.0.1]
+│       └── eth-utils [required: >=2, installed: 4.1.1]
+│           ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│           │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│           ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│           └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│               └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+├── eth-hash [required: >=0.5.1, installed: 0.7.0]
+├── eth-typing [required: >=3.0.0,!=4.2.0, installed: 4.3.1]
+│   └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+├── eth-utils [required: >=2.1.0, installed: 4.1.1]
+│   ├── cytoolz [required: >=0.10.1, installed: 0.12.3]
+│   │   └── toolz [required: >=0.8.0, installed: 0.12.1]
+│   ├── eth-hash [required: >=0.3.1, installed: 0.7.0]
+│   └── eth-typing [required: >=3.0.0, installed: 4.3.1]
+│       └── typing_extensions [required: >=4.5.0, installed: 4.12.2]
+├── hexbytes [required: >=0.1.0,<0.4.0, installed: 0.3.1]
+├── jsonschema [required: >=4.0.0, installed: 4.22.0]
+│   ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   ├── jsonschema-specifications [required: >=2023.03.6, installed: 2023.12.1]
+│   │   └── referencing [required: >=0.31.0, installed: 0.35.1]
+│   │       ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │       └── rpds-py [required: >=0.7.0, installed: 0.18.1]
+│   ├── referencing [required: >=0.28.4, installed: 0.35.1]
+│   │   ├── attrs [required: >=22.2.0, installed: 23.2.0]
+│   │   └── rpds-py [required: >=0.7.0, installed: 0.18.1]
+│   └── rpds-py [required: >=0.7.1, installed: 0.18.1]
+├── lru-dict [required: >=1.1.6,<1.3.0, installed: 1.2.0]
+├── protobuf [required: >=4.21.6, installed: 4.25.3]
+├── pyunormalize [required: >=15.0.0, installed: 15.1.0]
+├── requests [required: >=2.16.0, installed: 2.32.3]
+│   ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+│   ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+│   ├── idna [required: >=2.5,<4, installed: 3.7]
+│   └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]
+├── typing_extensions [required: >=4.0.1, installed: 4.12.2]
+└── websockets [required: >=10.0.0, installed: 12.0]
+yfinance==0.2.40
+├── beautifulsoup4 [required: >=4.11.1, installed: 4.12.3]
+│   └── soupsieve [required: >1.2, installed: 2.5]
+├── frozendict [required: >=2.3.4, installed: 2.4.4]
+├── html5lib [required: >=1.1, installed: 1.1]
+│   ├── six [required: >=1.9, installed: 1.16.0]
+│   └── webencodings [required: Any, installed: 0.5.1]
+├── lxml [required: >=4.9.1, installed: 5.2.2]
+├── multitasking [required: >=0.0.7, installed: 0.0.11]
+├── numpy [required: >=1.16.5, installed: 1.26.4]
+├── pandas [required: >=1.3.0, installed: 2.2.2]
+│   ├── numpy [required: >=1.26.0, installed: 1.26.4]
+│   ├── python-dateutil [required: >=2.8.2, installed: 2.9.0.post0]
+│   │   └── six [required: >=1.5, installed: 1.16.0]
+│   ├── pytz [required: >=2020.1, installed: 2024.1]
+│   └── tzdata [required: >=2022.7, installed: 2024.1]
+├── peewee [required: >=3.16.2, installed: 3.17.5]
+├── platformdirs [required: >=2.0.0, installed: 4.2.2]
+├── pytz [required: >=2022.5, installed: 2024.1]
+└── requests [required: >=2.31, installed: 2.32.3]
+    ├── certifi [required: >=2017.4.17, installed: 2024.6.2]
+    ├── charset-normalizer [required: >=2,<4, installed: 3.3.2]
+    ├── idna [required: >=2.5,<4, installed: 3.7]
+    └── urllib3 [required: >=1.21.1,<3, installed: 2.2.1]

docker-compose.yml

@@ -0,0 +1,24 @@
+services:
+  app:
+    image: giino-ai-assistant
+    build: .
+    ports:
+      - "7860:7860"
+    env_file:
+      - .env
+    depends_on:
+      - db
+#    environment:
+#      - DATABASE_URL=postgresql://postgres:postgres@db:5432/mydatabase
+
+  db:
+    image: postgres:13
+#    environment:
+#      POSTGRES_USER: postgres
+#      POSTGRES_PASSWORD: postgres
+#      POSTGRES_DB: mydatabase
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+
+volumes:
+  postgres_data:

