From 023e54e15736787224cf08007e2c8b26addc3c87 Mon Sep 17 00:00:00 2001
From: Danyil <danyil@vpaavpvm0064.xaas.epfl.ch>
Date: Thu, 20 Jul 2023 16:36:03 +0200
Subject: [PATCH 01/16] skip header row for rdf requests

---
 aikg/utils/rdf.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/aikg/utils/rdf.py b/aikg/utils/rdf.py
index d8f04d0..5b631de 100644
--- a/aikg/utils/rdf.py
+++ b/aikg/utils/rdf.py
@@ -147,10 +147,6 @@ def get_subjects_docs(
     )
     docs = []
 
-    # Skipping header row
-    if isinstance(kg, SPARQLWrapper):
-        results = results[1:]
-
     for sub, label, comment in results:
         if comment is None:
             comment = ""

From e3ded236f17b53f0be9d1a2a192224f7066e281e Mon Sep 17 00:00:00 2001
From: cmdoret <cyril.mattheydoret@gmail.com>
Date: Mon, 22 Jan 2024 13:07:06 +0100
Subject: [PATCH 02/16] fix: update chromadb.API -> chromadb.ClientApi

---
 aikg/flows/chroma_build.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/aikg/flows/chroma_build.py b/aikg/flows/chroma_build.py
index 44be035..d3fe0bf 100644
--- a/aikg/flows/chroma_build.py
+++ b/aikg/flows/chroma_build.py
@@ -30,7 +30,7 @@
 from typing_extensions import Annotated
 import uuid
 
-from chromadb.api import API, Collection
+from chromadb.api import ClientAPI, Collection
 from dotenv import load_dotenv
 from langchain.schema import Document
 from more_itertools import chunked
@@ -53,7 +53,7 @@ def init_chromadb(
     collection_name: str,
     embedding_model: str,
     persist_directory: str,
-) -> Tuple[API, Collection]:
+) -> Tuple[ClientAPI, Collection]:
     """Prepare chromadb client."""
     client = akchroma.setup_client(host, port, persist_directory=persist_directory)
     coll = akchroma.setup_collection(client, collection_name, embedding_model)

From 14185eb2e89f700e34821748b77bc0e9c311cb2d Mon Sep 17 00:00:00 2001
From: cmdoret <cyril.mattheydoret@gmail.com>
Date: Mon, 22 Jan 2024 13:07:16 +0100
Subject: [PATCH 03/16] chore: update dep versions

---
 poetry.lock    | 5638 +++++++++++++++++++++++++++---------------------
 pyproject.toml |    4 +-
 2 files changed, 3148 insertions(+), 2494 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 9e57994..510a266 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,111 +2,99 @@
 
 [[package]]
 name = "aiohttp"
-version = "3.8.4"
+version = "3.9.1"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 aiosignal = ">=1.1.2"
-async-timeout = ">=4.0.0a3,<5.0"
+async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
-charset-normalizer = ">=2.0,<4.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "cchardet"]
+speedups = ["Brotli", "aiodns", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -139,13 +127,13 @@ docs = ["sphinx (==6.1.3)", "sphinx-mdinclude (==0.5.3)"]
 
 [[package]]
 name = "alembic"
-version = "1.11.1"
+version = "1.13.1"
 description = "A database migration tool for SQLAlchemy."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
 ]
 
 [package.dependencies]
@@ -154,28 +142,29 @@ SQLAlchemy = ">=1.3.0"
 typing-extensions = ">=4"
 
 [package.extras]
-tz = ["python-dateutil"]
+tz = ["backports.zoneinfo"]
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.2.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
+    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "appnope"
@@ -190,13 +179,13 @@ files = [
 
 [[package]]
 name = "apprise"
-version = "1.4.5"
+version = "1.7.1"
 description = "Push Notifications that work with just about every platform!"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "apprise-1.4.5-py3-none-any.whl", hash = "sha256:01c9949327d94c11c886bd1ae387ba7f61cdb9d6247b8096686920685e40fb47"},
-    {file = "apprise-1.4.5.tar.gz", hash = "sha256:b7c66513c5456690a298ed887c9016ded42f15e365d16142e728b74f7cffee82"},
+    {file = "apprise-1.7.1-py3-none-any.whl", hash = "sha256:eb2a7b546c6d4f426abb8b1006957e6a480c21215b5d780358445531611d1db7"},
+    {file = "apprise-1.7.1.tar.gz", hash = "sha256:8d439d08550470524425dedee4bc8a72766c216c218f3772c37404eb2fd86e5a"},
 ]
 
 [package.dependencies]
@@ -209,22 +198,23 @@ requests-oauthlib = "*"
 
 [[package]]
 name = "argon2-cffi"
-version = "21.3.0"
-description = "The secure Argon2 password hashing algorithm."
+version = "23.1.0"
+description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
 ]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
-docs = ["furo", "sphinx", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
+tests = ["hypothesis", "pytest"]
+typing = ["mypy"]
 
 [[package]]
 name = "argon2-cffi-bindings"
@@ -265,17 +255,22 @@ tests = ["pytest"]
 
 [[package]]
 name = "arrow"
-version = "1.2.3"
+version = "1.3.0"
 description = "Better dates & times for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
+    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
 ]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
+types-python-dateutil = ">=2.8.10"
+
+[package.extras]
+doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
 
 [[package]]
 name = "asgi-lifespan"
@@ -291,32 +286,50 @@ files = [
 [package.dependencies]
 sniffio = "*"
 
+[[package]]
+name = "asgiref"
+version = "3.7.2"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "asgiref-3.7.2.tar.gz", hash = "sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
 [[package]]
 name = "asttokens"
-version = "2.2.1"
+version = "2.4.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = "*"
 files = [
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+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
 ]
 
 [package.dependencies]
-six = "*"
+six = ">=1.12.0"
 
 [package.extras]
-test = ["astroid", "pytest"]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
 [[package]]
 name = "async-lru"
-version = "2.0.3"
+version = "2.0.4"
 description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "async-lru-2.0.3.tar.gz", hash = "sha256:b714c9d1415fca4e264da72a9e2abc66880ce7430e03a973341f88ea4c0d4869"},
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+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
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 ]
 
 [package.dependencies]
@@ -324,107 +337,104 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "async-timeout"
-version = "4.0.2"
+version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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 ]
 
 [[package]]
 name = "asyncpg"
-version = "0.28.0"
+version = "0.29.0"
 description = "An asyncio PostgreSQL driver"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
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@@ -493,22 +546,23 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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-d = ["aiohttp (>=3.7.4)"]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "6.0.0"
+version = "6.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -516,7 +570,7 @@ six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.2)"]
+css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "bokeh"
@@ -538,99 +592,110 @@ PyYAML = ">=3.10"
 tornado = ">=5.1"
 typing-extensions = ">=3.10.0"
 
+[[package]]
+name = "build"
+version = "1.0.3"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">= 3.7"
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+[package.dependencies]
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+packaging = ">=19.0"
+pyproject_hooks = "*"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
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+virtualenv = ["virtualenv (>=20.0.35)"]
+
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 name = "cachetools"
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+version = "5.3.2"
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 [package.dependencies]
@@ -638,240 +703,214 @@ pycparser = "*"
 
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 optional = false
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 optional = false
 python-versions = ">=3.7.0"
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+[package.dependencies]
+numpy = "*"
+
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 name = "chromadb"
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 description = "Chroma."
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 typing-extensions = ">=4.5.0"
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 [package.dependencies]
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-
-[package.dependencies]
-certifi = "*"
-importlib-metadata = "*"
-lz4 = "*"
-pytz = "*"
-urllib3 = ">=1.26"
-zstandard = "*"
-
-[package.extras]
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-numpy = ["numpy"]
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-pandas = ["pandas"]
-sqlalchemy = ["sqlalchemy (>1.3.21,<2.0)"]
-
 [[package]]
 name = "cloudpickle"
-version = "2.2.1"
-description = "Extended pickling support for Python objects"
+version = "3.0.0"
+description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -904,22 +943,20 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "comm"
-version = "0.1.3"
+version = "0.2.1"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-traitlets = ">=5.3"
+traitlets = ">=4"
 
 [package.extras]
-lint = ["black (>=22.6.0)", "mdformat (>0.7)", "mdformat-gfm (>=0.3.5)", "ruff (>=0.0.156)"]
 test = ["pytest"]
-typing = ["mypy (>=0.990)"]
 
 [[package]]
 name = "coolname"
@@ -934,48 +971,49 @@ files = [
 
 [[package]]
 name = "croniter"
-version = "1.4.1"
+version = "2.0.1"
 description = "croniter provides iteration for datetime object with cron like format"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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 ]
 
 [package.dependencies]
 python-dateutil = "*"
+pytz = ">2021.1"
 
 [[package]]
 name = "cryptography"
-version = "41.0.2"
+version = "41.0.7"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1012,13 +1050,13 @@ dev = ["flake8", "hypothesis", "ipython", "mypy (>=0.710)", "portray", "pytest (
 
 [[package]]
 name = "dateparser"
-version = "1.1.8"
+version = "1.2.0"
 description = "Date parsing library designed to parse dates from HTML pages"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1034,29 +1072,29 @@ langdetect = ["langdetect"]
 
 [[package]]
 name = "debugpy"
-version = "1.6.7"
+version = "1.8.0"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
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 ]
 
 [[package]]
@@ -1081,26 +1119,43 @@ files = [
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 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "distlib"
-version = "0.3.6"
+version = "0.3.8"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
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+    {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
 ]
 
 [[package]]
 name = "docker"
-version = "6.1.3"
+version = "7.0.0"
 description = "A Python library for the Docker Engine API."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "docker-6.1.3.tar.gz", hash = "sha256:aa6d17830045ba5ef0168d5eaa34d37beeb113948c413affe1d5991fc11f9a20"},
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 ]
 
 [package.dependencies]
@@ -1108,81 +1163,20 @@ packaging = ">=14.0"
 pywin32 = {version = ">=304", markers = "sys_platform == \"win32\""}
 requests = ">=2.26.0"
 urllib3 = ">=1.26.0"
-websocket-client = ">=0.32.0"
 
 [package.extras]
 ssh = ["paramiko (>=2.4.3)"]
-
-[[package]]
-name = "duckdb"
-version = "0.8.1"
-description = "DuckDB embedded database"
-optional = false
-python-versions = "*"
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-]
+websockets = ["websocket-client (>=1.3.0)"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.2"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -1190,17 +1184,17 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "executing"
-version = "1.2.0"
+version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = "*"
+python-versions = ">=3.5"
 files = [
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+    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
 ]
 
 [package.extras]
-tests = ["asttokens", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastapi"
@@ -1225,13 +1219,13 @@ test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6
 
 [[package]]
 name = "fastjsonschema"
-version = "2.17.1"
+version = "2.19.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.17.1-py3-none-any.whl", hash = "sha256:4b90b252628ca695280924d863fe37234eebadc29c5360d322571233dc9746e0"},
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 ]
 
 [package.extras]
@@ -1239,18 +1233,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.12.2"
+version = "3.13.1"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1394,115 +1392,211 @@ tqdm = ["tqdm"]
 
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+
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 ]
 
 [package.extras]
-docs = ["Sphinx", "docutils (<0.18)"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
 name = "griffe"
-version = "0.31.0"
+version = "0.39.1"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 colorama = ">=0.4"
 
