initial commit

.github/workflow/sync-hf.yaml

@@ -0,0 +1,20 @@
+name: Sync to Hugging Face hub
+on:
+  push:
+    branches: [main]
+
+  # to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+jobs:
+  sync-to-hub:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+        with:
+          fetch-depth: 0
+          lfs: true
+      - name: Push to hub
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        run: git push https://shlomihod:$HF_TOKEN@huggingface.co/spaces/shlomihod/datahoot main

.gitignore

@@ -0,0 +1,268 @@
+# Created by https://www.toptal.com/developers/gitignore/api/python,visualstudiocode,macos,linux,windows
+# Edit at https://www.toptal.com/developers/gitignore?templates=python,visualstudiocode,macos,linux,windows
+
+### Linux ###
+*~
+
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
+
+# KDE directory preferences
+.directory
+
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
+
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
+
+### macOS ###
+# General
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Icon must end with two \r
+Icon
+
+# Thumbnails
+._*
+
+# Files that might appear in the root of a volume
+.DocumentRevisions-V100
+.fseventsd
+.Spotlight-V100
+.TemporaryItems
+.Trashes
+.VolumeIcon.icns
+.com.apple.timemachine.donotpresent
+
+# Directories potentially created on remote AFP share
+.AppleDB
+.AppleDesktop
+Network Trash Folder
+Temporary Items
+.apdisk
+
+### macOS Patch ###
+# iCloud generated files
+*.icloud
+
+### Python ###
+# 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/#use-with-ide
+.pdm.toml
+
+# 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/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# LSP config files
+pyrightconfig.json
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+.ionide
+
+### Windows ###
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+
+# End of https://www.toptal.com/developers/gitignore/api/python,visualstudiocode,macos,linux,windows

README.md

@@ -1 +1,7 @@
-# dataoot
+---
+title: datahoot
+sdk: streamlit
+sdk_version: 1.26.0
+app_file: app.py
+pinned: false
+---

app.py

@@ -0,0 +1,53 @@
+# https://python.langchain.com/docs/integrations/toolkits/csv
+
+import os
+from pathlib import Path
+
+import streamlit as st
+
+from langchain.agents import create_csv_agent
+from langchain.agents.agent_types import AgentType
+from langchain.chat_models import ChatOpenAI
+from langchain.llms.openai import OpenAI
+
+
+OPENAI_API_KEY = st.secrets.get("openai_api_key", None)
+MODEL_NAME = "gpt-3.5-turbo-0613"
+
+DATA_PATH = Path("data")
+CSV_PATH = DATA_PATH / "dataset.csv"
+METADATA_PATH = DATA_PATH / "metadata.md"
+METADATA = METADATA_PATH.read_text()
+
+
+llm = ChatOpenAI(model_name=MODEL_NAME, openai_api_key=OPENAI_API_KEY, temperature=0)
+
+agent = create_csv_agent(
+    llm=llm,
+    path=str(CSV_PATH),
+    verbose=True,
+    agent_type=AgentType.OPENAI_FUNCTIONS,
+    prefix=METADATA,
+)
+
+# agent_executor = create_sql_agent(
+#     llm=llm,
+#     toolkit=toolkit,
+#     verbose=True,
+#     agent_type=AgentType.ZERO_SHOT_REACT_DESCRIPTION,
+# )
+
+st.title("💬 Dataoot")
+
+if "messages" not in st.session_state:
+    st.session_state["messages"] = []
+
+for msg in st.session_state.messages:
+    st.chat_message(msg["role"]).write(msg["content"])
+
+if prompt := st.chat_input():
+    st.session_state.messages.append({"role": "user", "content": prompt})
+    st.chat_message("user").write(prompt)
+    response = agent.run(prompt)
+    st.session_state.messages.append({"role": "assistant", "content": response})
+    st.chat_message("assistant").write(response)

data/dataset.csv

@@ -0,0 +1,892 @@
+Survived,Pclass,Sex,Age,SibSp,Parch,Fare,Embarked
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data/metadata.md

@@ -0,0 +1,32 @@
+# Titanic Dataset
+
+## Data Dictionary
+
+Variable	Definition	Key
+survival	Survival	0 = No, 1 = Yes
+pclass	Ticket class	1 = 1st, 2 = 2nd, 3 = 3rd
+sex	Sex	
+Age	Age in years	
+sibsp	# of siblings / spouses aboard the Titanic	
+parch	# of parents / children aboard the Titanic	
+ticket	Ticket number	
+fare	Passenger fare	
+embarked	Port of Embarkation	C = Cherbourg, Q = Queenstown, S = Southampton
+
+### Variable Notes
+
+pclass: A proxy for socio-economic status (SES)
+1st = Upper
+2nd = Middle
+3rd = Lower
+
+age: Age is fractional if less than 1. If the age is estimated, is it in the form of xx.5
+
+sibsp: The dataset defines family relations in this way...
+Sibling = brother, sister, stepbrother, stepsister
+Spouse = husband, wife (mistresses and fiancés were ignored)
+
+parch: The dataset defines family relations in this way...
+Parent = mother, father
+Child = daughter, son, stepdaughter, stepson
+Some children travelled only with a nanny, therefore parch=0 for them.

pyproject.toml

@@ -0,0 +1,18 @@
+[tool.poetry]
+name = "dataoot"
+version = "0.1.0"
+description = ""
+authors = ["Your Name <you@example.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.10"
+langchain = "^0.0.295"
+openai = "^0.28.0"
+streamlit = "^1.26.0"
+tabulate = "^0.9.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"

requirements.txt

@@ -0,0 +1,4 @@
+langchain>=0.0.295,<0.1.0
+openai>=0.28.0,<0.29.0
+streamlit>=1.26.0,<1.27.0
+tabulate>=0.9.0,<0.10.0