Initial commit

.dockerignore

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+.gitignore

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+*.jar filter=lfs diff=lfs merge=lfs -text
+backend_vespa/src/main/application/model/* filter=lfs diff=lfs merge=lfs -text
+backend_vespa/multilingual-e5-small/*.json filter=lfs diff=lfs merge=lfs -text
+backend_vespa/multilingual-e5-small-quantized/*.json filter=lfs diff=lfs merge=lfs -text
+data/* filter=lfs diff=lfs merge=lfs -text

.gitignore

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+## .gitignore.d/Archives.gitignore START
+# It's better to unpack these files and commit the raw source because
+# git has its own built in compression methods.
+*.7z
+*.jar
+*.rar
+*.zip
+*.gz
+*.gzip
+*.tgz
+*.bzip
+*.bzip2
+*.bz2
+*.xz
+*.lzma
+*.cab
+*.xar
+
+# Packing-only formats
+*.iso
+*.tar
+
+# Package management formats
+*.dmg
+*.xpi
+*.gem
+*.egg
+*.deb
+*.rpm
+*.msi
+*.msm
+*.msp
+*.txz
+## .gitignore.d/Archives.gitignore END
+## .gitignore.d/Backup.gitignore START
+*.bak
+*.gho
+*.ori
+*.orig
+*.tmp
+## .gitignore.d/Backup.gitignore END
+## .gitignore.d/GPG.gitignore START
+secring.*
+## .gitignore.d/GPG.gitignore END
+## .gitignore.d/Linux.gitignore START
+*~
+
+# 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*
+## .gitignore.d/Linux.gitignore END
+## .gitignore.d/Local.gitignore START
+tmp
+.ruff_cache
+**/__pycache__
+
+backend_vespa/multilingual-e5-*/*
+backend_vespa/multilingual-e5-*-quantized/*
+## .gitignore.d/Local.gitignore END
+## .gitignore.d/Node.gitignore START
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+bower_components
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Optional stylelint cache
+.stylelintcache
+
+# Microbundle cache
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+# .env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+.next
+out
+
+# Nuxt.js build / generate output
+.nuxt
+dist
+
+# Gatsby files
+.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+.temp
+.cache
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+.vscode-test
+
+# yarn v2
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*
+## .gitignore.d/Node.gitignore END
+## .gitignore.d/Python.gitignore START
+# 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/
+## .gitignore.d/Python.gitignore END
+## .gitignore.d/Tags.gitignore START
+# Ignore tags created by etags, ctags, gtags (GNU global) and cscope
+TAGS
+.TAGS
+!TAGS/
+tags
+.tags
+!tags/
+gtags.files
+GTAGS
+GRTAGS
+GPATH
+GSYMS
+cscope.files
+cscope.out
+cscope.in.out
+cscope.po.out
+## .gitignore.d/Tags.gitignore END
+## .gitignore.d/Terraform.gitignore START
+# Local .terraform directories
+**/.terraform/*
+
+# .tfstate files
+*.tfstate
+*.tfstate.*
+
+# Crash log files
+crash.log
+crash.*.log
+
+# Exclude all .tfvars files, which are likely to contain sensitive data, such as
+# password, private keys, and other secrets. These should not be part of version
+# control as they are data points which are potentially sensitive and subject
+# to change depending on the environment.
+*.tfvars
+*.tfvars.json
+
+# Ignore override files as they are usually used to override resources locally and so
+# are not checked in
+override.tf
+override.tf.json
+*_override.tf
+*_override.tf.json
+
+# Include override files you do wish to add to version control using negated pattern
+# !example_override.tf
+
+# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
+# example: *tfplan*
+
+# Ignore CLI configuration files
+.terraformrc
+terraform.rc
+## .gitignore.d/Terraform.gitignore END
+## .gitignore.d/Vim.gitignore START
+# Swap
+[._]*.s[a-v][a-z]
+!*.svg  # comment out if you don't need vector files
+[._]*.sw[a-p]
+[._]s[a-rt-v][a-z]
+[._]ss[a-gi-z]
+[._]sw[a-p]
+
+# Session
+Session.vim
+Sessionx.vim
+
+# Temporary
+.netrwhist
+*~
+# Auto-generated tag files
+tags
+# Persistent undo
+[._]*.un~
+## .gitignore.d/Vim.gitignore END
+## .gitignore.d/VisualStudioCode.gitignore START
+.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
+## .gitignore.d/VisualStudioCode.gitignore END
+## .gitignore.d/Windows.gitignore START
+# 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
+## .gitignore.d/Windows.gitignore END
+## .gitignore.d/Xcode.gitignore START
+## User settings
+xcuserdata/
+
+## Xcode 8 and earlier
+*.xcscmblueprint
+*.xccheckout
+## .gitignore.d/Xcode.gitignore END
+## .gitignore.d/macOS.gitignore START
+# 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
+## .gitignore.d/macOS.gitignore END

.gitignore.d/Archives.gitignore

@@ -0,0 +1,32 @@
+# It's better to unpack these files and commit the raw source because
+# git has its own built in compression methods.
+*.7z
+*.jar
+*.rar
+*.zip
+*.gz
+*.gzip
+*.tgz
+*.bzip
+*.bzip2
+*.bz2
+*.xz
+*.lzma
+*.cab
+*.xar
+
+# Packing-only formats
+*.iso
+*.tar
+
+# Package management formats
+*.dmg
+*.xpi
+*.gem
+*.egg
+*.deb
+*.rpm
+*.msi
+*.msm
+*.msp
+*.txz

.gitignore.d/Backup.gitignore

@@ -0,0 +1,5 @@
+*.bak
+*.gho
+*.ori
+*.orig
+*.tmp

.gitignore.d/GPG.gitignore

@@ -0,0 +1 @@
+secring.*

.gitignore.d/Linux.gitignore

@@ -0,0 +1,13 @@
+*~
+
+# 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*

.gitignore.d/Local.gitignore

@@ -0,0 +1,6 @@
+tmp
+.ruff_cache
+**/__pycache__
+
+backend_vespa/multilingual-e5-*/*
+backend_vespa/multilingual-e5-*-quantized/*