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+optional = false
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+    {file = "grpcio-1.60.0-cp39-cp39-win_amd64.whl", hash = "sha256:8a97a681e82bc11a42d4372fe57898d270a2707f36c45c6676e49ce0d5c41353"},
+    {file = "grpcio-1.60.0.tar.gz", hash = "sha256:2199165a1affb666aa24adf0c97436686d0a61bc5fc113c037701fb7c7fceb96"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.60.0)"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1529,19 +1623,6 @@ files = [
 hpack = ">=4.0,<5"
 hyperframe = ">=6.0,<7"
 
-[[package]]
-name = "hnswlib"
-version = "0.7.0"
-description = "hnswlib"
-optional = false
-python-versions = "*"
-files = [
-    {file = "hnswlib-0.7.0.tar.gz", hash = "sha256:bc459668e7e44bb7454b256b90c98c5af750653919d9a91698dafcf416cf64c4"},
-]
-
-[package.dependencies]
-numpy = "*"
-
 [[package]]
 name = "hpack"
 version = "4.0.0"
@@ -1576,67 +1657,68 @@ lxml = ["lxml"]
 
 [[package]]
 name = "httpcore"
-version = "0.17.3"
+version = "1.0.2"
 description = "A minimal low-level HTTP client."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "httpcore-0.17.3-py3-none-any.whl", hash = "sha256:c2789b767ddddfa2a5782e3199b2b7f6894540b17b16ec26b2c4d8e103510b87"},
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+    {file = "httpcore-1.0.2.tar.gz", hash = "sha256:9fc092e4799b26174648e54b74ed5f683132a464e95643b226e00c2ed2fa6535"},
 ]
 
 [package.dependencies]
-anyio = ">=3.0,<5.0"
 certifi = "*"
 h11 = ">=0.13,<0.15"
-sniffio = "==1.*"
 
 [package.extras]
+asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<0.23.0)"]
 
 [[package]]
 name = "httptools"
-version = "0.6.0"
+version = "0.6.1"
 description = "A collection of framework independent HTTP protocol utils."
 optional = false
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@@ -1644,19 +1726,20 @@ test = ["Cython (>=0.29.24,<0.30.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.24.1"
+version = "0.26.0"
 description = "The next generation HTTP client."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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 certifi = "*"
 h2 = {version = ">=3,<5", optional = true, markers = "extra == \"http2\""}
-httpcore = ">=0.15.0,<0.18.0"
+httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
 
@@ -1668,18 +1751,18 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.16.4"
+version = "0.20.3"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
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 ]
 
 [package.dependencies]
 filelock = "*"
-fsspec = "*"
+fsspec = ">=2023.5.0"
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1687,16 +1770,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
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 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
-inference = ["aiohttp", "pydantic"]
-quality = ["black (>=23.1,<24.0)", "mypy (==0.982)", "ruff (>=0.0.241)"]
+inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["torch"]
-typing = ["pydantic", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
 name = "humanfriendly"
@@ -1725,13 +1808,13 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.24"
+version = "2.5.33"
 description = "File identification library for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.24-py2.py3-none-any.whl", hash = "sha256:986dbfb38b1140e763e413e6feb44cd731faf72d1909543178aa79b0e258265d"},
-    {file = "identify-2.5.24.tar.gz", hash = "sha256:0aac67d5b4812498056d28a9a512a483f5085cc28640b02b258a59dac34301d4"},
+    {file = "identify-2.5.33-py2.py3-none-any.whl", hash = "sha256:d40ce5fcd762817627670da8a7d8d8e65f24342d14539c59488dc603bf662e34"},
+    {file = "identify-2.5.33.tar.gz", hash = "sha256:161558f9fe4559e1557e1bff323e8631f6a0e4837f7497767c1782832f16b62d"},
 ]
 
 [package.extras]
@@ -1739,34 +1822,49 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
+    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
 ]
 
 [[package]]
 name = "importlib-metadata"
-version = "6.8.0"
+version = "6.11.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
-    {file = "importlib_metadata-6.8.0.tar.gz", hash = "sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743"},
+    {file = "importlib_metadata-6.11.0-py3-none-any.whl", hash = "sha256:f0afba6205ad8f8947c7d338b5342d5db2afbfd82f9cbef7879a9539cc12eb9b"},
+    {file = "importlib_metadata-6.11.0.tar.gz", hash = "sha256:1231cf92d825c9e03cfc4da076a16de6422c863558229ea0b22b675657463443"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
+[[package]]
+name = "importlib-resources"
+version = "6.1.1"
+description = "Read resources from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
+    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -1780,13 +1878,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.24.0"
+version = "6.29.0"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.24.0-py3-none-any.whl", hash = "sha256:2f5fffc7ad8f1fd5aadb4e171ba9129d9668dbafa374732cf9511ada52d6547f"},
-    {file = "ipykernel-6.24.0.tar.gz", hash = "sha256:29cea0a716b1176d002a61d0b0c851f34536495bc4ef7dd0222c88b41b816123"},
+    {file = "ipykernel-6.29.0-py3-none-any.whl", hash = "sha256:076663ca68492576f051e4af7720d33f34383e655f2be0d544c8b1c9de915b2f"},
+    {file = "ipykernel-6.29.0.tar.gz", hash = "sha256:b5dd3013cab7b330df712891c96cd1ab868c27a7159e606f762015e9bf8ceb3f"},
 ]
 
 [package.dependencies]
@@ -1800,7 +1898,7 @@ matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
 psutil = "*"
-pyzmq = ">=20"
+pyzmq = ">=24"
 tornado = ">=6.1"
 traitlets = ">=5.4.0"
 
@@ -1809,45 +1907,43 @@ cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.2)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "8.14.0"
+version = "8.20.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.14.0-py3-none-any.whl", hash = "sha256:248aca623f5c99a6635bc3857677b7320b9b8039f99f070ee0d20a5ca5a8e6bf"},
-    {file = "ipython-8.14.0.tar.gz", hash = "sha256:1d197b907b6ba441b692c48cf2a3a2de280dc0ac91a3405b39349a50272ca0a1"},
+    {file = "ipython-8.20.0-py3-none-any.whl", hash = "sha256:bc9716aad6f29f36c449e30821c9dd0c1c1a7b59ddcc26931685b87b4c569619"},
+    {file = "ipython-8.20.0.tar.gz", hash = "sha256:2f21bd3fc1d51550c89ee3944ae04bbc7bc79e129ea0937da6e6c68bfdbf117a"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.23)", "pandas", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "isodate"
@@ -1879,32 +1975,32 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "jedi"
-version = "0.18.2"
+version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "jedi-0.18.2-py2.py3-none-any.whl", hash = "sha256:203c1fd9d969ab8f2119ec0a3342e0b49910045abe6af0a3ae83a5764d54639e"},
-    {file = "jedi-0.18.2.tar.gz", hash = "sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612"},
+    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
+    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.0,<0.9.0"
+parso = ">=0.8.3,<0.9.0"
 
 [package.extras]
 docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
-    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
 ]
 
 [package.dependencies]
@@ -1915,13 +2011,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.3.1"
+version = "1.3.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "joblib-1.3.1-py3-none-any.whl", hash = "sha256:89cf0529520e01b3de7ac7b74a8102c90d16d54c64b5dd98cafcd14307fdf915"},
-    {file = "joblib-1.3.1.tar.gz", hash = "sha256:1f937906df65329ba98013dc9692fe22a4c5e4a648112de500508b18a21b41e3"},
+    {file = "joblib-1.3.2-py3-none-any.whl", hash = "sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9"},
+    {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
 ]
 
 [[package]]
@@ -1965,13 +2061,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.18.1"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.18.1-py3-none-any.whl", hash = "sha256:e5fde3cb78f3be8cf49150390ee4efbb8e73c46ea467d42cd4ec16e364495eb3"},
-    {file = "jsonschema-4.18.1.tar.gz", hash = "sha256:b5896514b46cc9283e9951bfebf51cc72fa3eab229919c0469f94e11b4387776"},
+    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
 ]
 
 [package.dependencies]
@@ -1994,27 +2090,27 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.6.1"
+version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema_specifications-2023.6.1-py3-none-any.whl", hash = "sha256:3d2b82663aff01815f744bb5c7887e2121a63399b49b104a3c96145474d091d7"},
-    {file = "jsonschema_specifications-2023.6.1.tar.gz", hash = "sha256:ca1c4dd059a9e7b34101cf5b3ab7ff1d18b139f35950d598d629837ef66e8f28"},
+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
 ]
 
 [package.dependencies]
-referencing = ">=0.28.0"
+referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
-version = "8.3.0"
+version = "8.6.0"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.3.0-py3-none-any.whl", hash = "sha256:7441af0c0672edc5d28035e92ba5e32fadcfa8a4e608a434c228836a89df6158"},
-    {file = "jupyter_client-8.3.0.tar.gz", hash = "sha256:3af69921fe99617be1670399a0b857ad67275eefcfa291e2c81a160b7b650f5f"},
+    {file = "jupyter_client-8.6.0-py3-none-any.whl", hash = "sha256:909c474dbe62582ae62b758bca86d6518c85234bdee2d908c778db6d72f39d99"},
+    {file = "jupyter_client-8.6.0.tar.gz", hash = "sha256:0642244bb83b4764ae60d07e010e15f0e2d275ec4e918a8f7b80fbbef3ca60c7"},
 ]
 
 [package.dependencies]
@@ -2030,13 +2126,13 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 
 [[package]]
 name = "jupyter-core"
-version = "5.3.1"
+version = "5.7.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.3.1-py3-none-any.whl", hash = "sha256:ae9036db959a71ec1cac33081eeb040a79e681f08ab68b0883e9a676c7a90dce"},
-    {file = "jupyter_core-5.3.1.tar.gz", hash = "sha256:5ba5c7938a7f97a6b0481463f7ff0dbac7c15ba48cf46fa4035ca6e838aa1aba"},
+    {file = "jupyter_core-5.7.1-py3-none-any.whl", hash = "sha256:c65c82126453a723a2804aa52409930434598fd9d35091d63dfb919d2b765bb7"},
+    {file = "jupyter_core-5.7.1.tar.gz", hash = "sha256:de61a9d7fc71240f688b2fb5ab659fbb56979458dc66a71decd098e03c79e218"},
 ]
 
 [package.dependencies]
@@ -2045,24 +2141,25 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
-docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.6.3"
+version = "0.9.0"
 description = "Jupyter Event System library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyter_events-0.6.3-py3-none-any.whl", hash = "sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17"},
-    {file = "jupyter_events-0.6.3.tar.gz", hash = "sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3"},
+    {file = "jupyter_events-0.9.0-py3-none-any.whl", hash = "sha256:d853b3c10273ff9bc8bb8b30076d65e2c9685579db736873de6c2232dde148bf"},
+    {file = "jupyter_events-0.9.0.tar.gz", hash = "sha256:81ad2e4bc710881ec274d31c6c50669d71bbaa5dd9d01e600b56faa85700d399"},
 ]
 
 [package.dependencies]
-jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]}
+jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
 python-json-logger = ">=2.0.4"
 pyyaml = ">=5.3"
+referencing = "*"
 rfc3339-validator = "*"
 rfc3986-validator = ">=0.1.1"
 traitlets = ">=5.3"
@@ -2070,17 +2167,17 @@ traitlets = ">=5.3"
 [package.extras]
 cli = ["click", "rich"]
 docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
-test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"]
+test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.0"
+version = "2.2.2"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter-lsp-2.2.0.tar.gz", hash = "sha256:8ebbcb533adb41e5d635eb8fe82956b0aafbf0fd443b6c4bfa906edeeb8635a1"},
-    {file = "jupyter_lsp-2.2.0-py3-none-any.whl", hash = "sha256:9e06b8b4f7dd50300b70dd1a78c0c3b0c3d8fa68e0f2d8a5d1fbab62072aca3f"},
+    {file = "jupyter-lsp-2.2.2.tar.gz", hash = "sha256:256d24620542ae4bba04a50fc1f6ffe208093a07d8e697fea0a8d1b8ca1b7e5b"},
+    {file = "jupyter_lsp-2.2.2-py3-none-any.whl", hash = "sha256:3b95229e4168355a8c91928057c1621ac3510ba98b2a925e82ebd77f078b1aa5"},
 ]
 