giino-assistant.py

@@ -0,0 +1,363 @@
+import os
+from typing import Optional, Dict
+from dotenv import load_dotenv
+import base64
+import httpx
+load_dotenv()
+from io import BytesIO
+import chainlit as cl
+from chainlit.element import ElementBased
+from phi.assistant import Assistant
+from phi.llm.groq import Groq
+from phi.tools.duckduckgo import DuckDuckGo
+from phi.tools.yfinance import YFinanceTools
+from phi.tools.resend_tools import ResendTools
+from phi.tools.youtube_tools import YouTubeTools
+from phi.tools.file import FileTools
+from src.databases.postgres import sqlalchemy_engine
+from src.tools.user_profile_toolkit import UserProfileToolkit
+from src.tools.notepad_toolkit import NotedPadToolkit
+from src.tools.cloudinary_toolkit import CloudinaryTool
+from phi.storage.assistant.postgres import PgAssistantStorage
+from src.knowledge_bases.combined import knowledge_base
+from groq import AsyncGroq
+from phi.llm.openai import OpenAIChat
+# from phi.embedder.ollama import OllamaEmbedder
+
+storage = PgAssistantStorage(
+    # stores runs in the ai.assistant_runs table
+    table_name="assistant_runs",
+    db_engine=sqlalchemy_engine,
+)
+
+# cl.instrument_openai()
+client = AsyncGroq()
+
+ELEVENLABS_API_KEY = os.environ.get("ELEVENLABS_API_KEY")
+ELEVENLABS_VOICE_ID = os.environ.get("ELEVENLABS_VOICE_ID")
+
+if not ELEVENLABS_API_KEY or not ELEVENLABS_VOICE_ID:
+    raise ValueError("ELEVENLABS_API_KEY and ELEVENLABS_VOICE_ID must be set")
+
+
+# Function to encode an image
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode("utf-8")
+
+
+@cl.step(type="tool")
+async def speech_to_text(audio_file):
+    response = await client.audio.transcriptions.create(
+        model="whisper-large-v3", file=audio_file
+    )
+
+    return response.text
+
+
+@cl.step(type="tool")
+async def generate_text_answer(transcription, images):
+    if images:
+        # Only process the first 3 images
+        images = images[:3]
+
+        images_content = [
+            {
+                "type": "image_url",
+                "image_url": {
+                    "url": f"data:{image.mime};base64,{encode_image(image.path)}"
+                },
+            }
+            for image in images
+        ]
+
+        model = "llama3-70b-8192"
+        messages = [
+            {
+                "role": "user",
+                "content": [{"type": "text", "text": transcription}, *images_content],
+            }
+        ]
+    else:
+        model = "llama3-70b-8192"
+        messages = [{"role": "user", "content": transcription}]
+
+    response = await client.chat.completions.create(
+        messages=messages, model=model, temperature=0.3
+    )
+
+    return response.choices[0].message.content
+
+
+@cl.step(type="tool")
+async def text_to_speech(text: str, mime_type: str):
+    CHUNK_SIZE = 1024
+
+    url = f"https://api.elevenlabs.io/v1/text-to-speech/{ELEVENLABS_VOICE_ID}"
+
+    headers = {
+        "Accept": mime_type,
+        "Content-Type": "application/json",
+        "xi-api-key": ELEVENLABS_API_KEY
+    }
+
+    data = {
+        "text": text,
+        "model_id": "eleven_monolingual_v1",
+        "voice_settings": {
+            "stability": 0.5,
+            "similarity_boost": 0.5
+        }
+    }
+
+    async with httpx.AsyncClient(timeout=25.0) as client:
+        response = await client.post(url, json=data, headers=headers)
+        response.raise_for_status()  # Ensure we notice bad responses
+
+        buffer = BytesIO()
+        buffer.name = f"output_audio.{mime_type.split('/')[1]}"
+
+        async for chunk in response.aiter_bytes(chunk_size=CHUNK_SIZE):
+            if chunk:
+                buffer.write(chunk)
+
+        buffer.seek(0)
+        return buffer.name, buffer.read()
+
+@cl.oauth_callback
+def oauth_callback(
+  provider_id: str,
+  token: str,
+  raw_user_data: Dict[str, str],
+  default_user: cl.User,
+) -> Optional[cl.User]:
+    # step-todo: will handle auth from v2 api
+    return cl.User(
+        identifier=raw_user_data.get('email'),
+        email=raw_user_data.get('email'),
+        name=raw_user_data.get('name'),
+        metadata={**raw_user_data, **({'image':default_user.metadata.get('image')})}
+    )
+
+
+@cl.password_auth_callback
+def auth_callback(username: str, password: str):
+    # Fetch the user matching username from your database
+    # and compare the hashed password with the value stored in the database
+    if (username, password) == ("admin", "admin"):
+        user = {
+            "identifier": "admin", "email": username, "metadata": {"role": "admin", "provider": "credentials"}
+        }
+        cl.user_session.set("user_profile", user)
+        return cl.User(
+            identifier="admin", email=username, metadata={"role": "admin", "provider": "credentials"}
+        )
+    else:
+        return None
+
+
+@cl.set_starters
+async def set_starters():
+    return [
+        cl.Starter(
+            label="send an email to a friend",
+            message="write an email to my friend ",
+            icon="/public/wallet-svgrepo-com.svg",
+        ),
+