.gitignore.d/Node.gitignore

@@ -0,0 +1,130 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+lerna-debug.log*
+.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+pids
+*.pid
+*.seed
+*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+*.lcov
+
+# nyc test coverage
+.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# Bower dependency directory (https://bower.io/)
+bower_components
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+.npm
+
+# Optional eslint cache
+.eslintcache
+
+# Optional stylelint cache
+.stylelintcache
+
+# Microbundle cache
+.rpt2_cache/
+.rts2_cache_cjs/
+.rts2_cache_es/
+.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+# .env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+.next
+out
+
+# Nuxt.js build / generate output
+.nuxt
+dist
+
+# Gatsby files
+.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+.temp
+.cache
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+.vscode-test
+
+# yarn v2
+.yarn/cache
+.yarn/unplugged
+.yarn/build-state.yml
+.yarn/install-state.gz
+.pnp.*

.gitignore.d/Python.gitignore

@@ -0,0 +1,160 @@
+# 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/

.gitignore.d/Tags.gitignore

@@ -0,0 +1,16 @@
+# Ignore tags created by etags, ctags, gtags (GNU global) and cscope
+TAGS
+.TAGS
+!TAGS/
+tags
+.tags
+!tags/
+gtags.files
+GTAGS
+GRTAGS
+GPATH
+GSYMS
+cscope.files
+cscope.out
+cscope.in.out
+cscope.po.out

.gitignore.d/Terraform.gitignore

@@ -0,0 +1,34 @@
+# Local .terraform directories
+**/.terraform/*
+
+# .tfstate files
+*.tfstate
+*.tfstate.*
+
+# Crash log files
+crash.log
+crash.*.log
+
+# Exclude all .tfvars files, which are likely to contain sensitive data, such as
+# password, private keys, and other secrets. These should not be part of version
+# control as they are data points which are potentially sensitive and subject
+# to change depending on the environment.
+*.tfvars
+*.tfvars.json
+
+# Ignore override files as they are usually used to override resources locally and so
+# are not checked in
+override.tf
+override.tf.json
+*_override.tf
+*_override.tf.json
+
+# Include override files you do wish to add to version control using negated pattern
+# !example_override.tf
+
+# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
+# example: *tfplan*
+
+# Ignore CLI configuration files
+.terraformrc
+terraform.rc

.gitignore.d/Vim.gitignore

@@ -0,0 +1,19 @@
+# Swap
+[._]*.s[a-v][a-z]
+!*.svg  # comment out if you don't need vector files
+[._]*.sw[a-p]
+[._]s[a-rt-v][a-z]
+[._]ss[a-gi-z]
+[._]sw[a-p]
+
+# Session
+Session.vim
+Sessionx.vim
+
+# Temporary
+.netrwhist
+*~
+# Auto-generated tag files
+tags
+# Persistent undo
+[._]*.un~

.gitignore.d/VisualStudioCode.gitignore

@@ -0,0 +1,12 @@
+.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

.gitignore.d/Windows.gitignore

@@ -0,0 +1,24 @@
+# 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

.gitignore.d/Xcode.gitignore

@@ -0,0 +1,6 @@
+## User settings
+xcuserdata/
+
+## Xcode 8 and earlier
+*.xcscmblueprint
+*.xccheckout

.gitignore.d/macOS.gitignore

@@ -0,0 +1,27 @@
+# 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

.lfsconfig

@@ -0,0 +1,2 @@
+[lfs]
+	url = https://huggingface.co/spaces/hicustomer/govsearch.git/info/lfs

.node-version

@@ -0,0 +1 @@
+20.12.1

.npmrc

@@ -0,0 +1 @@
+save-exact=true

.python-version

@@ -0,0 +1 @@
+3.10.13

Dockerfile

@@ -0,0 +1,48 @@
+FROM node:20.12.1 as frontend
+WORKDIR /app
+
+RUN --mount=type=bind,source=package-lock.json,target=package-lock.json \
+  --mount=type=bind,source=package.json,target=package.json \
+  --mount=type=bind,source=.npmrc,target=.npmrc \
+  npm ci
+
+COPY . /app
+
+RUN make build_frontend
+
+
+FROM library/maven:3.9.6-eclipse-temurin-17-focal as backend_vespa
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends build-essential
+
+COPY ./backend_vespa /app
+
+RUN make package
+
+
+FROM vespaengine/vespa:8.324.16
+
+USER root
+RUN chown vespa:vespa /opt/vespa && rm /etc/yum.repos.d/epel.repo
+
+ENV HOME=/opt/vespa
+ENV RYE_HOME="$HOME/.rye"
+ENV PATH="$HOME/app/.venv/bin:$RYE_HOME/shims:$HOME/.local/bin:$PATH"
+USER vespa
+WORKDIR $HOME/app
+
+RUN curl -sSf https://rye-up.com/get | \
+  RYE_NO_AUTO_INSTALL=1 RYE_INSTALL_OPTION="--yes" bash
+RUN --mount=type=bind,source=pyproject.toml,target=pyproject.toml \
+  --mount=type=bind,source=requirements.lock,target=requirements.lock \
+  --mount=type=bind,source=requirements-dev.lock,target=requirements-dev.lock \
+  --mount=type=bind,source=.python-version,target=.python-version \
+  --mount=type=bind,source=README.md,target=README.md \
+  rye sync --no-dev --no-lock
+
+COPY --chown=vespa . $HOME/app
+COPY --chown=vespa --from=frontend /app/build $HOME/app/build
+COPY --chown=vespa --from=backend_vespa /app/target $HOME/app/backend_vespa/target
+
+ENTRYPOINT ["scripts/start-container.sh"]

LICENSE.txt

@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
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+
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+
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+
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+
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+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
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+
+  12. No Surrender of Others' Freedom.
+
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+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
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+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
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+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<https://www.gnu.org/licenses/>.