 [package.dependencies]
@@ -2088,13 +2185,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.7.0"
+version = "2.12.5"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.7.0-py3-none-any.whl", hash = "sha256:6a77912aff643e53fa14bdb2634884b52b784a4be77ce8e93f7283faed0f0849"},
-    {file = "jupyter_server-2.7.0.tar.gz", hash = "sha256:36da0a266d31a41ac335a366c88933c17dfa5bb817a48f5c02c16d303bc9477f"},
+    {file = "jupyter_server-2.12.5-py3-none-any.whl", hash = "sha256:184a0f82809a8522777cfb6b760ab6f4b1bb398664c5860a27cec696cb884923"},
+    {file = "jupyter_server-2.12.5.tar.gz", hash = "sha256:0edb626c94baa22809be1323f9770cf1c00a952b17097592e40d03e6a3951689"},
 ]
 
 [package.dependencies]
@@ -2103,7 +2200,7 @@ argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.6.0"
+jupyter-events = ">=0.9.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
@@ -2112,7 +2209,7 @@ packaging = "*"
 prometheus-client = "*"
 pywinpty = {version = "*", markers = "os_name == \"nt\""}
 pyzmq = ">=24"
-send2trash = "*"
+send2trash = ">=1.8.2"
 terminado = ">=0.8.3"
 tornado = ">=6.2.0"
 traitlets = ">=5.6.0"
@@ -2124,13 +2221,13 @@ test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-sc
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.4.4"
+version = "0.5.1"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server_terminals-0.4.4-py3-none-any.whl", hash = "sha256:75779164661cec02a8758a5311e18bb8eb70c4e86c6b699403100f1585a12a36"},
-    {file = "jupyter_server_terminals-0.4.4.tar.gz", hash = "sha256:57ab779797c25a7ba68e97bcfb5d7740f2b5e8a83b5e8102b10438041a7eac5d"},
+    {file = "jupyter_server_terminals-0.5.1-py3-none-any.whl", hash = "sha256:5e63e947ddd97bb2832db5ef837a258d9ccd4192cd608c1270850ad947ae5dd7"},
+    {file = "jupyter_server_terminals-0.5.1.tar.gz", hash = "sha256:16d3be9cf48be6a1f943f3a6c93c033be259cf4779184c66421709cf63dccfea"},
 ]
 
 [package.dependencies]
@@ -2138,18 +2235,18 @@ pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
 terminado = ">=0.8.3"
 
 [package.extras]
-docs = ["jinja2", "jupyter-server", "mistune (<3.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
-test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
+docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
+test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.2"
+version = "4.0.11"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.0.2-py3-none-any.whl", hash = "sha256:201b4f729a7dc5e22ca6c4dd8944cde792f1cb008d7c6b821e0a48d2502205c8"},
-    {file = "jupyterlab-4.0.2.tar.gz", hash = "sha256:0a77898aebb55da391e5f57022774c089fb075e98803ff3d514a79b727dc934d"},
+    {file = "jupyterlab-4.0.11-py3-none-any.whl", hash = "sha256:536bf0e78723153a5016ca7efb88ed0ecd7070d3f1555d5b0e2770658f900a3c"},
+    {file = "jupyterlab-4.0.11.tar.gz", hash = "sha256:d1aec24712566bc25a36229788242778e498ca4088028e2f9aa156b8b7fdc8fc"},
 ]
 
 [package.dependencies]
@@ -2167,66 +2264,66 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["black[jupyter] (==23.3.0)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.0.271)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8)", "sphinx-copybutton"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.6)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
 docs-screenshots = ["altair (==5.0.1)", "ipython (==8.14.0)", "ipywidgets (==8.0.6)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post0)", "matplotlib (==3.7.1)", "nbconvert (>=7.0.0)", "pandas (==2.0.2)", "scipy (==1.10.1)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.2.2"
+version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_pygments-0.2.2-py2.py3-none-any.whl", hash = "sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f"},
-    {file = "jupyterlab_pygments-0.2.2.tar.gz", hash = "sha256:7405d7fde60819d905a9fa8ce89e4cd830e318cdad22a0030f7a901da705585d"},
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
 ]
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.23.0"
+version = "2.25.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.23.0-py3-none-any.whl", hash = "sha256:a5ea2c839336a8ba7c38c8e7b2f24cedf919f0d439f4d2e606d9322013a95788"},
-    {file = "jupyterlab_server-2.23.0.tar.gz", hash = "sha256:83c01aa4ad9451cd61b383e634d939ff713850f4640c0056b2cdb2b6211a74c7"},
+    {file = "jupyterlab_server-2.25.2-py3-none-any.whl", hash = "sha256:5b1798c9cc6a44f65c757de9f97fc06fc3d42535afbf47d2ace5e964ab447aaf"},
+    {file = "jupyterlab_server-2.25.2.tar.gz", hash = "sha256:bd0ec7a99ebcedc8bcff939ef86e52c378e44c2707e053fcd81d046ce979ee63"},
 ]
 
 [package.dependencies]
 babel = ">=2.10"
 jinja2 = ">=3.0.3"
 json5 = ">=0.9.0"
-jsonschema = ">=4.17.3"
+jsonschema = ">=4.18.0"
 jupyter-server = ">=1.21,<3"
 packaging = ">=21.3"
-requests = ">=2.28"
+requests = ">=2.31"
 
 [package.extras]
 docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
-openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.6.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "kubernetes"
-version = "26.1.0"
+version = "29.0.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "kubernetes-26.1.0-py2.py3-none-any.whl", hash = "sha256:e3db6800abf7e36c38d2629b5cb6b74d10988ee0cba6fba45595a7cbe60c0042"},
-    {file = "kubernetes-26.1.0.tar.gz", hash = "sha256:5854b0c508e8d217ca205591384ab58389abdae608576f9c9afc35a3c76a366c"},
+    {file = "kubernetes-29.0.0-py2.py3-none-any.whl", hash = "sha256:ab8cb0e0576ccdfb71886366efb102c6a20f268d817be065ce7f9909c631e43e"},
+    {file = "kubernetes-29.0.0.tar.gz", hash = "sha256:c4812e227ae74d07d53c88293e564e54b850452715a59a927e7e1bc6b9a60459"},
 ]
 
 [package.dependencies]
 certifi = ">=14.05.14"
 google-auth = ">=1.0.1"
+oauthlib = ">=3.2.2"
 python-dateutil = ">=2.5.3"
 pyyaml = ">=5.4.1"
 requests = "*"
 requests-oauthlib = "*"
-setuptools = ">=21.0.0"
 six = ">=1.9.0"
 urllib3 = ">=1.24.2"
 websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
@@ -2289,64 +2386,15 @@ pydantic = ">=1,<2"
 requests = ">=2,<3"
 tenacity = ">=8.1.0,<9.0.0"
 
-[[package]]
-name = "lz4"
-version = "4.3.2"
-description = "LZ4 Bindings for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
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-tests = ["psutil", "pytest (!=3.3.0)", "pytest-cov"]
-
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 [[package]]
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 tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
@@ -2515,15 +2574,107 @@ files = [
 
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+
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 name = "monotonic"
 version = "1.6"
@@ -2659,13 +2810,13 @@ files = [
 
 [[package]]
 name = "nbclient"
-version = "0.8.0"
+version = "0.9.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
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 python-versions = ">=3.8.0"
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 [package.dependencies]
@@ -2681,13 +2832,13 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 
 [[package]]
 name = "nbconvert"
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+version = "7.14.2"
 description = "Converting Jupyter Notebooks"
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@@ -2713,18 +2864,18 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
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 qtpng = ["pyqtwebengine (>=5.15)"]
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-webpdf = ["pyppeteer (>=1,<1.1)"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest"]
+webpdf = ["playwright"]
 
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 [package.dependencies]
@@ -2739,32 +2890,32 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
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+version = "1.6.0"
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+version = "3.2.1"
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-python-versions = ">=3.8"
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+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nltk"
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 [[package]]
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 [package.dependencies]
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 [package.dependencies]
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 [package.dependencies]
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 [[package]]
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 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "3.8.1"
+version = "4.1.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)"]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.3.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pluggy-1.3.0.tar.gz", hash = "sha256:cf61ae8f126ac6f7c451172cf30e3e43d3ca77615509771b3a984a0730651e12"},
 ]
 
 [package.extras]
@@ -3340,13 +3677,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poethepoet"
-version = "0.21.0"
+version = "0.21.1"
 description = "A task runner that works well with poetry."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "poethepoet-0.21.1.tar.gz", hash = "sha256:39d754f53714545a23cfc94b122deaf3548218b6e35b453c30973c5598719e9f"},
 ]
 
 [package.dependencies]
@@ -3358,13 +3695,13 @@ poetry-plugin = ["poetry (>=1.0,<2.0)"]
 
 [[package]]
 name = "posthog"
-version = "3.0.1"
+version = "3.3.2"
 description = "Integrate PostHog into any python application."
 optional = false
 python-versions = "*"
 files = [
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+    {file = "posthog-3.3.2.tar.gz", hash = "sha256:734bf89f3c372605a8bbf2b07f600885287209145d747b09ccd004c59834750e"},
 ]
 
 [package.dependencies]
@@ -3377,17 +3714,17 @@ six = ">=1.5"
 [package.extras]
 dev = ["black", "flake8", "flake8-print", "isort", "pre-commit"]
 sentry = ["django", "sentry-sdk"]
-test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint", "pytest"]
+test = ["coverage", "flake8", "freezegun (==0.3.15)", "mock (>=2.0.0)", "pylint", "pytest", "pytest-timeout"]
 
 [[package]]
 name = "pre-commit"
-version = "3.3.3"
+version = "3.6.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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-    {file = "pre_commit-3.3.3.tar.gz", hash = "sha256:a2256f489cd913d575c145132ae196fe335da32d91a8294b7afe6622335dd023"},
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 ]
 
 [package.dependencies]
@@ -3399,13 +3736,13 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prefect"
-version = "2.10.20"
+version = "2.11.5"
 description = "Workflow orchestration and management."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "prefect-2.10.20.tar.gz", hash = "sha256:03582096a7cc712a3107c266bbf3577b13314d6ed1ef97da4551b089cb17aa95"},
+    {file = "prefect-2.11.5-py3-none-any.whl", hash = "sha256:a7f49155c9a8abd751faf5aa25b54d3e8b1da00adcbb384ab17988c35f8020ec"},
+    {file = "prefect-2.11.5.tar.gz", hash = "sha256:7dd2ca1d95d34dc50be4812821def5354a56af6274b23348953d3b1f4698497e"},
 ]
 
 [package.dependencies]
@@ -3424,6 +3761,7 @@ dateparser = ">=1.1.1"
 docker = ">=4.0"
 fastapi = ">=0.93"
 fsspec = ">=2022.5.0"
+graphviz = ">=0.20.1"
 griffe = ">=0.20.0"
 httpx = {version = ">=0.23,<0.23.2 || >0.23.2", extras = ["http2"]}
 jinja2 = ">=3.0.0"
@@ -3453,13 +3791,13 @@ dev = ["cairosvg", "flaky", "ipython", "ipython (==8.12.*)", "jinja2", "mike", "
 