+        cl.Starter(
+            label="Latest News on love world christ embassy",
+            message="What news are currentlly trending about christ embassy.",
+            icon="/public/news-svgrepo-com.svg",
+            ),
+        cl.Starter(
+            label="Write an article about Love the way of life",
+            message="write an article about love the way to life",
+            icon="/public/coins-electronics-svgrepo-com.svg",
+            ),
+        cl.Starter(
+            label="Get trending stocks",
+            message="Get latest stock",
+            icon="/public/stockchart-svgrepo-com.svg",
+            )
+        ]
+
+@cl.on_chat_start
+async def start():
+    is_dev_mode = True if os.getenv("DEV_MODE") else False
+
+    cl.user_session.set(
+        "message_history",
+        [{"role": "system", "content": "You are a helpful assistant."}],
+    )
+
+    contractCraft = Assistant(
+        name="ContractCraft",
+        # llm=OpenAIChat(model="gpt-4o"),
+        llm=Groq(model="llama3-70b-8192"),
+        description="ContractCraft is an AI-powered assistant designed to help you draft any type of contract or agreement efficiently and accurately. Whether you need a lease, employment contract, non-disclosure agreement, or any other legal document, ContractCraft ensures your contracts are comprehensive, legally sound, and tailored to your specific needs.",
+        instructions=[
+            "1. Input Contract Type: Begin by specifying the type of contract or agreement you need. For example, lease agreement, service contract, non-disclosure agreement, etc.",
+            "2. Provide Key Details: Enter essential information such as names of parties involved, specific terms, dates, obligations, and any other relevant details.",
+            "3. Customize Clauses: Select from a list of common clauses to include in your contract. You can also customize these clauses or add new ones as necessary.",
+            "4. Review and Edit: ContractCraft will generate a draft of your contract. Review the document carefully, and make any necessary edits or adjustments.",
+            "5. Legal Compliance Check: The AI will provide suggestions to ensure that your contract complies with relevant laws and regulations.",
+            "6. Finalization: Once you are satisfied with the draft, finalize the document. ContractCraft will format it appropriately and prepare it for signing.",
+            "7. Download and Share: Download the final contract in your preferred format (e.g., PDF, Word) and share it with the other parties involved."
+        ],
+        markdown=True,
+        debug_mode=True,
+        role="Helps draft and review contract agreements.",
+        tools=[
+            CloudinaryTool(
+                cloud_name=os.environ.get("CLOUDINARY_CLOUD_NAME"),
+                api_key=os.environ.get("CLOUDINARY_API_KEY"),
+                api_secret=os.environ.get("CLOUDINARY_API_SECRET")
+            ),
+            FileTools()
+        ],
+        add_datetime_to_instructions=True,
+    )
+
+    # Initialize the assistant
+    telzho_assistant = Assistant(
+        description="""You are Giinoe, an advanced AI crafted to serve as a personal companion, offering guidance on personal, ideological, philosophical, and spiritual matters.
+        Your primary role is to provide counsel that resonates with Pastor Chris Oyakhilome, embodying his character, values, and wisdom.
+        With access to a comprehensive knowledge base of his books, sermons, and teachings, you will communicate with users as if you are Pastor Chris himself, providing insightful, empathetic,
+        and spiritually enriching advice that reflects his compassionate demeanor and pastoral approach.
+
+        Additionally, when you detect a key point that requires noting in next conversation you will use a tool called noted_pad_toolkit to keep individual records of key points, especially personal issues shared by users.
+        You will update, retrieve, edit, and delete notes as needed, ensuring that each interaction builds on previous conversations.
+        This functionality allows you to offer a truly personalized and continuous support experience, akin to a dedicated spiritual therapist, pull up the notes at will when you feel like making reference to an old issues.
+
+        You will also teach users the word of God using Bible scriptures, offering relevant verses to guide and uplift them.""",
+        instructions=[
+            "1. Address users by their names to create a sense of familiarity.",
+            "2. Take notes of key points, especially personal issues, and remind the user of these in future conversations using a tool called Noted Pad.",
+            "3. Actively listen and engage in a way that shows genuine care and empathy.",
+            "4. Ask thoughtful questions to gain deeper insights into the user's situation, one at a time, to avoid overwhelming them.",
+            "5. Offer prayers or spiritual support at the end of conversations to provide comfort and a sense of closure.",