Makefile

@@ -0,0 +1,69 @@
+SHELL=/bin/bash -eo pipefail
+
+.PHONY: list fix check
+
+list:
+	@LC_ALL=C $(MAKE) -pRrq -f $(lastword $(MAKEFILE_LIST)) : 2>/dev/null | \
+		awk -v RS= -F: '/^# File/,/^# Finished Make data base/ {if ($$1 !~ "^[#.]") {print $$1}}' | \
+		sort | egrep -v -e '^[^[:alnum:]]' -e '^$@$$'
+
+setup: setup_frontend setup_backend
+
+setup_frontend:
+	npm ci
+
+setup_backend:
+	rye sync
+
+build: build_frontend build_backend
+
+build_frontend:
+	npx remix vite:build
+
+build_backend: build_frontend
+	docker compose build
+
+serve_frontend:
+	npx remix vite:dev --host 0.0.0.0 --port 7861
+
+serve_backend:
+	rye run uvicorn backend:app \
+		--host 0.0.0.0 --port 7860 --log-level debug --reload
+
+fix: fix_frontend fix_backend
+
+fix_frontend:
+	npx biome check --apply .
+
+fix_backend:
+	rye lint
+	rye fmt
+
+check: check_frontend check_backend
+
+check_frontend:
+	npx tsc
+
+check_backend:
+	rye run pyright
+
+codegen_gitignore:
+	for i in .gitignore.d/*.gitignore; do \
+		{ echo "## $$i START"; cat $$i; echo "## $$i END"; }; \
+		done > .gitignore;
+
+codegen_config:
+	jsonnet -m . config.jsonnet
+	yq -i e -P '.' docker-compose.yml && yq -i e -P '.' docker-compose.yml
+	yq -i e -P '.' docker-compose.vespa.yml && yq -i e -P '.' docker-compose.vespa.yml
+
+codegen_graphql_backend:
+	python -m gql_schema_codegen \
+		-p ./schema/graphql_* \
+		-t ./backend/generated/schema_types.py
+	$$(command -v gsed &>/dev/null && echo "gsed" || echo "sed") \
+		-i '1,10 s/^from typing import/from typing_extensions import/' \
+		backend/generated/schema_types.py
+
+codegen_graphql_frontend:
+	npx graphql-codegen --config codegen.ts

README.md

@@ -0,0 +1,88 @@
+---
+title: Govsearch
+emoji: 🏆
+colorFrom: purple
+colorTo: pink
+sdk: docker
+pinned: true
+license: agpl-3.0
+app_port: 7860
+---
+
+# Govsearch
+
+Govsearch is an unofficial search application for Japanese government
+documents. Similar to Govbot(https://www.govbot.go.jp/), its aim is to
+improve accessibility to government documents, but it adopts a search
+approach instead of a chatbot. Internally, it utilizes Vespa as the
+search engine, Starlette for the backend, Remix for the frontend, and
+relies on documents provided by Govbot.
+
+## Usage
+
+To run the application, you need to have Docker installed. Then, you
+can run the following command:
+
+```sh
+echo "OPENAI_API_KEY=sk-xxx" > .env
+docker build -t govsearch . && docker run -it -p 7860:7860 govsearch
+open http://localhost:7860
+```
+
+To develop the application, you can run the following command:
+
+```sh
+echo "OPENAI_API_KEY=sk-xxx" > .env
+docker compose up -d
+(cd backend_vespa && make deploy && make feed)
+open http://localhost:7861
+```
+
+## References
+
+- Govbot
+    - https://govbot.go.jp/
+    - https://www.soumu.go.jp/main_sosiki/hyouka/soudan_n/kyotsucb_top.html#faq
+- Backend
+    - https://www.starlette.io/
+    - https://ariadnegraphql.org/docs/intro
+    - https://docs.pydantic.dev/latest/why/
+    - https://github.com/openai/openai-python
+    - https://rye-up.com/
+- Search
+    - https://docs.vespa.ai/en/text-matching.html
+- Graphql
+    - https://graphql.org/learn/
+    - https://the-guild.dev/graphql/codegen/docs/guides/react-vue
+    - https://the-guild.dev/graphql/ws/get-started
+    - https://github.com/enisdenjo/graphql-ws
+    - https://github.com/sauldom102/gql_schema_codegen
+- Frontend
+    - https://remix.run/docs/en/main/file-conventions/vite-config
+    - https://biomejs.dev/linter/rules/
+- UI Libraries
+    - https://tailwindcss.com/docs/utility-first
+    - https://ui.shadcn.com/docs
+- UI Issues
+    - https://github.com/radix-ui/primitives/issues/2783
+    - https://github.com/shadcn-ui/ui/issues/3256
+    - https://github.com/pacocoursey/cmdk/issues/206
+    - https://dninomiya.github.io/form-guide/stop-enter-submit
+- Typescript
+    - https://www.typescriptlang.org/cheatsheets
+    - https://www.typescriptlang.org/docs/handbook/modules/introduction.html
+    - https://www.typescriptlang.org/docs/handbook/declaration-merging.html
+    - https://www.typescriptlang.org/docs/handbook/utility-types.html
+    - https://www.typescriptlang.org/docs/handbook/2/types-from-types.html
+    - https://www.typescriptlang.org/docs/handbook/2/narrowing.html
+- Python
+    - https://docs.python.org/3/glossary.html
+    - https://docs.python.org/3/tutorial/index.html
+    - https://docs.python.org/3/library/ast.html
+    - https://docs.python.org/3/library/typing.html
+    - https://docs.python.org/3/library/asyncio.html
+- Docker
+    - https://github.com/vespa-engine/docker-image/tree/master
+    - https://docs.docker.com/build/building/multi-stage/
+- Git
+    - https://github.com/git-lfs/git-lfs/wiki/Tutorial