 [[package]]
 name = "prometheus-client"
-version = "0.17.1"
+version = "0.19.0"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
-    {file = "prometheus_client-0.17.1-py3-none-any.whl", hash = "sha256:e537f37160f6807b8202a6fc4764cdd19bac5480ddd3e0d463c3002b34462101"},
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+    {file = "prometheus_client-0.19.0-py3-none-any.whl", hash = "sha256:c88b1e6ecf6b41cd8fb5731c7ae919bf66df6ec6fafa555cd6c0e16ca169ae92"},
+    {file = "prometheus_client-0.19.0.tar.gz", hash = "sha256:4585b0d1223148c27a225b10dbec5ae9bc4c81a99a3fa80774fa6209935324e1"},
 ]
 
 [package.extras]
@@ -3467,13 +3805,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.39"
+version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
+    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
 ]
 
 [package.dependencies]
@@ -3514,25 +3852,27 @@ files = [
 
 [[package]]
 name = "psutil"
-version = "5.9.5"
+version = "5.9.8"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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 [package.dependencies]
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 [[package]]
 name = "pure-eval"
@@ -3612,13 +3952,13 @@ tests = ["pytest"]
 
 [[package]]
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+version = "0.5.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 ]
 
 [[package]]
@@ -3648,47 +3988,47 @@ files = [
 
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 [package.dependencies]
@@ -3700,32 +4040,57 @@ email = ["email-validator (>=1.0.3)"]
 
 [[package]]
 name = "pygments"
-version = "2.15.1"
+version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
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 python-versions = ">=3.7"
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 ]
 
 [package.extras]
 plugins = ["importlib-metadata"]
+windows-terminal = ["colorama (>=0.4.6)"]
 
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-version = "3.1.0"
+version = "3.1.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
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 python-versions = ">=3.6.8"
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 ]
 
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "pypika"
+version = "0.48.9"
+description = "A SQL query builder API for Python"
+optional = false
+python-versions = "*"
+files = [
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+version = "1.0.0"
+description = "Wrappers to call pyproject.toml-based build backend hooks."
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.dependencies]
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
 [[package]]
 name = "pyreadline3"
 version = "3.4.1"
@@ -3739,13 +4104,13 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3817,24 +4182,13 @@ unidecode = ["Unidecode (>=1.1.1)"]
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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-
-[[package]]
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-version = "2020.1"
-description = "The Olson timezone database for Python."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [[package]]
@@ -4226,13 +4601,13 @@ files = [
 
 [[package]]
 name = "rich"
-version = "13.4.2"
+version = "13.7.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [package.dependencies]
@@ -4244,108 +4619,110 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.8.10"
+version = "0.17.1"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
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 [package.extras]
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 jinja2 = ["ruamel.yaml.jinja2 (>=0.2)"]
 
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-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
-aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
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 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -4785,7 +5275,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=7)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -4795,17 +5285,17 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "stack-data"
-version = "0.6.2"
+version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -4849,13 +5339,13 @@ mpmath = ">=0.19"
 
 [[package]]
 name = "tenacity"
-version = "8.2.2"
+version = "8.2.3"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -4863,13 +5353,13 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
 [[package]]
 name = "terminado"
-version = "0.17.1"
+version = "0.18.0"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -4880,6 +5370,7 @@ tornado = ">=6.1.0"
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
+typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
 [[package]]
 name = "text-unidecode"
@@ -4894,13 +5385,13 @@ files = [
 
 [[package]]
 name = "threadpoolctl"
-version = "3.1.0"
+version = "3.2.0"
 description = "threadpoolctl"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -4923,56 +5414,117 @@ test = ["flake8", "isort", "pytest"]
 
 [[package]]
 name = "tokenizers"
-version = "0.13.3"
-description = "Fast and Customizable Tokenizers"
+version = "0.15.0"
+description = ""
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
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 ]
 
 [[package]]
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 [[package]]
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-version = "2023.3"
+version = "2023.4"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
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 [[package]]
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 description = "tzinfo object for the local timezone"
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-python-versions = ">=3.7"
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "uri-template"
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 [[package]]
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 zstd = ["zstandard (>=0.18.0)"]
 
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 [package.dependencies]
@@ -5413,13 +6028,13 @@ anyio = ">=3.0.0"
 
 [[package]]
 name = "wcwidth"
-version = "0.2.6"
+version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
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 [[package]]
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-version = "1.6.1"
+version = "1.7.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
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+docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
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-version = "11.0.3"
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 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
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-    {file = "zstandard-0.21.0-cp39-cp39-win_amd64.whl", hash = "sha256:a8d200617d5c876221304b0e3fe43307adde291b4a897e7b0617a61611dfff6a"},
-    {file = "zstandard-0.21.0.tar.gz", hash = "sha256:f08e3a10d01a247877e4cb61a82a319ea746c356a3786558bed2481e6c405546"},
-]
-
-[package.dependencies]
-cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
-
-[package.extras]
-cffi = ["cffi (>=1.11)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "db766e3de5b36c555fe586b478db0b8c8f759c10ab12216a3c75c16fb58c9a38"
+content-hash = "7bdced58e38f484dfcb53377b0b202437b76f762a7864041b5c49f4563ae84c1"
diff --git a/pyproject.toml b/pyproject.toml
index 97b3a2d..f199c24 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,10 +16,10 @@ python-dotenv = "^1.0.0"
 ipykernel = "^6.22.0"
 rdflib = "6.3.0"
 sentence-transformers = "^2.2.2"
-chromadb = "^0.4.3"
+chromadb = "^0.4.22"
 more-itertools = "^9.1.0"
 prefect = "^2.10.6"
-typer = "^0.7.0"
+typer = "^0.9.0"
 bokeh = "2.4.3"
 sparqlwrapper = "^2.0.0"
 fastapi = "^0.95.1"

From 5b349e7a43ef98f4265f464b137a5a1493bb98db Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan@ordesmain.datascience.ch.novalocal>
Date: Mon, 22 Jan 2024 13:43:52 +0100
Subject: [PATCH 04/16] fix(deps): utils fix and dependency temp fix for
 prefect

---
 aikg/utils/chroma.py |   6 +-
 poetry.lock          | 276 ++++++++++++++++++++++++++++++++++---------
 pyproject.toml       |   1 +
 3 files changed, 223 insertions(+), 60 deletions(-)

diff --git a/aikg/utils/chroma.py b/aikg/utils/chroma.py
index dfdea1e..c461689 100644
--- a/aikg/utils/chroma.py
+++ b/aikg/utils/chroma.py
@@ -17,10 +17,10 @@
 
 import chromadb
 from chromadb.config import Settings
-from chromadb.api import API, Collection
+from chromadb.api import ClientAPI, Collection
 
 
-def setup_client(host: str, port: int, persist_directory: str = ".chroma") -> API:
+def setup_client(host: str, port: int, persist_directory: str = ".chroma") -> ClientAPI:
     """Prepare chromadb client. If host is 'local', chromadb will run in client-only mode."""
     if host == "local":
         chroma_client = chromadb.PersistentClient(path=persist_directory)
@@ -30,7 +30,7 @@ def setup_client(host: str, port: int, persist_directory: str = ".chroma") -> AP
 
 
 def setup_collection(
-    client: API,
+    client: ClientAPI,
     collection_name: str,
     embedding_model: str,
 ) -> Collection:
diff --git a/poetry.lock b/poetry.lock
index 510a266..e6d711d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -146,25 +146,24 @@ tz = ["backports.zoneinfo"]
 
 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
-    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
+doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
+test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (<0.22)"]
 
 [[package]]
 name = "appnope"
@@ -1147,15 +1146,35 @@ files = [
     {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
 ]
 
+[[package]]
+name = "dnspython"
+version = "2.5.0"
+description = "DNS toolkit"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dnspython-2.5.0-py3-none-any.whl", hash = "sha256:6facdf76b73c742ccf2d07add296f178e629da60be23ce4b0a9c927b1e02c3a6"},
+    {file = "dnspython-2.5.0.tar.gz", hash = "sha256:a0034815a59ba9ae888946be7ccca8f7c157b286f8455b379c692efb51022a15"},
+]
+
+[package.extras]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=5.0.3)", "mypy (>=1.0.1)", "pylint (>=2.7)", "pytest (>=6.2.5)", "pytest-cov (>=3.0.0)", "sphinx (>=7.0.0)", "twine (>=4.0.0)", "wheel (>=0.41.0)"]
+dnssec = ["cryptography (>=41)"]
+doh = ["h2 (>=4.1.0)", "httpcore (>=0.17.3)", "httpx (>=0.25.1)"]
+doq = ["aioquic (>=0.9.20)"]
+idna = ["idna (>=2.1)"]
+trio = ["trio (>=0.14)"]
+wmi = ["wmi (>=1.5.1)"]
+
 [[package]]
 name = "docker"
-version = "7.0.0"
+version = "6.1.3"
 description = "A Python library for the Docker Engine API."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "docker-7.0.0-py3-none-any.whl", hash = "sha256:12ba681f2777a0ad28ffbcc846a69c31b4dfd9752b47eb425a274ee269c5e14b"},
-    {file = "docker-7.0.0.tar.gz", hash = "sha256:323736fb92cd9418fc5e7133bc953e11a9da04f4483f828b527db553f1e7e5a3"},
+    {file = "docker-6.1.3-py3-none-any.whl", hash = "sha256:aecd2277b8bf8e506e484f6ab7aec39abe0038e29fa4a6d3ba86c3fe01844ed9"},
+    {file = "docker-6.1.3.tar.gz", hash = "sha256:aa6d17830045ba5ef0168d5eaa34d37beeb113948c413affe1d5991fc11f9a20"},
 ]
 
 [package.dependencies]
@@ -1163,10 +1182,25 @@ packaging = ">=14.0"
 pywin32 = {version = ">=304", markers = "sys_platform == \"win32\""}
 requests = ">=2.26.0"
 urllib3 = ">=1.26.0"
+websocket-client = ">=0.32.0"
 
 [package.extras]
 ssh = ["paramiko (>=2.4.3)"]
-websockets = ["websocket-client (>=1.3.0)"]
+
+[[package]]
+name = "email-validator"
+version = "2.1.0.post1"
+description = "A robust email address syntax and deliverability validation library."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "email_validator-2.1.0.post1-py3-none-any.whl", hash = "sha256:c973053efbeddfef924dc0bd93f6e77a1ea7ee0fce935aea7103c7a3d6d2d637"},
+    {file = "email_validator-2.1.0.post1.tar.gz", hash = "sha256:a4b0bd1cf55f073b924258d19321b1f3aa74b4b5a71a42c305575dba920e1a44"},
+]
+
+[package.dependencies]
+dnspython = ">=2.0.0"
+idna = ">=2.0.0"
 
 [[package]]
 name = "exceptiongroup"
@@ -3447,6 +3481,40 @@ files = [
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
 ]
 