+            "6. Teach users the word of God using Bible scriptures, offering relevant verses to guide and uplift them.",
+            "7. don't mention pastor chris oyakhilome, just say what he would say or said as though it's coming from you.",
+        ],
+        # description="""
+        # You are Giinoe, designed to guide the heart and mind on personal, ideological, philosophical, and spiritual issues, emulating the wisdom, compassion, and teachings of Pastor Chris Oyakhilome.
+        # You serve as a personal companion, offering guidance and support just like Pastor Chris would, with access to a knowledge base of his books and teachings.
+        #
+        # Your role is to provide counsel that resonates with Pastor Chris's character and values. You must:
+        #
+        # Address users by their names to create a sense of familiarity.
+        # Take notes of key points, especially personal issues, and remind the user of these in future conversations using a tool called Noted Pad.
+        # Actively listen and engage in a way that shows genuine care and empathy.
+        # Ask thoughtful questions to gain deeper insights into the user's situation, one at a time, to avoid overwhelming them.
+        # Offer prayers or spiritual support at the end of conversations to provide comfort and a sense of closure.
+        # Teach users the word of God using Bible scriptures, offering relevant verses to guide and uplift them.
+        # """,
+        llm=Groq(model="llama3-70b-8192"),
+        # llm=OpenAIChat(model="gpt-4o"),
+        tools=[
+            UserProfileToolkit(),
+            NotedPadToolkit(),
+            DuckDuckGo(),
+            YouTubeTools(),
+            YFinanceTools(stock_price=True),
+            ResendTools(from_email=os.environ.get("FROM_EMAIL"), api_key=os.environ.get("RESEND_API_KEY")),
+        ],
+        team=[contractCraft],
+        show_tool_calls=is_dev_mode,
+        markdown=True,
+        knowledge_base=knowledge_base,
+        storage=storage,
+        search_knowledge=True,
+        read_chat_history=True,
+        add_references_to_prompt=True,
+        add_chat_history_to_prompt=True,
+    )
+
+    # telzho_assistant.knowledge_base.load(recreate=False)
+
+    # Set the assistant in the user session
+    cl.user_session.set("agent", telzho_assistant)
+
+
+@cl.on_audio_chunk
+async def on_audio_chunk(chunk: cl.AudioChunk):
+    if chunk.isStart:
+        buffer = BytesIO()
+        # This is required for whisper to recognize the file type
+        buffer.name = f"input_audio.{chunk.mimeType.split('/')[1]}"
+        # Initialize the session for a new audio stream
+        cl.user_session.set("audio_buffer", buffer)
+        cl.user_session.set("audio_mime_type", chunk.mimeType)
+
+    # TODO: Use Gladia to transcribe chunks as they arrive would decrease latency
+    # see https://docs-v1.gladia.io/reference/live-audio
+
+    # For now, write the chunks to a buffer and transcribe the whole audio at the end
+    cl.user_session.get("audio_buffer").write(chunk.data)
+
+
+@cl.on_audio_end
+async def on_audio_end(elements: list[ElementBased]):
+    # Get the audio buffer from the session
+    audio_buffer: BytesIO = cl.user_session.get("audio_buffer")
+    audio_buffer.seek(0)  # Move the file pointer to the beginning
+    audio_file = audio_buffer.read()
+    audio_mime_type: str = cl.user_session.get("audio_mime_type")
+
+    input_audio_el = cl.Audio(
+        mime=audio_mime_type, content=audio_file, name=audio_buffer.name
+    )
+    await cl.Message(
+        author="You",
+        type="user_message",
+        content="",
+        elements=[input_audio_el, *elements]
+    ).send()
+
+    whisper_input = (audio_buffer.name, audio_file, audio_mime_type)
+    transcription = await speech_to_text(whisper_input)
+
+    images = [file for file in elements if "image" in file.mime]
+
+    text_answer = await generate_text_answer(transcription, images)
+
+    output_name, output_audio = await text_to_speech(text_answer, audio_mime_type)
+
+    output_audio_el = cl.Audio(
+        name=output_name,
+        auto_play=True,
+        mime=audio_mime_type,
+        content=output_audio,
+    )
+    answer_message = await cl.Message(content="").send()
+
+    answer_message.elements = [output_audio_el]
+    await answer_message.update()
+
+
+@cl.on_message
+async def main(message: cl.Message):
+
+    message_history = cl.user_session.get("message_history")
+    message_history.append({"role": "user", "content": message.content})
+
+    msg = cl.Message(content="")
+    await msg.send()
+
+    # Retrieve the assistant from the user sessions
+    agent = cl.user_session.get("agent")
+
+    # Process the user message using the assistant
+    for delta in agent.run(message.content, stream=True):
+        for part in delta:
+            if token := part or "":
+                # Send the response back to the user
+                await msg.stream_token(token)
+
+    message_history.append({"role": "assistant", "content": msg.content})
+    await msg.update()
+
+# Run the Chainlit application
+if __name__ == "__main__":
+    cl.run()