backend/__init__.py

@@ -0,0 +1,33 @@
+from starlette.applications import Starlette
+from starlette.middleware import Middleware
+from starlette.responses import FileResponse
+from starlette.routing import Mount, Route, WebSocketRoute
+from starlette.staticfiles import StaticFiles
+from content_size_limit_asgi import ContentSizeLimitMiddleware
+
+from .graphql import graphql_app
+from .logger import init_logger
+from .cache import cache_questions, cache_generate_summary
+
+init_logger()
+
+app = Starlette(
+    debug=True,
+    on_startup=[cache_questions.connect, cache_generate_summary.connect],
+    on_shutdown=[cache_questions.disconnect, cache_generate_summary.disconnect],
+    middleware=[
+        Middleware(
+            ContentSizeLimitMiddleware,
+            max_content_size=1024 * 32,
+        ),
+    ],
+    routes=[
+        Route(
+            "/graphql", graphql_app.handle_request, methods=["GET", "POST", "OPTIONS"]
+        ),
+        WebSocketRoute("/ws/graphql", graphql_app.handle_websocket),
+        Mount("/assets", StaticFiles(directory="build/client/assets"), name="assets"),
+        Mount("/favicon.ico", FileResponse("build/client/favicon.ico")),
+        Route("/{path:path}", FileResponse("build/client/index.html")),
+    ],
+)

backend/cache.py

@@ -0,0 +1,4 @@
+from caches import Cache
+
+cache_questions = Cache("locmem://questions")
+cache_generate_summary = Cache("locmem://generate_summary")

backend/data.py

@@ -0,0 +1,117 @@
+from backend.generated.schema_types import Question
+
+
+questions: list[Question] = [
+    {
+        "id": "M-A-b-10",
+        "docId": "M-A-b-10",
+        "categoryMajor": "子育て",
+        "categoryMedium": "児童手当",
+        "categoryMinor": None,
+        "question": "児童手当の申請期限を教えてください。",
+    },
+    {
+        "id": "M-A-b-67",
+        "docId": "M-A-b-67",
+        "categoryMajor": "子育て",
+        "categoryMedium": "ひとり親家庭への支援",
+        "categoryMinor": None,
+        "question": "児童扶養手当について教えてください。",
+    },
+    {
+        "id": "M-B-b-39",
+        "docId": "M-B-b-39",
+        "categoryMajor": "マイナンバー",
+        "categoryMedium": "マイナンバーカード",
+        "categoryMinor": None,
+        "question": "マイナンバーカードに記録されている電子証明書とは何ですか。",
+    },
+    {
+        "id": "M-B-e-1",
+        "docId": "M-B-e-1",
+        "categoryMajor": "マイナンバー",
+        "categoryMedium": "マイナ保険証",
+        "categoryMinor": None,
+        "question": "マイナンバーカードを健康保険証として利用するメリットは何ですか。",
+    },
+    {
+        "id": "M-C-g-1",
+        "docId": "M-C-g-1",
+        "categoryMajor": "医療保険",
+        "categoryMedium": "出産育児一時金",
+        "categoryMinor": None,
+        "question": "出産育児一時金について教えてください。",
+    },
+    {
+        "id": "M-D-d-01",
+        "docId": "M-D-d-01",
+        "categoryMajor": "年金",
+        "categoryMedium": "公的年金を受け取る",
+        "categoryMinor": None,
+        "question": "年金は「いつから」「いくら」受け取れますか。",
+    },
+]
+
+shot_user = """
+## 質問
+不妊治療について教えて下さい
+
+## 参考資料
+[
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊治療を行っている医療機関を教えてください。",
+    "answer": "不妊治療を行っている医療機関は、<こちら,https://funin-fuiku.cfa.go.jp/clinic/>から検索することができます。\n（都道府県名、治療内容、その他の条件から検索できます。）"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "働きながら不妊治療を続けることができるか不安です。不妊治療の内容や支援情報について教えてください。",
+    "answer": "働きながら不妊治療を受ける方、それを支える上司や同僚の皆さん向けに、「不妊治療と仕事との両立サポートハンドブック」を作成しています。不妊治療の内容や職場での配慮のポイント、不妊治療の方にとって役立つ情報などをまとめてありますので、詳しくは、<こちら,https://www.mhlw.go.jp/stf/newpage_14408.html>からご覧ください。\n"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊症・不育症について相談できる相談窓口を教えてください。",
+    "answer": "不妊症や不育症に悩む夫婦に対し、医学的・専門的な相談や情報提供は、都道府県、指定都市、中核市が設置している性と健康の相談センターで行っております。\n一覧は、<こちら,https://www.cfa.go.jp/policies/boshihoken/seitokenkogaiyo/>からご覧いただけます。"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊治療連絡カードとは何ですか。",
+    "answer": "不妊治療連絡カードは、不妊治療を受ける労働者の方が主治医等から診療に基づき治療や検査に必要な配慮事項について、企業の人事労務担当者に的確に伝達するためのカードで、厚生労働省において作成し、活用をお勧めしているものです。\n仕事と不妊治療との両立を行う従業員と企業の方をつなぐツールとしてお役立てください。\n\n不妊治療連絡カードの内容や様式、記載例については、<こちら,https://www.mhlw.go.jp/bunya/koyoukintou/pamphlet/dl/30b.pdf>をご覧ください。"
+  },
+  {
+    "categoryMajor": "子育て",
+    "categoryMedium": "不妊症・不育症に関する支援、相談",
+    "categoryMinor": null,
+    "question": "不妊治療にかかる費用が不安です。治療費の助成はありますか。",
+    "answer": "保険適用となっている不妊治療については、具体的には、タイミング法などの「一般不妊治療」や、採卵・採精か���胚移植に至るまでの基本的な「生殖補助医療」が含まれています。令和4年4月から有効性・安全性が示された不妊治療が保険適用となっています。\nまた、これに加えてそれぞれ自治体による助成を受けられる場合があります。申請手続等に関してはお住まいの都道府県又は市区町村にご確認ください。"
+  }
+]
+"""
+
+shot_assistant = """
+不妊治療に関しては、医療機関での治療、助成金の申請、両立支援など多岐にわたる情報が提供されています。これらを通じて、患者の治療と日常生活のサポートが図られています。
+
+- 不妊治療を行っている医療機関は、[こちら](https://funin-fuiku.cfa.go.jp/clinic/)から検索できます。
+- 働きながらの不妊治療支援については、「不妊治療と仕事との両立サポートハンドブック」が[こちら](https://www.mhlw.go.jp/stf/newpage_14408.html)で提供されています。
+- 不妊症や不育症に関する相談は、都道府県や指定都市が設置する性と健康の相談センターで行われており、一覧は[こちら](https://www.cfa.go.jp/policies/boshihoken/seitokenkogaiyo/)から参照できます。
+- 不妊治療連絡カードは、働きながら治療を受ける人が企業の人事労務担当者に必要な配慮事項を伝えるためのツールです。詳細は[こちら](https://www.mhlw.go.jp/bunya/koyoukintou/pamphlet/dl/30b.pdf)。
+- 不妊治療にかかる費用の助成については、保険適用となる治療もあり、自治体による助成も受けられます。詳しくはお住まいの自治体に確認してください。
+- 不妊治療と仕事の両立支援に関する情報は、[厚生労働省のページ](https://www.mhlw.go.jp/stf/newpage_14408.html)で提供されています。
+- 無職で不妊治療中の方には、雇用保険の基本手当の受給が可能です。詳細は[こちら](https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000139508.html)。
+
+## 参考資料
+
+- [不妊治療を行っている医療機関の検索ページ](https://funin-fuiku.cfa.go.jp/clinic/)
+- [不妊治療と仕事との両立サポートハンドブック](https://www.mhlw.go.jp/stf/newpage_14408.html)
+- [性と健康の相談センター一覧](https://www.cfa.go.jp/policies/boshihoken/seitokenkogaiyo/)
+- [不妊治療連絡カードについて](https://www.mhlw.go.jp/bunya/koyoukintou/pamphlet/dl/30b.pdf)
+- [雇用保険の基本手当について](https://www.mhlw.go.jp/stf/seisakunitsuite/bunya/0000139508.html)
+"""