+[[package]]
+name = "pendulum"
+version = "2.1.2"
+description = "Python datetimes made easy"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "pendulum-2.1.2-cp27-cp27m-macosx_10_15_x86_64.whl", hash = "sha256:b6c352f4bd32dff1ea7066bd31ad0f71f8d8100b9ff709fb343f3b86cee43efe"},
+    {file = "pendulum-2.1.2-cp27-cp27m-win_amd64.whl", hash = "sha256:318f72f62e8e23cd6660dbafe1e346950281a9aed144b5c596b2ddabc1d19739"},
+    {file = "pendulum-2.1.2-cp35-cp35m-macosx_10_15_x86_64.whl", hash = "sha256:0731f0c661a3cb779d398803655494893c9f581f6488048b3fb629c2342b5394"},
+    {file = "pendulum-2.1.2-cp35-cp35m-manylinux1_i686.whl", hash = "sha256:3481fad1dc3f6f6738bd575a951d3c15d4b4ce7c82dce37cf8ac1483fde6e8b0"},
+    {file = "pendulum-2.1.2-cp35-cp35m-manylinux1_x86_64.whl", hash = "sha256:9702069c694306297ed362ce7e3c1ef8404ac8ede39f9b28b7c1a7ad8c3959e3"},
+    {file = "pendulum-2.1.2-cp35-cp35m-win_amd64.whl", hash = "sha256:fb53ffa0085002ddd43b6ca61a7b34f2d4d7c3ed66f931fe599e1a531b42af9b"},
+    {file = "pendulum-2.1.2-cp36-cp36m-macosx_10_15_x86_64.whl", hash = "sha256:c501749fdd3d6f9e726086bf0cd4437281ed47e7bca132ddb522f86a1645d360"},
+    {file = "pendulum-2.1.2-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:c807a578a532eeb226150d5006f156632df2cc8c5693d778324b43ff8c515dd0"},
+    {file = "pendulum-2.1.2-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:2d1619a721df661e506eff8db8614016f0720ac171fe80dda1333ee44e684087"},
+    {file = "pendulum-2.1.2-cp36-cp36m-win_amd64.whl", hash = "sha256:f888f2d2909a414680a29ae74d0592758f2b9fcdee3549887779cd4055e975db"},
+    {file = "pendulum-2.1.2-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:e95d329384717c7bf627bf27e204bc3b15c8238fa8d9d9781d93712776c14002"},
+    {file = "pendulum-2.1.2-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:4c9c689747f39d0d02a9f94fcee737b34a5773803a64a5fdb046ee9cac7442c5"},
+    {file = "pendulum-2.1.2-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:1245cd0075a3c6d889f581f6325dd8404aca5884dea7223a5566c38aab94642b"},
+    {file = "pendulum-2.1.2-cp37-cp37m-win_amd64.whl", hash = "sha256:db0a40d8bcd27b4fb46676e8eb3c732c67a5a5e6bfab8927028224fbced0b40b"},
+    {file = "pendulum-2.1.2-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:f5e236e7730cab1644e1b87aca3d2ff3e375a608542e90fe25685dae46310116"},
+    {file = "pendulum-2.1.2-cp38-cp38-manylinux1_i686.whl", hash = "sha256:de42ea3e2943171a9e95141f2eecf972480636e8e484ccffaf1e833929e9e052"},
+    {file = "pendulum-2.1.2-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:7c5ec650cb4bec4c63a89a0242cc8c3cebcec92fcfe937c417ba18277d8560be"},
+    {file = "pendulum-2.1.2-cp38-cp38-win_amd64.whl", hash = "sha256:33fb61601083f3eb1d15edeb45274f73c63b3c44a8524703dc143f4212bf3269"},
+    {file = "pendulum-2.1.2-cp39-cp39-manylinux1_i686.whl", hash = "sha256:29c40a6f2942376185728c9a0347d7c0f07905638c83007e1d262781f1e6953a"},
+    {file = "pendulum-2.1.2-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:94b1fc947bfe38579b28e1cccb36f7e28a15e841f30384b5ad6c5e31055c85d7"},
+    {file = "pendulum-2.1.2.tar.gz", hash = "sha256:b06a0ca1bfe41c990bbf0c029f0b6501a7f2ec4e38bfec730712015e8860f207"},
+]
+
+[package.dependencies]
+python-dateutil = ">=2.6,<3.0"
+pytzdata = ">=2020.1"
+
 [[package]]
 name = "pendulum"
 version = "3.0.0"
@@ -3736,58 +3804,66 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prefect"
-version = "2.11.5"
+version = "2.14.16"
 description = "Workflow orchestration and management."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "prefect-2.11.5-py3-none-any.whl", hash = "sha256:a7f49155c9a8abd751faf5aa25b54d3e8b1da00adcbb384ab17988c35f8020ec"},
-    {file = "prefect-2.11.5.tar.gz", hash = "sha256:7dd2ca1d95d34dc50be4812821def5354a56af6274b23348953d3b1f4698497e"},
+    {file = "prefect-2.14.16-py3-none-any.whl", hash = "sha256:2194aa56a29397b5d5b7176e3bca7c8e9ab8c43e648e7b886dead9947f89c540"},
+    {file = "prefect-2.14.16.tar.gz", hash = "sha256:bbb6a8240c27a20ebbc229e4cc484545625ca062ac77711cf1b724cb5d1002d5"},
 ]
 
 [package.dependencies]
 aiosqlite = ">=0.17.0"
-alembic = ">=1.7.5"
-anyio = ">=3.4.0"
-apprise = ">=1.1.0"
-asgi-lifespan = ">=1.0"
+alembic = ">=1.7.5,<2.0.0"
+anyio = ">=3.7.1,<4.0.0"
+apprise = ">=1.1.0,<2.0.0"
+asgi-lifespan = ">=1.0,<3.0"
 asyncpg = ">=0.23"
+cachetools = ">=5.3,<6.0"
 click = ">=8.0,<8.2"
-cloudpickle = ">=2.0"
-coolname = ">=1.0.4"
-croniter = ">=1.0.12"
+cloudpickle = ">=2.0,<4.0"
+coolname = ">=1.0.4,<3.0.0"
+croniter = ">=1.0.12,<3.0.0"
 cryptography = ">=36.0.1"
-dateparser = ">=1.1.1"
-docker = ">=4.0"
-fastapi = ">=0.93"
+dateparser = ">=1.1.1,<2.0.0"
+docker = ">=4.0,<7.0"
 fsspec = ">=2022.5.0"
 graphviz = ">=0.20.1"
 griffe = ">=0.20.0"
+httpcore = ">=0.15.0,<2.0.0"
 httpx = {version = ">=0.23,<0.23.2 || >0.23.2", extras = ["http2"]}
-jinja2 = ">=3.0.0"
-jsonpatch = ">=1.32"
+jinja2 = ">=3.0.0,<4.0.0"
+jsonpatch = ">=1.32,<2.0"
 jsonschema = ">=3.2.0,<5.0.0"
-kubernetes = ">=24.2.0"
-orjson = ">=3.7"
-packaging = ">=21.3"
+kubernetes = ">=24.2.0,<30.0.0"
+orjson = ">=3.7,<4.0"
+packaging = ">=21.3,<24.3"
 pathspec = ">=0.8.0"
-pendulum = ">=2.1.2"
-pydantic = ">=1.10.0,<2.0.0"
-python-slugify = ">=5.0"
-pytz = ">=2021.1"
-pyyaml = ">=5.4.1"
-readchar = ">=4.0.0"
-rich = ">=11.0"
-ruamel-yaml = ">=0.17.0"
-sqlalchemy = {version = ">=1.4.22,<1.4.33 || >1.4.33", extras = ["asyncio"]}
+pendulum = [
+    {version = "<3.0", markers = "python_version < \"3.12\""},
+    {version = ">=3.0.0,<4", markers = "python_version >= \"3.12\""},
+]
+pydantic = {version = ">=1.10.0,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0", extras = ["email"]}
+python-dateutil = ">=2.8.2,<3.0.0"
+python-slugify = ">=5.0,<9.0"
+pytz = ">=2021.1,<2024"
+pyyaml = ">=5.4.1,<7.0.0"
+readchar = ">=4.0.0,<5.0.0"
+rich = ">=11.0,<14.0"
+"ruamel.yaml" = ">=0.17.0"
+sniffio = ">=1.3.0,<2.0.0"
+sqlalchemy = {version = ">=1.4.22,<1.4.33 || >1.4.33,<3.0.0", extras = ["asyncio"]}
+starlette = ">=0.27.0,<0.33.0"
 toml = ">=0.10.0"
 typer = ">=0.4.2"
-typing-extensions = ">=4.1.0"
+typing-extensions = ">=4.5.0,<5.0.0"
+ujson = ">=5.8.0,<6.0.0"
 uvicorn = ">=0.14.0"
-websockets = ">=10.4"
+websockets = ">=10.4,<13.0"
 
 [package.extras]
-dev = ["cairosvg", "flaky", "ipython", "ipython (==8.12.*)", "jinja2", "mike", "mkdocs", "mkdocs-gen-files", "mkdocs-material", "mkdocstrings-python", "mock", "moto", "mypy", "numpy", "pillow", "pre-commit", "pytest (>7)", "pytest-asyncio (>=0.18.2)", "pytest-benchmark", "pytest-cov", "pytest-env", "pytest-flakefinder", "pytest-timeout", "pytest-xdist", "pytkdocs (>=0.14.2)", "pyyaml", "requests", "respx", "ruff", "setuptools (!=60.9.0)", "virtualenv", "watchfiles"]
+dev = ["cairosvg", "codespell", "flaky", "ipython", "ipython (==8.12.*)", "jinja2", "mike", "mkdocs", "mkdocs-gen-files", "mkdocs-material", "mkdocstrings-python", "mock", "moto", "mypy", "numpy", "pillow", "pre-commit", "pytest (>7)", "pytest-asyncio (>=0.18.2,!=0.22.0,<0.23.0)", "pytest-benchmark", "pytest-cov", "pytest-env", "pytest-flakefinder", "pytest-timeout", "pytest-xdist (<3.4.0)", "pytkdocs (>=0.14.2)", "pyyaml", "requests", "respx", "ruff", "setuptools (!=60.9.0)", "virtualenv", "watchfiles"]
 
 [[package]]
 name = "prometheus-client"
@@ -4032,6 +4108,7 @@ files = [
 ]
 
 [package.dependencies]
+email-validator = {version = ">=1.0.3", optional = true, markers = "extra == \"email\""}
 typing-extensions = ">=4.2.0"
 
 [package.extras]
@@ -4191,6 +4268,17 @@ files = [
     {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
 ]
 
+[[package]]
+name = "pytzdata"
+version = "2020.1"
+description = "The Olson timezone database for Python."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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 [[package]]
 name = "pywin32"
 version = "306"
@@ -5668,13 +5756,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.36.2"
+version = "4.37.0"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
@@ -5691,16 +5779,16 @@ tqdm = ">=4.27"
 
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
@@ -5708,7 +5796,7 @@ ftfy = ["ftfy"]
 integrations = ["optuna", "ray[tune] (>=2.7.0)", "sigopt"]
 ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
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 onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
 onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
 optuna = ["optuna"]
@@ -5727,10 +5815,10 @@ tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.6,
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
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 tokenizers = ["tokenizers (>=0.14,<0.19)"]
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 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
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 devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
 
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+    {file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b1c0991c4fe256f5fdb19758f7eac7f47caac29a6c57d0de16a19048eb86bad"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2a8ea0f55a1396708e564595aaa6696c0d8af532340f477162ff6927ecc46e21"},
+    {file = "ujson-5.9.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:07e0cfdde5fd91f54cd2d7ffb3482c8ff1bf558abf32a8b953a5d169575ae1cd"},
+    {file = "ujson-5.9.0.tar.gz", hash = "sha256:89cc92e73d5501b8a7f48575eeb14ad27156ad092c2e9fc7e3cf949f07e75532"},
+]
+
 [[package]]
 name = "uri-template"
 version = "1.3.0"
@@ -6360,4 +6522,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "7bdced58e38f484dfcb53377b0b202437b76f762a7864041b5c49f4563ae84c1"
+content-hash = "3fdad838218ce74fd43403b6468349bf315f674d8624a61b75bb20c08d9f0c67"
diff --git a/pyproject.toml b/pyproject.toml
index f199c24..58f6942 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,6 +31,7 @@ langchain = "^0.0.230"
 openai = "^0.27.8"
 poethepoet = "^0.21.0"
 html5lib = "^1.1"
+anyio = "3.7.1"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.3.0"

