Add initial code files and dependencies

.gitignore

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+# Created by https://www.toptal.com/developers/gitignore/api/visualstudiocode,python,jupyternotebooks
+# Edit at https://www.toptal.com/developers/gitignore?templates=visualstudiocode,python,jupyternotebooks
+
+### JupyterNotebooks ###
+# gitignore template for Jupyter Notebooks
+# website: http://jupyter.org/
+
+.ipynb_checkpoints
+*/.ipynb_checkpoints/*
+
+# IPython
+profile_default/
+ipython_config.py
+
+# Remove previous ipynb_checkpoints
+#   git rm -r .ipynb_checkpoints/
+
+### 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
+
+# IPython
+
+# 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
+
+# End of https://www.toptal.com/developers/gitignore/api/visualstudiocode,python,jupyternotebooks

app.py

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+import logging
+import sys
+
+import gradio as gr
+from dotenv import load_dotenv
+
+from app.llama_index import Assistant
+
+load_dotenv()
+
+logging.basicConfig(
+    format="[%(asctime)s][%(levelname)s][%(name)s] %(message)s",
+    datefmt="%d/%m/%Y-%H:%M:%S",
+    stream=sys.stdout,
+    level=logging.INFO,
+)
+
+logger = logging.getLogger("app.app")
+
+title = "Årsopgørelses Assistent"
+description = "Assistent til at hjælpe med at besvare spørgsmål omkring årsopgørelsen"
+examples = [
+    "hvad er vigtigt at vide om årsopgørelsen?",
+    "hvordan beregnes årsopgørelsen?",
+]
+
+assistant = Assistant(data_dir="data", model_name="gpt-4")
+
+
+def run(message: str, history: list[str]) -> str:
+    response = assistant(message, history=history)
+    return response
+
+
+demo = gr.ChatInterface(fn=run, examples=examples, title=title, description=description)
+
+demo.queue().launch()

app/llama_index.py

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+import logging
+import os
+
+from llama_index.core import SimpleDirectoryReader, VectorStoreIndex
+from llama_index.core.chat_engine.types import AgentChatResponse
+from llama_index.llms.openai import OpenAI
+from llama_index.core import StorageContext, load_index_from_storage
+
+logger = logging.getLogger("app.llama_index")
+
+
+class Assistant:
+    def __init__(
+        self,
+        data_dir: str = "data/pdf",
+        model_name: str = "gpt-4",
+    ) -> None:
+        self.data_dir = data_dir
+        self.model_name = model_name
+
+        storage_dir = os.path.join(self.data_dir, "storage")
+        if os.path.isdir(storage_dir):
+            logger.info("Loading index from storage")
+            storage_context = StorageContext.from_defaults(persist_dir=storage_dir)
+            self.index = load_index_from_storage(storage_context)
+        else:
+            self.documents = SimpleDirectoryReader(self.data_dir).load_data()
+            self.index = VectorStoreIndex(self.documents)
+            self.index.storage_context.persist(storage_dir)
+
+        llm = OpenAI(model=self.model_name)
+        self.chat_engine = self.index.as_chat_engine(
+            chat_mode="openai",
+            llm=llm,
+            verbose=True,
+            system_prompt=(
+                "Du er en assistent til at hjælpe med at besvare spørgsmål omkring årsopgørelsen fra skat."
+                " Din viden er baseret på årsopgørelsen og relaterede emner fra skat.dk."
+                " Du kan svare på spørgsmål omkring årsopgørelsen, og du kan også stille spørgsmål til brugeren for at få mere information."
+                " Du kan også bede brugeren om at uddybe, hvis du ikke forstår spørgsmålet."
+                " Du skal opgive de kilder, du bruger til at besvare spørgsmålet, og du skal også oplyse, hvis du ikke kan besvare spørgsmålet."
+            ),
+        )
+
+    def __call__(self, question: str, history: list[str]) -> str:
+        response: AgentChatResponse = self.chat_engine.chat(
+            question,
+            tool_choice="query_engine_tool",
+        )
+        return response.response

data/storage/default__vector_store.json

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data/storage/graph_store.json

@@ -0,0 +1 @@
+{"graph_dict": {}}

data/storage/image__vector_store.json

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+{"embedding_dict": {}, "text_id_to_ref_doc_id": {}, "metadata_dict": {}}

data/storage/index_store.json

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requirements.txt

@@ -0,0 +1,9 @@
+python-dotenv
+pydantic
+huggingface_hub
+torch
+tqdm
+transformers
+gradio
+llama-index
+llama-index-core