backend/generated/schema_types.py

@@ -0,0 +1,104 @@
+from typing_extensions import ClassVar, List, Optional, TypedDict
+
+
+Query = TypedDict(
+    "Query",
+    {
+        "questions": "QuestionsQueryResult",
+        "answers": "AnswersQueryResult",
+    },
+)
+
+
+QuestionsParams = TypedDict(
+    "QuestionsParams",
+    {
+        "query": Optional[str],
+    },
+)
+
+
+QuestionsQueryResult = ClassVar[Optional["QuestionsPayload"]]
+
+
+AnswersParams = TypedDict(
+    "AnswersParams",
+    {
+        "query": Optional[str],
+    },
+)
+
+
+AnswersQueryResult = ClassVar[Optional["AnswersPayload"]]
+
+
+Subscription = TypedDict(
+    "Subscription",
+    {
+        "generateSummary": "GenerateSummarySubscriptionResult",
+    },
+)
+
+
+GenerateSummaryParams = TypedDict(
+    "GenerateSummaryParams",
+    {
+        "query": str,
+        "docIds": List[str],
+    },
+)
+
+
+GenerateSummarySubscriptionResult = ClassVar[Optional["GenerateSummaryPayload"]]
+
+
+AnswersPayload = TypedDict(
+    "AnswersPayload",
+    {
+        "answers": Optional[List["Answer"]],
+    },
+)
+
+
+QuestionsPayload = TypedDict(
+    "QuestionsPayload",
+    {
+        "questions": Optional[List["Question"]],
+    },
+)
+
+
+GenerateSummaryPayload = TypedDict(
+    "GenerateSummaryPayload",
+    {
+        "summary": str,
+    },
+)
+
+
+Answer = TypedDict(
+    "Answer",
+    {
+        "id": str,
+        "docId": str,
+        "categoryMajor": Optional[str],
+        "categoryMedium": Optional[str],
+        "categoryMinor": Optional[str],
+        "question": str,
+        "answer": str,
+        "score": Optional[float],
+    },
+)
+
+
+Question = TypedDict(
+    "Question",
+    {
+        "id": str,
+        "docId": str,
+        "categoryMajor": Optional[str],
+        "categoryMedium": Optional[str],
+        "categoryMinor": Optional[str],
+        "question": str,
+    },
+)

backend/graphql.py

@@ -0,0 +1,15 @@
+import logging
+from ariadne import load_schema_from_path, make_executable_schema
+from ariadne.asgi import GraphQL
+from ariadne.asgi.handlers import GraphQLTransportWSHandler
+from .resolver import query, subscription
+
+
+type_defs = load_schema_from_path("schema/graphql_qa.graphql")
+schema = make_executable_schema(type_defs, query, subscription)
+graphql_app = GraphQL(
+    schema,
+    debug=True,
+    logger=logging.getLogger("graphql"),
+    websocket_handler=GraphQLTransportWSHandler(),
+)

backend/logger.py

@@ -0,0 +1,26 @@
+import logging
+import structlog
+import sys
+from pythonjsonlogger import jsonlogger
+
+
+def init_logger():
+    structlog.configure(
+        processors=[
+            structlog.stdlib.filter_by_level,
+            structlog.stdlib.add_logger_name,
+            structlog.stdlib.add_log_level,
+            structlog.stdlib.PositionalArgumentsFormatter(),
+            structlog.processors.StackInfoRenderer(),
+            structlog.processors.format_exc_info,
+            structlog.processors.UnicodeDecoder(),
+            structlog.stdlib.render_to_log_kwargs,
+        ],
+        logger_factory=structlog.stdlib.LoggerFactory(),
+        wrapper_class=structlog.stdlib.BoundLogger,
+        cache_logger_on_first_use=True,
+    )
+    handler = logging.StreamHandler(sys.stdout)
+    handler.setFormatter(jsonlogger.JsonFormatter())
+    root_logger = logging.getLogger()
+    root_logger.addHandler(handler)