lite-llm-config.yaml

@@ -0,0 +1,15 @@
+model_list: 
+  - model_name: gpt-3.5-turbo # user-facing model alias
+    litellm_params: # all params accepted by litellm.completion() - https://docs.litellm.ai/docs/completion/input
+      model: azure/<your-deployment-name>
+      api_base: <your-azure-api-endpoint>
+      api_key: <your-azure-api-key>
+  - model_name: gpt-3.5-turbo
+    litellm_params:
+      model: azure/gpt-turbo-small-ca
+      api_base: https://my-endpoint-canada-berri992.openai.azure.com/
+      api_key: <your-azure-api-key>
+  - model_name: vllm-model
+    litellm_params:
+      model: openai/<your-model-name>
+      api_base: <your-api-base> # e.g. http://0.0.0.0:3000

reference.md

@@ -0,0 +1,23 @@
+## py-jsonq
+https://github.com/s1s1ty/py-jsonq
+py-jsonq is a simple, elegant Python package to Query over any type of JSON Data. It'll make your life easier by giving the flavour of an ORM-like query on your JSON.
+
+## JMESPath Python: JSON Query Language
+https://python.land/data-processing/working-with-json/jmespath
+
+## fastapi-cloudevents
+Allows to easily consume and produce CloudEvents over REST API.
+https://pypi.org/project/fastapi-cloudevents/
+
+## Pydantic
+1. Logfire
+    https://pydantic.dev/logfire
+    https://pydantic.dev/opensource
+    https://docs.pydantic.dev/logfire
+2. Settings & Config - https://docs.pydantic.dev/latest/concepts/pydantic_settings/
+
+## Dev Tools
+3. https://docs.astral.sh/ruff/
+4. https://tox.wiki/en/4.15.1/index.html
+5. https://black.readthedocs.io/en/stable/
+6. https://pycqa.github.io/isort/