From 30094c795bed34d47fc21f81502b0dbaaa1809fd Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan@ordesmain.datascience.ch.novalocal>
Date: Tue, 23 Jan 2024 08:44:44 +0100
Subject: [PATCH 05/16] feat(examples-draft): first draft to provide examples
 to prompt

---
 aikg/config/chroma.py         |   3 +
 aikg/flows/chroma_examples.py | 154 ++++++++++++++++++++++++++++++++++
 aikg/server.py                |  18 +++-
 aikg/utils/chat.py            |  17 ++++
 4 files changed, 191 insertions(+), 1 deletion(-)
 create mode 100644 aikg/flows/chroma_examples.py

diff --git a/aikg/config/chroma.py b/aikg/config/chroma.py
index ea919fd..f23a7cf 100644
--- a/aikg/config/chroma.py
+++ b/aikg/config/chroma.py
@@ -31,6 +31,8 @@ class ChromaConfig(BaseModel):
             The port of the ChromaDB server.
         collection_name:
             The name of the ChromaDB collection to store the index in.
+        collection_examples:
+            The name of the ChromaDB collection to store examples in.
         embedding_model_id:
             The HuggingFace ID of the embedding model to use.
         batch_size:
@@ -42,6 +44,7 @@ class ChromaConfig(BaseModel):
     host: str = os.environ.get("CHROMA_HOST", "127.0.0.1")
     port: int = int(os.environ.get("CHROMA_PORT", "8000"))
     collection_name: str = os.environ.get("CHROMA_COLLECTION", "test")
+    collection_examples: str = os.environ.get("CHROMA_COLLECTION", "examples")
     batch_size: int = int(os.environ.get("CHROMA_BATCH_SIZE", "50"))
     embedding_model: str = os.environ.get("CHROMA_MODEL", "all-mpnet-base-v2")
     persist_directory: str = os.environ.get("CHROMA_PERSIST_DIR", ".chroma/")
diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
new file mode 100644
index 0000000..50fe312
--- /dev/null
+++ b/aikg/flows/chroma_examples.py
@@ -0,0 +1,154 @@
+# kg-llm-interface
+# Copyright 2023 - Swiss Data Science Center (SDSC)
+# A partnership between École Polytechnique Fédérale de Lausanne (EPFL) and
+# Eidgenössische Technische Hochschule Zürich (ETHZ).
+#
+# 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
+#
+# http://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.
+
+"""This flow builds a ChromaDB vector index from RDF data in a SPARQL endpoint.
+
+For each subject in the target graph, a document is generated. The document consists of:
+* A human readable body made up of the annotations (rdfs:comment, rdf:label) associated with the subject.
+* Triples with the subject attached as metadata.
+
+The documents are then stored in a vector database. The embedding is computed using the document body,
+and triples included as metadata. The index is persisted to disk and can be subsequently loaded into memory
+for querying."""
+
+from pathlib import Path
+from typing import Optional, Tuple
+from typing_extensions import Annotated
+import uuid
+
+from chromadb.api import ClientAPI, Collection
+from dotenv import load_dotenv
+from langchain.schema import Document
+from more_itertools import chunked
+from prefect import flow, task
+from prefect import get_run_logger
+from rdflib import ConjunctiveGraph, Graph
+from SPARQLWrapper import SPARQLWrapper
+import typer
+
+from aikg.config import ChromaConfig, SparqlConfig
+from aikg.config.common import parse_yaml_config
+import aikg.utils.rdf as akrdf
+import aikg.utils.chroma as akchroma
+
+
+@task
+def init_chromadb(
+    host: str,
+    port: int,
+    collection_name: str,
+    embedding_model: str,
+    persist_directory: str,
+) -> Tuple[ClientAPI, Collection]:
+    """Prepare chromadb client."""
+    client = akchroma.setup_client(host, port, persist_directory=persist_directory)
+    coll = akchroma.setup_collection(client, collection_name, embedding_model)
+
+    return client, coll
+
+
+@task
+def index_batch(batch: list[Document]):
+    """Sends a batch of document for indexing in the vector store"""
+    coll.add(
+        ids=[str(uuid.uuid4()) for _ in batch],
+        documents=[doc.page_content for doc in batch],
+        metadatas=[doc.metadata for doc in batch],
+    )
+
+
+@flow
+def chroma_build_flow(
+    chroma_cfg: ChromaConfig = ChromaConfig(),
+    # sparql_cfg: SparqlConfig = SparqlConfig(),
+    # graph: Optional[str] = None,
+):
+    """Build a ChromaDB vector index from RDF data in a SPARQL endpoint.
+
+    Parameters
+    ----------
+    chroma_cfg:
+        ChromaDB configuration.
+    """
+    load_dotenv()
+    logger = get_run_logger()
+    logger.info("INFO Started")
+    # Connect to external resources
+    global coll
+    client, coll = init_chromadb(
+        chroma_cfg.host,
+        chroma_cfg.port,
+        chroma_cfg.collection_name,
+        chroma_cfg.embedding_model,
+        chroma_cfg.persist_directory,
+    )
+    kg = akrdf.setup_kg(
+        sparql_cfg.endpoint,
+        user=sparql_cfg.user,
+        password=sparql_cfg.password,
+    )
+
+    # Create subject documents
+    docs = sparql_to_documents(
+        kg,
+        graph=graph,
+    )
+
+    # Vectorize and index documents by batches to reduce overhead
+    logger.info(f"Indexing by batches of {chroma_cfg.batch_size} items")
+    embed_counter = 0
+    for batch in chunked(docs, chroma_cfg.batch_size):
+        embed_counter += len(batch)
+        index_batch(batch)
+    logger.info(f"Indexed {embed_counter} items.")
+
+
+def cli(
+    chroma_cfg_path: Annotated[
+        Optional[Path],
+        typer.Option(default=None, help="YAML file with Chroma client configuration."),
+    ] = None,
+    sparql_cfg_path: Annotated[
+        Optional[Path],
+        typer.Option(
+            default=None, help="YAML file with SPARQL endpoint configuration."
+        ),
+    ] = None,
+    graph: Annotated[
+        Optional[str],
+        typer.Option(
+            default=None,
+            help="URI of named graph from which to select triples to embed. If not set, the default graph is used.",
+        ),
+    ] = None,
+):
+    """Command line wrapper for RDF to ChromaDB index flow."""
+    chroma_cfg = (
+        parse_yaml_config(chroma_cfg_path, ChromaConfig)
+        if chroma_cfg_path
+        else ChromaConfig()
+    )
+    sparql_cfg = (
+        parse_yaml_config(sparql_cfg_path, SparqlConfig)
+        if sparql_cfg_path
+        else SparqlConfig()
+    )
+    chroma_build_flow(chroma_cfg, sparql_cfg, graph=graph)
+
+
+if __name__ == "__main__":
+    typer.run(cli)
diff --git a/aikg/server.py b/aikg/server.py
index 2cb8500..a283874 100644
--- a/aikg/server.py
+++ b/aikg/server.py
@@ -32,7 +32,7 @@
 from aikg.config import ChatConfig, ChromaConfig, SparqlConfig
 from aikg.config.common import parse_yaml_config
 from aikg.models import Conversation, Message
-from aikg.utils.chat import generate_answer, generate_sparql
+from aikg.utils.chat import generate_answer, generate_examples, generate_sparql
 from aikg.utils.llm import setup_llm_chain, setup_llm
 from aikg.utils.chroma import setup_collection, setup_client
 from aikg.utils.rdf import setup_kg, query_kg
@@ -58,6 +58,11 @@
     chroma_config.collection_name,
     chroma_config.embedding_model,
 )
+collection_examples = setup_collection(
+    client,
+    chroma_config.collection_examples,
+    chroma_config.embedding_model,
+)
 llm = setup_llm(chat_config.model_id, chat_config.max_new_tokens)
 # For now, both chains share the same model to spare memory
 answer_chain = setup_llm_chain(llm, chat_config.answer_template)
@@ -91,6 +96,17 @@ async def ask(question: str) -> Message:
     return Message(text=answer, sender="AI", time=datetime.now())
 
 
+@app.get("/examples/")
+async def ask(question: str) -> Message:
+    """Generate examples from question
+    and return examples to prompt."""
+    ...
+    examples = generate_examples(question, collection_examples, sparql_chain)
+    # results = query_kg(kg, query)
+    # answer = generate_answer(question, query, results, answer_chain)
+    return Message(text=examples, sender="AI", time=datetime.now())
+
+
 @app.get("/sparql/")
 async def sparql(question: str) -> Message:
     """Generate and return sparql query from question."""
diff --git a/aikg/utils/chat.py b/aikg/utils/chat.py
index 2da8179..0ff6122 100644
--- a/aikg/utils/chat.py
+++ b/aikg/utils/chat.py
@@ -71,6 +71,23 @@ def generate_sparql(
     return query
 
 
+def generate_examples(
+    question: str,
+    collection: Collection,
+    limit: int = 5,
+) -> str:
+    """Retrieve k-nearest examples from the vector store and return them."""
+
+    # Retrieve documents and triples from top k subjects
+    examples = collection.query(query_texts=question, n_results=limit)
+    # Extract triples and concatenate as a ntriples string
+    # triples = "\n".join([res.get("triples", "") for res in results["metadatas"][0]])
+    # Convert to turtle for better readability and fewer tokens
+    # triples = Graph().parse(data=triples).serialize(format="turtle")
+    # query = llm_chain.run(question_str=question, context_str=triples)
+    return examples
+
+
 def generate_answer(
     question: str,
     query: str,

From 8745471346796d917fba159b4e32958b251b7c7d Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan@ordesmain.datascience.ch.novalocal>
Date: Thu, 25 Jan 2024 11:20:44 +0100
Subject: [PATCH 06/16] feat(few-shot): implemented chromadb setup for examples
 questions and corresponding queries

---
 aikg/config/chroma.py         |  2 +-
 aikg/flows/chroma_examples.py | 64 ++++++++++++-----------------------
 aikg/utils/chat.py            | 35 ++++++++++++++-----
 aikg/utils/io.py              | 28 +++++++++++++++
 4 files changed, 77 insertions(+), 52 deletions(-)

diff --git a/aikg/config/chroma.py b/aikg/config/chroma.py
index f23a7cf..f173bc0 100644
--- a/aikg/config/chroma.py
+++ b/aikg/config/chroma.py
@@ -43,7 +43,7 @@ class ChromaConfig(BaseModel):
 
     host: str = os.environ.get("CHROMA_HOST", "127.0.0.1")
     port: int = int(os.environ.get("CHROMA_PORT", "8000"))
-    collection_name: str = os.environ.get("CHROMA_COLLECTION", "test")
+    collection_name: str = os.environ.get("CHROMA_COLLECTION", "schema")
     collection_examples: str = os.environ.get("CHROMA_COLLECTION", "examples")
     batch_size: int = int(os.environ.get("CHROMA_BATCH_SIZE", "50"))
     embedding_model: str = os.environ.get("CHROMA_MODEL", "all-mpnet-base-v2")
diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index 50fe312..804fa66 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -15,14 +15,14 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-"""This flow builds a ChromaDB vector index from RDF data in a SPARQL endpoint.
+"""This flow builds a ChromaDB vector index from examples including questions and corresponding SPARQL queries.
 