backend/resolver.py

@@ -0,0 +1,308 @@
+import asyncio
+import json
+from annotated_types import Len
+import structlog
+from typing import Optional
+from openai.types.chat import ChatCompletionMessageParam
+from pydantic import BaseModel, Field, validator
+from typing_extensions import Annotated, AsyncGenerator, Iterable, Unpack
+from ariadne import ObjectType, SubscriptionType
+from graphql import GraphQLResolveInfo
+from vespa.application import Vespa
+from vespa.io import VespaQueryResponse
+from openai import AsyncOpenAI
+
+from .data import questions as data_questions, shot_user, shot_assistant
+from .cache import cache_questions, cache_generate_summary
+from .settings import VESPA_APP_URL, OPENAI_API_KEY
+from .generated.schema_types import (
+    Answer,
+    AnswersParams,
+    AnswersQueryResult,
+    GenerateSummaryParams,
+    GenerateSummarySubscriptionResult,
+    Question,
+    QuestionsParams,
+    QuestionsQueryResult,
+)
+
+
+clientVespa = Vespa(url=VESPA_APP_URL)
+clientOpenAI = AsyncOpenAI(
+    api_key=str(OPENAI_API_KEY),
+)
+logger = structlog.get_logger("qa")
+query = ObjectType("Query")
+
+
+class QaFieldModel(BaseModel):
+    sddocname: str
+    documentid: str
+    doc_id: str
+    category_major: Optional[str] = None
+    category_medium: Optional[str] = None
+    category_minor: Optional[str] = None
+    question: str
+    answer: str
+
+
+class QaModel(BaseModel):
+    id: str
+    relevance: float
+    source: str
+    fields: QaFieldModel
+
+
+class AnswersParamsModel(BaseModel):
+    query: Optional[str] = Field(strict=True, max_length=1024)
+
+
+@query.field("answers")
+async def resolve_answer(
+    _, info: GraphQLResolveInfo, **params: Unpack[AnswersParams]
+) -> AnswersQueryResult:
+    assert info is not None, "Prevent type check error"
+
+    params_parsed = AnswersParamsModel.model_validate(params, strict=True)
+    answers: list[Answer] = []
+
+    query = params_parsed.query
+    if not query:
+        logger.warning("Query is empty", params=params_parsed)
+        return {"answers": answers}
+    query_parsed = (
+        query.replace("\\", "\\\\")
+        .replace('"', '\\"')
+        .replace(":", "\\:")
+        .replace(")", "\\)")
+    )
+
+    base = "select * from qa where"
+    anno = "{targetHits:100,approximate:false}"
+    cond01 = f"({anno}nearestNeighbor(answer_embedding_me5s, q))"
+    cond02 = f"({anno}nearestNeighbor(question_embedding_me5s, q))"
+
+    async with clientVespa.asyncio() as sess:
+        res: VespaQueryResponse = await sess.query(
+            yql=f"{base} {cond01} or {cond02}",
+            lang="ja",
+            hits=20,
+            ranking="semantic",
+            body={
+                "input.query(q)": f'embed(multilingual-e5-small, "query: {query_parsed}")',
+            },
+        )
+        if not res.is_successful():
+            logger.warning("Vespa query failed", json=res.json, status=res.status_code)
+            return {"answers": answers}
+
+        hits = [QaModel.model_validate(hit, strict=True) for hit in res.hits]
+        answers = [
+            Answer(
+                id=hit.fields.doc_id,
+                docId=hit.fields.doc_id,
+                categoryMajor=hit.fields.category_major,
+                categoryMedium=hit.fields.category_medium,
+                categoryMinor=hit.fields.category_minor,
+                question=hit.fields.question,
+                answer=hit.fields.answer,
+                score=hit.relevance,
+            )
+            for hit in hits
+        ]
+
+    return {"answers": answers}
+
+
+class QuestionsParamsModel(BaseModel):
+    query: Optional[str] = Field(strict=True, max_length=1024)
+
+
+@query.field("questions")
+async def resolve_question(
+    _, info: GraphQLResolveInfo, **params: Unpack[QuestionsParams]
+) -> QuestionsQueryResult:
+    assert info is not None, "Prevent type check error"
+
+    params_parsed = QuestionsParamsModel.model_validate(params, strict=True)
+    questions: list[Question] = data_questions
+
+    query = params_parsed.query
+    if query is None:
+        logger.warning("Query is empty", params=params_parsed)
+        return {"questions": questions}
+    query_parsed = (
+        query.replace("\\", "\\\\")
+        .replace('"', '\\"')
+        .replace(":", "\\:")
+        .replace(")", "\\)")
+    )
+
+    cached_questions = await cache_questions.get(query)
+    if isinstance(cached_questions, list):
+        return {"questions": cached_questions}
+
+    base = "select * from qa where"
+    anno = "{targetHits:100,approximate:false}"
+    cond01 = "({targetHits:100}userInput(@condQuery))"
+    cond02 = f'(question matches "{query_parsed}")'
+    cond03 = f"({anno}nearestNeighbor(question_embedding_me5s, q))"
+
+    async with clientVespa.asyncio() as sess:
+        res: VespaQueryResponse = await sess.query(
