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* Refactored retrievers into a directory with separate files * Adds HybridCypherRetriever, refactor query construction, add tests * Put docs/_build in gitignore * Adding content to docs * Edited Makefile to use poetry * Use separate token for creating git tags in actions * Bump version to 0.2.0a1 * Rename GitHub Action Workflow * Missing docstring for filters argument in VectorRetriever --------- Co-authored-by: Oskar Hane <[email protected]> Co-authored-by: Neo4j-GenAI GitHub Action <[email protected]>
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# Makefile for Sphinx documentation | ||
# | ||
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# You can set these variables from the command line. | ||
VERSION = 0.1.2 | ||
PRODUCT = neo4j-genai-python | ||
SPHINXOPTS = | ||
SPHINXBUILD = poetry run sphinx-build | ||
PAPER = | ||
BUILDDIR = build | ||
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# User-friendly check for sphinx-build via Poetry | ||
ifeq ($(shell poetry run which sphinx-build >/dev/null 2>&1; echo $$?), 1) | ||
$(error The 'sphinx-build' command was not found within the Poetry environment. Make sure Sphinx is installed in your project dependencies.) | ||
endif | ||
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# Internal variables. | ||
PAPEROPT_a4 = -D latex_paper_size=a4 | ||
PAPEROPT_letter = -D latex_paper_size=letter | ||
ALLSPHINXOPTS = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source | ||
# the i18n builder cannot share the environment and doctrees with the others | ||
I18NSPHINXOPTS = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) source | ||
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.PHONY: help clean html dirhtml singlehtml pickle json htmlhelp qthelp devhelp epub latex latexpdf text man changes linkcheck doctest coverage gettext | ||
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help: | ||
@echo "Please use \`make <target>' where <target> is one of" | ||
@echo " html to make standalone HTML files" | ||
@echo " dirhtml to make HTML files named index.html in directories" | ||
@echo " singlehtml to make a single large HTML file" | ||
@echo " pickle to make pickle files" | ||
@echo " json to make JSON files" | ||
@echo " htmlhelp to make HTML files and a HTML help project" | ||
@echo " qthelp to make HTML files and a qthelp project" | ||
@echo " applehelp to make an Apple Help Book" | ||
@echo " devhelp to make HTML files and a Devhelp project" | ||
@echo " epub to make an epub" | ||
@echo " latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter" | ||
@echo " latexpdf to make LaTeX files and run them through pdflatex" | ||
@echo " latexpdfja to make LaTeX files and run them through platex/dvipdfmx" | ||
@echo " text to make text files" | ||
@echo " man to make manual pages" | ||
@echo " texinfo to make Texinfo files" | ||
@echo " info to make Texinfo files and run them through makeinfo" | ||
@echo " gettext to make PO message catalogs" | ||
@echo " changes to make an overview of all changed/added/deprecated items" | ||
@echo " xml to make Docutils-native XML files" | ||
@echo " pseudoxml to make pseudoxml-XML files for display purposes" | ||
@echo " linkcheck to check all external links for integrity" | ||
@echo " doctest to run all doctests embedded in the documentation (if enabled)" | ||
@echo " coverage to run coverage check of the documentation (if enabled)" | ||
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clean: | ||
rm -rf $(BUILDDIR)/* | ||
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html: | ||
$(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/$(PRODUCT)/$(VERSION) | ||
@echo | ||
@echo "Build finished. The HTML pages are in $(BUILDDIR)/$(PRODUCT)/$(VERSION)." | ||
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dirhtml: | ||
$(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml | ||
@echo | ||
@echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml." | ||
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singlehtml: | ||
$(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml | ||
@echo | ||
@echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml." | ||
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pickle: | ||
$(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle | ||
@echo | ||
@echo "Build finished; now you can process the pickle files." | ||
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json: | ||
$(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json | ||
@echo | ||
@echo "Build finished; now you can process the JSON files." | ||
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htmlhelp: | ||
$(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp | ||
@echo | ||
@echo "Build finished; now you can run HTML Help Workshop with the" \ | ||
".hhp project file in $(BUILDDIR)/htmlhelp." | ||
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qthelp: | ||
$(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp | ||
@echo | ||
@echo "Build finished; now you can run "qcollectiongenerator" with the" \ | ||
".qhcp project file in $(BUILDDIR)/qthelp, like this:" | ||
@echo "# qcollectiongenerator $(BUILDDIR)/qthelp/Neo4jBoltDriverforPython.qhcp" | ||
@echo "To view the help file:" | ||
@echo "# assistant -collectionFile $(BUILDDIR)/qthelp/Neo4jBoltDriverforPython.qhc" | ||
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applehelp: | ||
$(SPHINXBUILD) -b applehelp $(ALLSPHINXOPTS) $(BUILDDIR)/applehelp | ||
@echo | ||