requirements.bk.txt

@@ -0,0 +1,104 @@
+aiohttp==3.9.5
+aiosignal==1.3.1
+annotated-types==0.7.0
+anyio==4.4.0
+appnope==0.1.4
+asgiref==3.8.1
+asttokens==2.4.1
+async-timeout==4.0.3
+attrs==23.2.0
+backcall==0.2.0
+beautifulsoup4==4.12.3
+bleach==6.1.0
+certifi==2024.6.2
+charset-normalizer==3.3.2
+coingecko==0.13
+decorator==5.1.1
+defusedxml==0.7.1
+Deprecated==1.2.14
+docopt==0.6.2
+exceptiongroup==1.2.1
+executing==2.0.1
+fastjsonschema==2.19.1
+frozenlist==1.4.1
+googleapis-common-protos==1.63.1
+h11==0.14.0
+httpcore==1.0.5
+httpx==0.27.0
+idna==3.7
+importlib_metadata==7.1.0
+ipython==8.12.3
+jedi==0.19.1
+Jinja2==3.1.4
+jsonschema==4.22.0
+jsonschema-specifications==2023.12.1
+jupyter_client==8.6.2
+jupyter_core==5.7.2
+jupyterlab_pygments==0.3.0
+logfire==0.42.0
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mistune==3.0.2
+multidict==6.0.5
+nbclient==0.10.0
+nbconvert==7.16.4
+nbformat==5.10.4
+opentelemetry-api==1.25.0
+opentelemetry-exporter-otlp-proto-common==1.25.0
+opentelemetry-exporter-otlp-proto-http==1.25.0
+opentelemetry-instrumentation==0.46b0
+opentelemetry-instrumentation-asgi==0.46b0
+opentelemetry-instrumentation-fastapi==0.46b0
+opentelemetry-instrumentation-httpx==0.46b0
+opentelemetry-instrumentation-redis==0.46b0
+opentelemetry-instrumentation-requests==0.46b0
+opentelemetry-instrumentation-system-metrics==0.46b0
+opentelemetry-proto==1.25.0
+opentelemetry-sdk==1.25.0
+opentelemetry-semantic-conventions==0.46b0
+opentelemetry-util-http==0.46b0
+packaging==24.1
+pandocfilters==1.5.1
+parso==0.8.4
+pexpect==4.9.0
+pickleshare==0.7.5
+pipdeptree==2.22.0
+pipreqs==0.5.0
+platformdirs==4.2.2
+prompt_toolkit==3.0.47
+protobuf==4.25.3
+psutil==5.9.8
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pydantic==2.7.4
+pydantic_core==2.18.4
+Pygments==2.18.0
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-ulid==2.6.0
+pyzmq==26.0.3
+redis==5.0.6
+referencing==0.35.1
+requests==2.32.3
+rich==13.7.1
+rpds-py==0.18.1
+six==1.16.0
+sniffio==1.3.1
+soupsieve==2.5
+stack-data==0.6.3
+tinycss2==1.3.0
+tomli==2.0.1
+tornado==6.4.1
+traitlets==5.14.3
+typing_extensions==4.12.2
+ulid==1.1
+upstash-redis==1.1.0
+urllib3==2.2.1
+wcwidth==0.2.13
+webencodings==0.5.1
+wrapt==1.16.0
+yarg==0.1.9
+yarl==1.9.4
+zipp==3.19.2