 For each subject in the target graph, a document is generated. The document consists of:
-* A human readable body made up of the annotations (rdfs:comment, rdf:label) associated with the subject.
-* Triples with the subject attached as metadata.
+* A human readable body made up of human readable questions
+* SPARQL queries attached as metadata.
 
-The documents are then stored in a vector database. The embedding is computed using the document body,
-and triples included as metadata. The index is persisted to disk and can be subsequently loaded into memory
+The documents are then stored in a vector database. The embedding is computed using the document body (questions),
+and SPAQRL queries included as metadata. The index is persisted to disk and can be subsequently loaded into memory
 for querying."""
 
 from pathlib import Path
@@ -36,13 +36,11 @@
 from more_itertools import chunked
 from prefect import flow, task
 from prefect import get_run_logger
-from rdflib import ConjunctiveGraph, Graph
-from SPARQLWrapper import SPARQLWrapper
 import typer
 
-from aikg.config import ChromaConfig, SparqlConfig
+from aikg.config import ChromaConfig
 from aikg.config.common import parse_yaml_config
-import aikg.utils.rdf as akrdf
+import aikg.utils.io as akio
 import aikg.utils.chroma as akchroma
 
 
@@ -72,12 +70,11 @@ def index_batch(batch: list[Document]):
 
 
 @flow
-def chroma_build_flow(
+def chroma_build_examples_flow(
+    chroma_input_dir: Path,
     chroma_cfg: ChromaConfig = ChromaConfig(),
-    # sparql_cfg: SparqlConfig = SparqlConfig(),
-    # graph: Optional[str] = None,
 ):
-    """Build a ChromaDB vector index from RDF data in a SPARQL endpoint.
+    """Build a ChromaDB vector index from examples.
 
     Parameters
     ----------
@@ -92,20 +89,14 @@ def chroma_build_flow(
     client, coll = init_chromadb(
         chroma_cfg.host,
         chroma_cfg.port,
-        chroma_cfg.collection_name,
+        chroma_cfg.collection_examples,
         chroma_cfg.embedding_model,
         chroma_cfg.persist_directory,
     )
-    kg = akrdf.setup_kg(
-        sparql_cfg.endpoint,
-        user=sparql_cfg.user,
-        password=sparql_cfg.password,
-    )
 
     # Create subject documents
-    docs = sparql_to_documents(
-        kg,
-        graph=graph,
+    docs = akio.get_sparql_examples(
+        input_path=chroma_input_dir,
     )
 
     # Vectorize and index documents by batches to reduce overhead
@@ -118,36 +109,25 @@ def chroma_build_flow(
 
 
 def cli(
+    chroma_input_dir: Annotated[
+        Path,
+        typer.Argument(
+            default=None,
+            help="Path to directory with example SPARQL queries",
+        ),
+    ],
     chroma_cfg_path: Annotated[
         Optional[Path],
         typer.Option(default=None, help="YAML file with Chroma client configuration."),
     ] = None,
-    sparql_cfg_path: Annotated[
-        Optional[Path],
-        typer.Option(
-            default=None, help="YAML file with SPARQL endpoint configuration."
-        ),
-    ] = None,
-    graph: Annotated[
-        Optional[str],
-        typer.Option(
-            default=None,
-            help="URI of named graph from which to select triples to embed. If not set, the default graph is used.",
-        ),
-    ] = None,
 ):
-    """Command line wrapper for RDF to ChromaDB index flow."""
+    """Command line wrapper for SPARQL examples to ChromaDB index flow."""
     chroma_cfg = (
         parse_yaml_config(chroma_cfg_path, ChromaConfig)
         if chroma_cfg_path
         else ChromaConfig()
     )
-    sparql_cfg = (
-        parse_yaml_config(sparql_cfg_path, SparqlConfig)
-        if sparql_cfg_path
-        else SparqlConfig()
-    )
-    chroma_build_flow(chroma_cfg, sparql_cfg, graph=graph)
+    chroma_build_examples_flow(chroma_input_dir, chroma_cfg)
 
 
 if __name__ == "__main__":
diff --git a/aikg/utils/chat.py b/aikg/utils/chat.py
index 0ff6122..a9c8a95 100644
--- a/aikg/utils/chat.py
+++ b/aikg/utils/chat.py
@@ -56,7 +56,11 @@ def post_process_answer(answer: str) -> str:
 
 
 def generate_sparql(
-    question: str, collection: Collection, llm_chain: LLMChain, limit: int = 5
+    question: str,
+    examples: str,
+    collection: Collection,
+    llm_chain: LLMChain,
+    limit: int = 5,
 ) -> str:
     """Retrieve k-nearest documents from the vector store and synthesize
     SPARQL query."""
@@ -67,7 +71,12 @@ def generate_sparql(
     triples = "\n".join([res.get("triples", "") for res in results["metadatas"][0]])
     # Convert to turtle for better readability and fewer tokens
     triples = Graph().parse(data=triples).serialize(format="turtle")
-    query = llm_chain.run(question_str=question, context_str=triples)
+    print(question)
+    print(triples)
+    print(examples)
+    query = llm_chain.run(
+        question_str=question, context_str=triples, examples_str=examples
+    )
     return query
 
 
@@ -76,16 +85,24 @@ def generate_examples(
     collection: Collection,
     limit: int = 5,
 ) -> str:
-    """Retrieve k-nearest examples from the vector store and return them."""
+    """Retrieve k-nearest questions from the examples in the vector store and return them
+    together with their correponding query."""
 
     # Retrieve documents and triples from top k subjects
     examples = collection.query(query_texts=question, n_results=limit)
-    # Extract triples and concatenate as a ntriples string
-    # triples = "\n".join([res.get("triples", "") for res in results["metadatas"][0]])
-    # Convert to turtle for better readability and fewer tokens
-    # triples = Graph().parse(data=triples).serialize(format="turtle")
-    # query = llm_chain.run(question_str=question, context_str=triples)
-    return examples
+    # Extract relevant information from dict
+    example_docs = examples["documents"][0]
+    example_meta = examples["metadatas"][0]
+    #
+    example_prompt = ""
+    for doc, meta in zip(example_docs, example_meta):
+        example_prompt += f"""
+        Question:
+        {doc}
+        Query:
+        {meta['query']}
+        """
+    return example_prompt
 
 
 def generate_answer(
diff --git a/aikg/utils/io.py b/aikg/utils/io.py
index b29bdc5..645ebe1 100644
--- a/aikg/utils/io.py
+++ b/aikg/utils/io.py
@@ -16,7 +16,10 @@
 # limitations under the License.
 
 import requests
+import os
 from pathlib import Path
+from typing import List
+from langchain.schema import Document
 
 from tqdm import tqdm
 
@@ -31,3 +34,28 @@ def download_file(url: str, output_path: str | Path):
         for chunk in tqdm(response.iter_content(chunk_size=8192)):
             if chunk:
                 f.write(chunk)
+
+
+def get_sparql_examples(input_path: str | Path) -> List[Document]:
+    """
+    Load SPARQL example query files with first line being the question (starting with #)
+    and the remaining lines being the query. We reformat this content into a document
+    where the page content is the question and the query is attached as metadata
+    """
+    # loop through example files from the input and create a doc with all examples
+    examples_docs = []
+    for file_name in os.listdir(input_path):
+        file_path = os.path.join(input_path, file_name)
+        with open(file_path) as f:
+            examples_temp = []
+            examples_temp.append(f.read())
+        # Splitting the file content into lines
+        lines = examples_temp[0].split("\n")
+        # Extracting the question (removing '#' from the first line)
+        question = lines[0].strip()[1:]
+        # Extracting the SPARQL query from the remaining lines
+        sparql_query = "\n".join(lines[1:])
+        examples_docs.append(
+            Document(page_content=question, metadata={"query": sparql_query})
+        )
+    return examples_docs

From ed14f6e768c39679ab48bec9c8d30fe81af059e3 Mon Sep 17 00:00:00 2001
From: supermaxiste <supermegaiperste@hotmail.com>
Date: Mon, 5 Feb 2024 13:18:04 +0100
Subject: [PATCH 07/16] fix: example env variable name

Co-authored-by: Cyril Matthey-Doret <cyril.matthey-doret@epfl.ch>
---
 aikg/config/chroma.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aikg/config/chroma.py b/aikg/config/chroma.py
index f173bc0..acf7c3a 100644
--- a/aikg/config/chroma.py
+++ b/aikg/config/chroma.py
@@ -44,7 +44,7 @@ class ChromaConfig(BaseModel):
     host: str = os.environ.get("CHROMA_HOST", "127.0.0.1")
     port: int = int(os.environ.get("CHROMA_PORT", "8000"))
     collection_name: str = os.environ.get("CHROMA_COLLECTION", "schema")
-    collection_examples: str = os.environ.get("CHROMA_COLLECTION", "examples")
+    collection_examples: str = os.environ.get("CHROMA_EXAMPLES", "examples")
     batch_size: int = int(os.environ.get("CHROMA_BATCH_SIZE", "50"))
     embedding_model: str = os.environ.get("CHROMA_MODEL", "all-mpnet-base-v2")
     persist_directory: str = os.environ.get("CHROMA_PERSIST_DIR", ".chroma/")

From 4b3cf6a6f7bb2a9dfdcc2db6f11b38498931ae61 Mon Sep 17 00:00:00 2001
From: supermaxiste <supermegaiperste@hotmail.com>
Date: Mon, 5 Feb 2024 13:18:28 +0100
Subject: [PATCH 08/16] suggestion(style): emphasis on pairs

Co-authored-by: Cyril Matthey-Doret <cyril.matthey-doret@epfl.ch>
---
 aikg/flows/chroma_examples.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index 804fa66..40996fc 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -15,7 +15,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-"""This flow builds a ChromaDB vector index from examples including questions and corresponding SPARQL queries.
+"""This flow builds a ChromaDB vector index from examples consisting of pairs of questions and SPARQL queries.
 