@echo "Build finished. The help book is in $(BUILDDIR)/applehelp." | ||
@echo "N.B. You won't be able to view it unless you put it in" \ | ||
"~/Library/Documentation/Help or install it in your application" \ | ||
"bundle." | ||
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devhelp: | ||
$(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp | ||
@echo | ||
@echo "Build finished." | ||
@echo "To view the help file:" | ||
@echo "# mkdir -p $$HOME/.local/share/devhelp/Neo4jBoltDriverforPython" | ||
@echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/Neo4jBoltDriverforPython" | ||
@echo "# devhelp" | ||
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epub: | ||
$(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub | ||
@echo | ||
@echo "Build finished. The epub file is in $(BUILDDIR)/epub." | ||
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latex: | ||
$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex | ||
@echo | ||
@echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex." | ||
@echo "Run \`make' in that directory to run these through (pdf)latex" \ | ||
"(use \`make latexpdf' here to do that automatically)." | ||
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latexpdf: | ||
$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex | ||
@echo "Running LaTeX files through pdflatex..." | ||
$(MAKE) -C $(BUILDDIR)/latex all-pdf | ||
@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." | ||
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latexpdfja: | ||
$(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex | ||
@echo "Running LaTeX files through platex and dvipdfmx..." | ||
$(MAKE) -C $(BUILDDIR)/latex all-pdf-ja | ||
@echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." | ||
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text: | ||
$(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text | ||
@echo | ||
@echo "Build finished. The text files are in $(BUILDDIR)/text." | ||
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man: | ||
$(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man | ||
@echo | ||
@echo "Build finished. The manual pages are in $(BUILDDIR)/man." | ||
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texinfo: | ||
$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo | ||
@echo | ||
@echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo." | ||
@echo "Run \`make' in that directory to run these through makeinfo" \ | ||
"(use \`make info' here to do that automatically)." | ||
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info: | ||
$(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo | ||
@echo "Running Texinfo files through makeinfo..." | ||
make -C $(BUILDDIR)/texinfo info | ||
@echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo." | ||
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gettext: | ||
$(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale | ||
@echo | ||
@echo "Build finished. The message catalogs are in $(BUILDDIR)/locale." | ||
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changes: | ||
$(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes | ||
@echo | ||
@echo "The overview file is in $(BUILDDIR)/changes." | ||
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linkcheck: | ||
$(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck | ||
@echo | ||
@echo "Link check complete; look for any errors in the above output " \ | ||
"or in $(BUILDDIR)/linkcheck/output.txt." | ||
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doctest: | ||
$(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest | ||
@echo "Testing of doctests in the sources finished, look at the " \ | ||
"results in $(BUILDDIR)/doctest/output.txt." | ||
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coverage: | ||
$(SPHINXBUILD) -b coverage $(ALLSPHINXOPTS) $(BUILDDIR)/coverage | ||
@echo "Testing of coverage in the sources finished, look at the " \ | ||
"results in $(BUILDDIR)/coverage/python.txt." | ||
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xml: | ||
$(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml | ||
@echo | ||
@echo "Build finished. The XML files are in $(BUILDDIR)/xml." | ||
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pseudoxml: | ||
$(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml | ||
@echo | ||
@echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml." |
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# Sphinx Documentation | ||
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Building the docs requires Python 3.8.1+ | ||
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Ensure the dev dependencies in `pyproject.toml` are installed. | ||
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From the root directory, run the Makefile: | ||
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``` | ||
make -C docs html | ||
``` | ||
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You can now view your build locally. | ||
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When you open a PR, a TeamCity build will trigger when it's ready and someone from Neo4j | ||
can then preview this. |
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.. _api-documentation: | ||
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API Documentation | ||
################# | ||
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************************************ | ||
Retrieval-Augmented Generation (RAG) | ||