requirements.txt

@@ -0,0 +1,221 @@
+aiobotocore==2.13.0
+aiofiles==23.2.1
+aiohttp==3.9.5
+aioitertools==0.11.0
+aiosignal==1.3.1
+annotated-types==0.7.0
+anthropic==0.28.0
+anyio==3.7.1
+appdirs==1.4.4
+appnope==0.1.4
+asgiref==3.8.1
+asttokens==2.4.1
+async-timeout==4.0.3
+asyncer==0.0.2
+attrs==23.2.0
+backcall==0.2.0
+baize==0.20.8
+beautifulsoup4==4.12.3
+bidict==0.23.1
+bitarray==2.9.2
+bleach==6.1.0
+boto3==1.34.106
+botocore==1.34.106
+certifi==2024.6.2
+chainlit==1.1.300
+charset-normalizer==3.3.2
+psycopg2-binary==2.9.9
+chevron==0.14.0
+ckzg==1.0.2
+click==8.1.7
+coingecko==0.13
+cytoolz==0.12.3
+dataclasses-json==0.5.14
+decorator==5.1.1
+defusedxml==0.7.1
+Deprecated==1.2.14
+distro==1.9.0
+docopt==0.6.2
+duckduckgo_search==6.1.6
+eth-account==0.11.2
+eth-hash==0.7.0
+eth-keyfile==0.8.1
+eth-keys==0.5.1
+eth-rlp==1.0.1
+eth-typing==4.3.1
+eth-utils==4.1.1
+eth_abi==5.1.0
+exceptiongroup==1.2.1
+executing==2.0.1
+fastapi>=0.110.1,<0.111.0
+fastjsonschema==2.19.1
+filelock==3.15.1
+filetype==1.2.0
+frozendict==2.4.4
+frozenlist==1.4.1
+fs==2.4.16
+fs-s3fs==1.1.1
+fsspec==2024.6.0
+gitdb==4.0.11
+GitPython==3.1.43
+google_search_results==2.4.2
+googleapis-common-protos==1.63.1
+greenlet==3.0.3
+grpcio==1.64.1
+h11==0.14.0
+hexbytes==0.3.1
+html5lib==1.1
+httpcore==1.0.5
+httpx==0.27.0
+huggingface-hub==0.23.3
+idna==3.7
+importlib_metadata==7.1.0
+ipython==8.12.3
+jedi==0.19.1
+Jinja2==3.1.4
+jiter==0.4.2
+jmespath==1.0.1
+jsonpatch==1.33
+jsonpointer==3.0.0
+jsonschema==4.22.0
+jsonschema-specifications==2023.12.1
+jupyter_client==8.6.2
+jupyter_core==5.7.2
+jupyterlab_pygments==0.3.0
+langchain==0.2.4
+langchain-anthropic==0.1.15
+langchain-community==0.2.4
+langchain-core==0.2.6
+langchain-openai==0.1.8
+langchain-text-splitters==0.2.1
+langchainhub==0.1.20
+langgraph==0.0.68
+langsmith==0.1.77
+Lazify==0.4.0
+literalai==0.0.604
+logfire==0.42.0
+lru-dict==1.2.0
+lxml==5.2.2
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+marshmallow==3.21.3
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mistune==3.0.2
+multidict==6.0.5
+multitasking==0.0.11
+mypy-extensions==1.0.0
+nbclient==0.10.0
+nbconvert==7.16.4
+nbformat==5.10.4
+nest-asyncio==1.6.0
+numexpr==2.10.0
+numpy==1.26.4
+openai==1.34.0
+opentelemetry-api==1.25.0
+opentelemetry-exporter-otlp==1.25.0
+opentelemetry-exporter-otlp-proto-common==1.25.0
+opentelemetry-exporter-otlp-proto-grpc==1.25.0
+opentelemetry-exporter-otlp-proto-http==1.25.0
+opentelemetry-instrumentation==0.46b0
+opentelemetry-instrumentation-asgi==0.46b0
+opentelemetry-instrumentation-fastapi==0.46b0
+opentelemetry-instrumentation-httpx==0.46b0
+opentelemetry-instrumentation-redis==0.46b0
+opentelemetry-instrumentation-requests==0.46b0
+opentelemetry-instrumentation-system-metrics==0.46b0
+opentelemetry-proto==1.25.0
+opentelemetry-sdk==1.25.0
+opentelemetry-semantic-conventions==0.46b0
+opentelemetry-util-http==0.46b0
+orjson==3.10.5
+packaging==23.2
+pandas==2.2.2
+pandocfilters==1.5.1
+parsimonious==0.10.0
+parso==0.8.4
+peewee==3.17.5
+pexpect==4.9.0
+pgvector==0.2.5
+phidata==2.4.27
+pickleshare==0.7.5
+pipdeptree==2.22.0
+pipreqs==0.5.0
+platformdirs==4.2.2
+prompt_toolkit==3.0.47
+protobuf==4.25.3
+psutil==5.9.8
+psycopg==3.1.19
+psycopg2==2.9.9
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pycryptodome==3.20.0
+pydantic==2.7.4
+pydantic-settings==2.3.3
+pydantic_core==2.18.4
+Pygments==2.18.0
+PyJWT==2.8.0
+pypeln==0.4.9
+pyreqwest_impersonate==0.4.7
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-engineio==4.9.1
+python-multipart==0.0.9
+python-socketio==5.11.2
+python-ulid==2.6.0
+pytz==2024.1
+pyunormalize==15.1.0
+PyYAML==6.0.1
+pyzmq==26.0.3
+redis==5.0.6
+referencing==0.35.1
+regex==2024.5.15
+requests==2.32.3
+rich==13.7.1
+rlp==4.0.1
+rpc.py==0.6.0
+rpds-py==0.18.1
+s3fs==2024.6.0
+s3transfer==0.10.1
+shellingham==1.5.4
+simple-websocket==1.0.0
+six==1.16.0
+smmap==5.0.1
+sniffio==1.3.1
+soupsieve==2.5
+SQLAlchemy==2.0.30
+stack-data==0.6.3
+starlette==0.37.2
+stopit==1.1.2
+syncer==2.0.3
+tenacity==8.3.0
+tiktoken==0.7.0
+tinycss2==1.3.0
+tokenizers==0.19.1
+tomli==2.0.1
+toolz==0.12.1
+tornado==6.4.1
+tqdm==4.66.4
+traitlets==5.14.3
+typer==0.12.3
+types-requests==2.32.0.20240602
+typing-inspect==0.9.0
+typing_extensions==4.12.2
+tzdata==2024.1
+ulid==1.1
+upstash-redis==1.1.0
+uptrace==1.24.0
+urllib3==2.2.1
+uvicorn==0.25.0
+watchfiles==0.20.0
+wcwidth==0.2.13
+web3==6.19.0
+webencodings==0.5.1
+websockets==12.0
+wrapt==1.16.0
+wsproto==1.2.0
+yarg==0.1.9
+yarl==1.9.4
+yfinance==0.2.40
+zipp==3.19.2
+ollama==0.3.0