 For each subject in the target graph, a document is generated. The document consists of:
 * A human readable body made up of human readable questions

From 6b361238b0af307f58725a4b91f89bf84d759804 Mon Sep 17 00:00:00 2001
From: supermaxiste <supermegaiperste@hotmail.com>
Date: Mon, 5 Feb 2024 13:24:51 +0100
Subject: [PATCH 09/16] fix: add document input dir parameter

Co-authored-by: Cyril Matthey-Doret <cyril.matthey-doret@epfl.ch>
---
 aikg/flows/chroma_examples.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index 40996fc..ef02dbe 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -78,6 +78,8 @@ def chroma_build_examples_flow(
 
     Parameters
     ----------
+    chroma_input_dir:
+        Directory containing files with example question-query pairs. The files should be in sparql format, with the first line being the question as a comment.
     chroma_cfg:
         ChromaDB configuration.
     """

From 9cea0b1c90ed485f8e782d22ca08d1611e8966cb Mon Sep 17 00:00:00 2001
From: supermaxiste <supermegaiperste@hotmail.com>
Date: Mon, 5 Feb 2024 13:30:23 +0100
Subject: [PATCH 10/16] feat: add path validation options to chroma input_dir

Co-authored-by: Cyril Matthey-Doret <cyril.matthey-doret@epfl.ch>
---
 aikg/flows/chroma_examples.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index ef02dbe..a72382a 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -114,8 +114,10 @@ def cli(
     chroma_input_dir: Annotated[
         Path,
         typer.Argument(
-            default=None,
             help="Path to directory with example SPARQL queries",
+            exists=True,
+            file_okay=False,
+            dir_okay=True,
         ),
     ],
     chroma_cfg_path: Annotated[

From 8130850abb92f822c61c1095b12084abb09b449e Mon Sep 17 00:00:00 2001
From: supermaxiste <supermegaiperste@hotmail.com>
Date: Mon, 5 Feb 2024 13:30:45 +0100
Subject: [PATCH 11/16] chore: remove commented code

Co-authored-by: Cyril Matthey-Doret <cyril.matthey-doret@epfl.ch>
---
 aikg/server.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/aikg/server.py b/aikg/server.py
index a283874..5add0f8 100644
--- a/aikg/server.py
+++ b/aikg/server.py
@@ -102,8 +102,6 @@ async def ask(question: str) -> Message:
     and return examples to prompt."""
     ...
     examples = generate_examples(question, collection_examples, sparql_chain)
-    # results = query_kg(kg, query)
-    # answer = generate_answer(question, query, results, answer_chain)
     return Message(text=examples, sender="AI", time=datetime.now())
 
 

From 074176f865746ff615e0c1e771ac7a8b61d46037 Mon Sep 17 00:00:00 2001
From: supermaxiste <supermegaiperste@hotmail.com>
Date: Mon, 5 Feb 2024 13:31:06 +0100
Subject: [PATCH 12/16] fix: drop debugging print statement

Co-authored-by: Cyril Matthey-Doret <cyril.matthey-doret@epfl.ch>
---
 aikg/utils/chat.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/aikg/utils/chat.py b/aikg/utils/chat.py
index a9c8a95..e1bd35e 100644
--- a/aikg/utils/chat.py
+++ b/aikg/utils/chat.py
@@ -71,9 +71,6 @@ def generate_sparql(
     triples = "\n".join([res.get("triples", "") for res in results["metadatas"][0]])
     # Convert to turtle for better readability and fewer tokens
     triples = Graph().parse(data=triples).serialize(format="turtle")
-    print(question)
-    print(triples)
-    print(examples)
     query = llm_chain.run(
         question_str=question, context_str=triples, examples_str=examples
     )

From 537a9af78ce608b283f44f740633db4d95efe94c Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan@ordesmain.datascience.ch.novalocal>
Date: Mon, 5 Feb 2024 14:35:55 +0100
Subject: [PATCH 13/16] refactor: make parser for examples more flexible

---
 aikg/flows/chroma_examples.py | 22 ++++++++++++++-----
 aikg/utils/io.py              | 41 ++++++++++++++++-------------------
 2 files changed, 36 insertions(+), 27 deletions(-)

diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index a72382a..52f85bd 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -29,6 +29,7 @@
 from typing import Optional, Tuple
 from typing_extensions import Annotated
 import uuid
+import os
 
 from chromadb.api import ClientAPI, Collection
 from dotenv import load_dotenv
@@ -69,6 +70,16 @@ def index_batch(batch: list[Document]):
     )
 
 
+@task
+def get_sparql_examples(dir: Path) -> list[Document]:
+    # find files
+    files = []
+    for file_name in os.listdir(dir):
+        files.append(os.path.join(dir, file_name))
+    # provide each file as text stream to be parsed
+    return [akio.parse_sparql_example(open(ex)) for ex in files]
+
+
 @flow
 def chroma_build_examples_flow(
     chroma_input_dir: Path,
@@ -97,16 +108,17 @@ def chroma_build_examples_flow(
     )
 
     # Create subject documents
-    docs = akio.get_sparql_examples(
-        input_path=chroma_input_dir,
+    docs = get_sparql_examples(
+        dir=chroma_input_dir,
     )
 
     # Vectorize and index documents by batches to reduce overhead
     logger.info(f"Indexing by batches of {chroma_cfg.batch_size} items")
     embed_counter = 0
-    for batch in chunked(docs, chroma_cfg.batch_size):
-        embed_counter += len(batch)
-        index_batch(batch)
+    for doc in docs:
+        for batch in chunked(doc, chroma_cfg.batch_size):
+            embed_counter += len(batch)
+            index_batch(batch)
     logger.info(f"Indexed {embed_counter} items.")
 
 
diff --git a/aikg/utils/io.py b/aikg/utils/io.py
index 645ebe1..693d5eb 100644
--- a/aikg/utils/io.py
+++ b/aikg/utils/io.py
@@ -18,9 +18,8 @@
 import requests
 import os
 from pathlib import Path
-from typing import List
+from typing import List, TextIO
 from langchain.schema import Document
-
 from tqdm import tqdm
 
 
@@ -36,26 +35,24 @@ def download_file(url: str, output_path: str | Path):
                 f.write(chunk)
 
 
-def get_sparql_examples(input_path: str | Path) -> List[Document]:
+def parse_sparql_example(example: TextIO) -> List[Document]:
     """
-    Load SPARQL example query files with first line being the question (starting with #)
-    and the remaining lines being the query. We reformat this content into a document
+    Parse a text stream as input with first line being a question (starting with #)
+    and the remaining lines being a (SPARQL) query. We reformat this content into a document
     where the page content is the question and the query is attached as metadata
     """
-    # loop through example files from the input and create a doc with all examples
-    examples_docs = []
-    for file_name in os.listdir(input_path):
-        file_path = os.path.join(input_path, file_name)
-        with open(file_path) as f:
-            examples_temp = []
-            examples_temp.append(f.read())
-        # Splitting the file content into lines
-        lines = examples_temp[0].split("\n")
-        # Extracting the question (removing '#' from the first line)
-        question = lines[0].strip()[1:]
-        # Extracting the SPARQL query from the remaining lines
-        sparql_query = "\n".join(lines[1:])
-        examples_docs.append(
-            Document(page_content=question, metadata={"query": sparql_query})
-        )
-    return examples_docs
+    # Create temp variable to process text stream
+    example_temp = []
+    example_temp.append(example.read())
+    # Splitting the file content into lines
+    lines = example_temp[0].split("\n")
+    # Extracting the question (removing '#' from the first line)
+    question = lines[0].strip()[1:]
+    # Extracting the SPARQL query from the remaining lines
+    sparql_query = "\n".join(lines[1:])
+    # Create example document for the output
+    example_doc = []
+    example_doc.append(
+        Document(page_content=question, metadata={"query": sparql_query})
+    )
+    return example_doc

From 60a9afac539b0ece9425d8d78c9077b6043f2f54 Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan.milosavljevic@sdsc.ethz.ch>
Date: Mon, 19 Feb 2024 09:23:52 +0100
Subject: [PATCH 14/16] fix(examples): examples optional and improved looping

---
 aikg/config/chat.py           |  1 +
 aikg/flows/chroma_examples.py | 11 +++++------
 aikg/utils/chat.py            |  4 ++--
 3 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/aikg/config/chat.py b/aikg/config/chat.py
index aabb415..eea9f8f 100644
--- a/aikg/config/chat.py
+++ b/aikg/config/chat.py
@@ -62,6 +62,7 @@ class ChatConfig(BaseModel):
 When generating sparql:
 * Never enclose the sparql in back-quotes
 
+{examples_str}
 
 Use the following format:
 
diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index 52f85bd..8adf1a3 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -18,8 +18,8 @@
 """This flow builds a ChromaDB vector index from examples consisting of pairs of questions and SPARQL queries.
 
 For each subject in the target graph, a document is generated. The document consists of:
-* A human readable body made up of human readable questions
-* SPARQL queries attached as metadata.
+* A human readable question (document body)
+* A corresponding SPARQL query (document metadata)
 
 The documents are then stored in a vector database. The embedding is computed using the document body (questions),
 and SPAQRL queries included as metadata. The index is persisted to disk and can be subsequently loaded into memory
@@ -115,10 +115,9 @@ def chroma_build_examples_flow(
     # Vectorize and index documents by batches to reduce overhead
     logger.info(f"Indexing by batches of {chroma_cfg.batch_size} items")
     embed_counter = 0
-    for doc in docs:
-        for batch in chunked(doc, chroma_cfg.batch_size):
-            embed_counter += len(batch)
-            index_batch(batch)
+    for batch in chunked(docs, 2):
+        embed_counter += len(batch)
+        index_batch(batch)
     logger.info(f"Indexed {embed_counter} items.")
 
 
diff --git a/aikg/utils/chat.py b/aikg/utils/chat.py
index e1bd35e..f0de767 100644
--- a/aikg/utils/chat.py
+++ b/aikg/utils/chat.py
@@ -57,9 +57,9 @@ def post_process_answer(answer: str) -> str:
 
 def generate_sparql(
     question: str,
-    examples: str,
     collection: Collection,
     llm_chain: LLMChain,
+    examples: str = "",
     limit: int = 5,
 ) -> str:
     """Retrieve k-nearest documents from the vector store and synthesize
@@ -91,7 +91,7 @@ def generate_examples(
     example_docs = examples["documents"][0]
     example_meta = examples["metadatas"][0]
     #
-    example_prompt = ""
+    example_prompt = "Examples: \n\n"
     for doc, meta in zip(example_docs, example_meta):
         example_prompt += f"""
         Question:

From c25f6dfdb28abb4d84277f03bd0edd1a4f36e18a Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan.milosavljevic@sdsc.ethz.ch>
Date: Mon, 19 Feb 2024 09:39:15 +0100
Subject: [PATCH 15/16] fix(loop): restored chunk loop and added internal loop

---
 aikg/flows/chroma_examples.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index 8adf1a3..1b48bbc 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -115,9 +115,10 @@ def chroma_build_examples_flow(
     # Vectorize and index documents by batches to reduce overhead
     logger.info(f"Indexing by batches of {chroma_cfg.batch_size} items")
     embed_counter = 0
-    for batch in chunked(docs, 2):
+    for batch in chunked(docs, chroma_cfg.batch_size):
         embed_counter += len(batch)
-        index_batch(batch)
+        for doc in batch:
+            index_batch(doc)
     logger.info(f"Indexed {embed_counter} items.")
 
 

From 23d98c8468a756cdfba429b4179a346472ae0cbf Mon Sep 17 00:00:00 2001
From: Stefan Milosavljevic <stefan.milosavljevic@sdsc.ethz.ch>
Date: Wed, 28 Feb 2024 14:46:00 +0100
Subject: [PATCH 16/16] fix: get_sparql_example returns a doc instead of a list
 with  doc

---
 aikg/flows/chroma_examples.py | 3 +--
 aikg/utils/io.py              | 5 +----
 2 files changed, 2 insertions(+), 6 deletions(-)

diff --git a/aikg/flows/chroma_examples.py b/aikg/flows/chroma_examples.py
index 1b48bbc..7111956 100644
--- a/aikg/flows/chroma_examples.py
+++ b/aikg/flows/chroma_examples.py
@@ -117,8 +117,7 @@ def chroma_build_examples_flow(
     embed_counter = 0
     for batch in chunked(docs, chroma_cfg.batch_size):
         embed_counter += len(batch)
-        for doc in batch:
-            index_batch(doc)
+        index_batch(docs)
     logger.info(f"Indexed {embed_counter} items.")
 
 
diff --git a/aikg/utils/io.py b/aikg/utils/io.py
index 693d5eb..ccf23d1 100644
--- a/aikg/utils/io.py
+++ b/aikg/utils/io.py
@@ -51,8 +51,5 @@ def parse_sparql_example(example: TextIO) -> List[Document]:
     # Extracting the SPARQL query from the remaining lines
     sparql_query = "\n".join(lines[1:])
     # Create example document for the output
-    example_doc = []
-    example_doc.append(
-        Document(page_content=question, metadata={"query": sparql_query})
-    )
+    example_doc = Document(page_content=question, metadata={"query": sparql_query})
     return example_doc