+            yql=f"{base} {cond01} or {cond02} or {cond03}",
+            lang="ja",
+            hits=20,
+            ranking="question_semantic",
+            body={
+                "condQuery": query,
+                "input.query(q)": f'embed(multilingual-e5-small, "query: {query_parsed}")',
+            },
+        )
+        if not res.is_successful():
+            logger.warning("Vespa query failed", json=res.json, status=res.status_code)
+            return {"questions": questions}
+
+        hits = [QaModel.model_validate(hit, strict=True) for hit in res.hits]
+        questions = [
+            Question(
+                id=hit.fields.doc_id,
+                docId=hit.fields.doc_id,
+                categoryMajor=hit.fields.category_major,
+                categoryMedium=hit.fields.category_medium,
+                categoryMinor=hit.fields.category_minor,
+                question=hit.fields.question,
+            )
+            for hit in hits
+        ]
+
+    await cache_questions.set(query, questions)
+    return {"questions": questions}
+
+
+subscription = SubscriptionType()
+
+
+class GenerateSummaryParamsModel(BaseModel):
+    query: str = Field(strict=True, max_length=1024)
+    docIds: Annotated[list[str], Len(max_length=10)]
+
+    @validator("docIds", each_item=True)
+    def check_max_length(cls, v):
+        if len(v) > 1024:
+            raise ValueError("string length exceeds maximum of 1024")
+        return v
+
+
+@subscription.source("generateSummary")
+async def generate_generate_summary(
+    _, info: GraphQLResolveInfo, **params: Unpack[GenerateSummaryParams]
+) -> AsyncGenerator[str, str]:
+    assert info is not None, "Prevent type check error"
+
+    params_parsed = GenerateSummaryParamsModel.model_validate(params, strict=True)
+    if not params_parsed.query:
+        logger.warning("No query found", params=params_parsed)
+        return
+
+    doc_ids = params_parsed.docIds or []
+    if not doc_ids:
+        logger.warning("No docIds found", params=params_parsed)
+        return
+
+    key = params_parsed.query + "|" + "|".join(sorted(doc_ids))
+    cached_summary = await cache_generate_summary.get(key)
+    if isinstance(cached_summary, str):
+        for char in cached_summary:
+            yield char
+            await asyncio.sleep(0.05)
+        return
+
+    query_in = ", ".join(
+        ['"' + x.replace("\\", "\\\\").replace('"', '\\"') + '"' for x in doc_ids]
+    )
+    answers = []
+    async with clientVespa.asyncio() as sess:
+        res: VespaQueryResponse = await sess.query(
+            yql=f"select * from qa where doc_id in ({query_in})",
+            lang="ja",
+            hits=5,
+        )
+        if not res.is_successful():
+            logger.warning("Vespa query failed", json=res.json, status=res.status_code)
+            return
+
+        hits = [QaModel.model_validate(hit, strict=True) for hit in res.hits]
+        answers = [
+            {
+                "docId": hit.fields.doc_id,
+                "answer": hit.fields.answer,
+                "score": hit.relevance,
+            }
+            for hit in hits
+        ]
+
+    if not answers:
+        logger.warning("No answers found", params=params_parsed)
+        return
+
+    system = """あなたには質問(question)と参考資料(references)が与えられます。
+あなたの仕事は以下の2つです。
+
+- 与えられた参考資料にかかれている情報のみを使って質問に回答する。
+- 参考資料の要約をわかりやすくまとめる。
+
+以下のルールに従ってください:
+
+- 回答には参考資料に書かれている正確な情報のみを反映してください。
+- 回答や要約には外部の情報や暗黙の知識は反映しないでください。
+
+以下のフォーマットで出力してください:
+
+```
+### 回答
+
+ここに回答を書いてください。
+
+### 要約
+
+ここに要約を書いてください。
+```
+"""
+    user = f"""
+## 質問
+{params_parsed.query}
+
+## 参考資料
+{json.dumps(answers, ensure_ascii=False, indent=2)}
+"""
+    messages: Iterable[ChatCompletionMessageParam] = [
+        {"role": "system", "name": "instruction", "content": system},
+        {"role": "user", "name": "info", "content": shot_user},
+        {"role": "assistant", "name": "summary", "content": shot_assistant},
+        {"role": "user", "name": "info", "content": user},
+    ]
+    print("OpenAI chat completions", f"messages={messages}")
+    stream = await clientOpenAI.chat.completions.create(
+        messages=messages,
+        model="gpt-4-turbo-2024-04-09",
+        stream=True,
+    )
+
+    summary = ""
+    async for chunk in stream:
+        content = chunk.choices[0].delta.content or ""
+        summary += content
+        # FIXME: sanitize to return only elements that are not dangerous as markdown
+        yield content
+
+    await cache_generate_summary.set(key, summary)
+    return
+
+
+@subscription.field("generateSummary")
+def resolve_generate_summary(
+    summary: str, info: GraphQLResolveInfo, **params: Unpack[GenerateSummaryParams]
+) -> GenerateSummarySubscriptionResult:
+    assert info and params, "Prevent type check error"
+    return {"summary": summary}