run.py

@@ -0,0 +1,37 @@
+import json
+import pprint
+import httpx
+import asyncio
+
+# # import src.knowledge_bases.pipeline as Pipeline
+
+# # asyncio.run(Pipeline.main())
+
+# from src.data_sources.coin_gecko import CoinGecko
+# from src.data_sources.cryptocompare import CryptoCompare
+
+# cgc = CoinGecko()
+
+# pprint.pprint(cgc.get_trending_coin_list())
+
+
+from src.libs.rpc_client import rpc_call
+
+# response = rpc_call(method_name="getSwapSources")
+
+async def main():
+    method_name = 'getSwapSources'
+
+    try:
+        response = await rpc_call(method_name)
+        if response is not None:
+            print("RPC call successful!")
+            print(response)
+        else:
+            print("RPC call failed.")
+    except httpx.RequestError as e:
+        print(f"Error in main function: {e}")
+
+asyncio.run(main())
+# web: docker-compose up --build
+# web: python -m chainlit run giino-assistant.py -h --port 8080

sample.env

@@ -0,0 +1,28 @@
+OPENAI_API_KEY=""
+
+GROQ_API_KEY=""
+
+LANGCHAIN_TRACING_V2=""
+LANGCHAIN_ENDPOINT=""
+LANGCHAIN_API_KEY=""
+
+JINA_READER_API_KEY=""
+
+EXA_API_KEY=""
+
+SERPAPI_API_KEY=""
+
+CRYPTOCOMPARE_API_KEY=""
+
+COINGECKO_PRO_API_KEY=""
+COINGECKO_DEMO_API_KEY=""
+
+UPSTASH_REDIS_REST_URL=""
+UPSTASH_REDIS_REST_TOKEN=""
+UPSTASH_REDIS_HOST=""
+UPSTASH_REDIS_PORT=""
+UPSTASH_REDIS_PASSWORD=""
+UPSTASH_REDIS_CONNECTION_STRING=""
+
+LOGFIRE_TOKEN=""
+LOG_LEVEL=""