************************************ | ||
RAG is a technique that enhances Large Language Model (LLM) responses by retrieving | ||
source information from external data stores to augment generated responses. | ||
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This package enables Python developers to perform RAG using Neo4j. | ||
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********** | ||
Retrievers | ||
********** | ||
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VectorRetriever | ||
=============== | ||
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.. autoclass:: neo4j_genai.retrievers.vector.VectorRetriever | ||
:members: | ||
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VectorCypherRetriever | ||
===================== | ||
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.. autoclass:: neo4j_genai.retrievers.vector.VectorCypherRetriever | ||
:members: | ||
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HybridRetriever | ||
=============== | ||
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.. autoclass:: neo4j_genai.retrievers.hybrid.HybridRetriever | ||
:members: | ||
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HybridCypherRetriever | ||
===================== | ||
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.. autoclass:: neo4j_genai.retrievers.hybrid.HybridCypherRetriever | ||
:members: |
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# Copyright (c) "Neo4j" | ||
# Neo4j Sweden AB [https://neo4j.com] | ||
# # | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# # | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# # | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import os | ||
import sys | ||
import typing | ||
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# Add the root of the project to the path so that Sphinx can find the Python sources | ||
sys.path.append(os.path.join(os.path.dirname(__file__), "..", "..", "src")) | ||
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# Configuration file for the Sphinx documentation builder. | ||
# | ||
# For the full list of built-in configuration values, see the documentation: | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html | ||
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# -- Project information ----------------------------------------------------- | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information | ||
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project = "neo4j-genai-python" | ||
copyright = "2024, Neo4j, Inc." | ||
author = "Neo4j, Inc." | ||
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# -- General configuration --------------------------------------------------- | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration | ||
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extensions = [ | ||
"sphinx.ext.autodoc", | ||
"sphinx.ext.doctest", | ||
"sphinx.ext.todo", | ||
"sphinx.ext.coverage", | ||
"sphinx.ext.ifconfig", | ||
"sphinx.ext.intersphinx", | ||
"sphinx.ext.napoleon", | ||
"sphinx.ext.viewcode", | ||
] | ||
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# The suffix(es) of source filenames. | ||
# You can specify multiple suffix as a list of string: | ||
# source_suffix = ['.rst', '.md'] | ||
source_suffix = ".rst" | ||
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# The master toctree document. | ||
master_doc = "index" | ||
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intersphinx_mapping = { | ||
"python": ("https://docs.python.org/3", None), | ||
} | ||
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templates_path = ["_templates"] | ||
exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"] | ||
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# -- Options for HTML output ------------------------------------------------- | ||
# https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output | ||
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html_theme = "neo4j" | ||
html_theme_path = ["themes"] | ||
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# The name of the Pygments (syntax highlighting) style to use. | ||
# pygments_style = "sphinx" | ||
pygments_style = "friendly" | ||
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# Don't include type hints in function signatures | ||
autodoc_typehints = "description" | ||
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autodoc_type_aliases = { | ||
# The code-base uses `import typing_extensions as te`. | ||
# Re-write these to use `typing` instead, as Sphinx always resolves against | ||
# the latest version of the `typing` module. | ||
# This is a work-around to make Sphinx resolve type hints correctly, even | ||
# though we're using `from __future__ import annotations`. | ||
"te": typing, | ||
# Type alias that's only defined and imported if `typing.TYPE_CHECKING` | ||
# is `True`. | ||
"_TAuth": "typing.Tuple[typing.Any, typing.Any] | Auth | None", | ||
} | ||
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# Theme options are theme-specific and customize the look and feel of a theme | ||
# further. For a list of options available for each theme, see the | ||
# documentation. | ||
html_theme_options = { | ||
"sidebar_includehidden": True, | ||
"sidebar_collapse": True, | ||
} | ||
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autodoc_default_options = { | ||
"member-order": "bysource", | ||
# 'special-members': '__init__', | ||
"undoc-members": True, | ||
"exclude-members": "__weakref__", | ||
} |
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