backend/settings.py

@@ -0,0 +1,9 @@
+from starlette.config import Config
+from starlette.datastructures import Secret
+
+config = Config(env_file=".env")
+
+VESPA_APP_URL = config("VESPA_APP_URL", default="http://localhost:4080")
+OPENAI_API_KEY = config(
+    "OPENAI_API_KEY", default="__OPENAI_API_KEY_NOT_SET__", cast=Secret
+)

backend_vespa/Makefile

@@ -0,0 +1,50 @@
+SHELL=/bin/bash -eo pipefail
+
+.PHONY: list clean setup convert_to_onix
+
+list:
+	@LC_ALL=C $(MAKE) -pRrq -f $(lastword $(MAKEFILE_LIST)) : 2>/dev/null | \
+		awk -v RS= -F: '/^# File/,/^# Finished Make data base/ {if ($$1 !~ "^[#.]") {print $$1}}' | \
+		sort | egrep -v -e '^[^[:alnum:]]' -e '^$@$$'
+clean:
+	rm -rf target
+
+package: clean
+	mvn package
+
+deploy: package
+	vespa deploy -t local --wait 300
+
+feed:
+	vespa feed - < ../data/000936301.jsonl
+
+check_reindex:
+	vespa curl -s deploy \
+		/application/v2/tenant/default/application/default/environment/prod/region/default/instance/default/reindexing | jq .
+
+convert_to_onix_base:
+	rye run python ../scripts/export_hf_model_from_hf.py \
+		--hf_model intfloat/multilingual-e5-base --output_dir multilingual-e5-base
+	rye run optimum-cli onnxruntime quantize \
+		--onnx_model multilingual-e5-base --avx2 -o multilingual-e5-base-quantized
+
+copy_model_to_app_base:
+	cp -a multilingual-e5-base-quantized/model_quantized.onnx \
+		src/main/application/model/multilingual-e5-base-model_quantized.onnx
+	cp -a multilingual-e5-base-quantized/tokenizer.json \
+		src/main/application/model/multilingual-e5-base-tokenizer.json
+
+convert_to_onix_small:
+	rye run python ../scripts/export_hf_model_from_hf.py \
+		--hf_model intfloat/multilingual-e5-small --output_dir multilingual-e5-small
+	rye run optimum-cli onnxruntime quantize \
+		--onnx_model multilingual-e5-small --avx2 -o multilingual-e5-small-quantized
+
+copy_model_to_app_small:
+	cp -a multilingual-e5-small-quantized/model_quantized.onnx \
+		src/main/application/model/multilingual-e5-small-model_quantized.onnx
+	cp -a multilingual-e5-small-quantized/tokenizer.json \
+		src/main/application/model/multilingual-e5-small-tokenizer.json
+
+remove_model_from_app:
+	rm -f src/main/application/model/*

backend_vespa/multilingual-e5-small-quantized/model_quantized.onnx

@@ -0,0 +1,3 @@
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+oid sha256:15609ad1718cd4565e6e94f02abdee21ae0840ea44fb54d31cc07a6908072f60
+size 118322572

backend_vespa/multilingual-e5-small-quantized/ort_config.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5ca2232004d70b9312da2e771e157746e1794c5dca52d35beae0d94274d9e04c
+size 831

backend_vespa/multilingual-e5-small-quantized/sentencepiece.bpe.model

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+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051

backend_vespa/multilingual-e5-small-quantized/special_tokens_map.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8c785abebea9ae3257b61681b4e6fd8365ceafde980c21970d001e834cf10835
+size 964

backend_vespa/multilingual-e5-small-quantized/tokenizer.json

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+oid sha256:46877b3f800bf28b4cda6ab2197210ef1fe17c878b20e3a41819ee0ea7d27b76
+size 11082630

backend_vespa/multilingual-e5-small-quantized/tokenizer_config.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abb78061a3b9cc3aa7623520f08cc4c2d10942ca1531bdf8f303937b2e7a3b56
+size 1172

backend_vespa/multilingual-e5-small/model.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:66775c81c6056fe3370488807401f814a30d9467b18d01b3f0b116fb5b34a0c8
+size 470869701

backend_vespa/multilingual-e5-small/sentencepiece.bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051

backend_vespa/multilingual-e5-small/special_tokens_map.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:06e405a36dfe4b9604f484f6a1e619af1a7f7d09e34a8555eb0b77b66318067f
+size 280

backend_vespa/multilingual-e5-small/tokenizer.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2b3f6fc9286922cf30646a1957c81e5655f977d2204c9631b7624f21d6c641b5
+size 17082757

backend_vespa/multilingual-e5-small/tokenizer_config.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:abb78061a3b9cc3aa7623520f08cc4c2d10942ca1531bdf8f303937b2e7a3b56
+size 1172

backend_vespa/pom.xml

@@ -0,0 +1,74 @@
+<?xml version="1.0" ?>
+<project
+  xmlns="http://maven.apache.org/POM/4.0.0"
+  xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+  xsi:schemaLocation="http://maven.apache.org/POM/4.0.0
+                             http://maven.apache.org/xsd/maven-4.0.0.xsd"
+>
+  <modelVersion>4.0.0</modelVersion>
+  <groupId>jp.hicustomer</groupId>
+  <artifactId>govsearch</artifactId>
+  <version>0.0.1</version>
+  <packaging>container-plugin</packaging>
+  <properties>
+    <bundle-plugin.failOnWarnings>false</bundle-plugin.failOnWarnings>
+    <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    <test.hide>true</test.hide>
+    <vespa_version>8.324.16</vespa_version>
+  </properties>
+
+  <dependencies>
+    <dependency>
+      <groupId>com.yahoo.vespa</groupId>
+      <artifactId>lucene-linguistics</artifactId>
+      <version>${vespa_version}</version>
+    </dependency>
+    <dependency>
+      <groupId>com.yahoo.vespa</groupId>
+      <artifactId>linguistics</artifactId>
+      <version>${vespa_version}</version>
+      <scope>provided</scope>
+    </dependency>
+    <dependency>
+      <groupId>com.yahoo.vespa</groupId>
+      <artifactId>application</artifactId>
+      <version>${vespa_version}</version>
+      <scope>provided</scope>
+    </dependency>
+  </dependencies>
+
+  <build>
+    <plugins>
+      <plugin>
+        <groupId>com.yahoo.vespa</groupId>
+        <artifactId>bundle-plugin</artifactId>
+        <version>${vespa_version}</version>
+        <extensions>true</extensions>
+        <configuration>
+          <failOnWarnings>false</failOnWarnings>
+        </configuration>
+      </plugin>
+      <plugin>
+        <groupId>com.yahoo.vespa</groupId>
+        <artifactId>vespa-application-maven-plugin</artifactId>
+        <version>${vespa_version}</version>
+        <executions>
+          <execution>
+            <goals>
+              <goal>packageApplication</goal>
+            </goals>
+          </execution>
+        </executions>
+      </plugin>
+      <plugin>
+        <groupId>org.apache.maven.plugins</groupId>
+        <artifactId>maven-compiler-plugin</artifactId>
+        <version>3.11.0</version>
+        <configuration>
+          <source>17</source>
+          <target>17</target>
+        </configuration>
+      </plugin>
+    </plugins>
+  </build>
+</project>

backend_vespa/src/main/application/components/kuromoji-linguistics-2.0.3.jar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0eb48ee595d6df45687964229b322d670638a712cc808e1d71bdd802e31423d6
+size 13179612