diff --git a/README.md b/README.md
index 9ecf652..852d5f4 100644
--- a/README.md
+++ b/README.md
@@ -28,6 +28,7 @@ PyWhy-LLM seamlessly integrates into your existing causal inference process. Imp
 from pywhyllm.suggesters.model_suggester import ModelSuggester 
 from pywhyllm.suggesters.identification_suggester import IdentificationSuggester
 from pywhyllm.suggesters.validation_suggester import ValidationSuggester
+from pywhyllm.suggesters.augmented_model_suggester import AugmentedModelSuggester
 from pywhyllm import RelationshipStrategy
 
 ```
@@ -49,11 +50,22 @@ domain_expertises = modeler.suggest_domain_expertises(all_factors)
 # Suggest a set of potential confounders
 suggested_confounders = modeler.suggest_confounders(treatment, outcome, all_factors, domain_expertises)
 
-# Suggest pair-wise relationship between variables
+# Suggest pair-wise relationships between variables
 suggested_dag = modeler.suggest_relationships(treatment, outcome, all_factors, domain_expertises, RelationshipStrategy.Pairwise)
 ```
 
+### Retrieval Augmented Generation (RAG)-based Modeler
 
+```python
+# Create instance of Modeler
+modeler = AugmentedModelSuggester('gpt-4')
+
+treatment = "smoking"
+outcome = "lung cancer"
+
+# Suggest pair-wise relationship between two given variables, utilizing CauseNet for RAGing the LLM
+suggested_relationship = modeler.suggest_relationships(treatment, outcome)
+```
 
 ### Identifier
 
diff --git a/docs/notebooks/augmented_model_suggester_examples.ipynb b/docs/notebooks/augmented_model_suggester_examples.ipynb
new file mode 100644
index 0000000..e75fcce
--- /dev/null
+++ b/docs/notebooks/augmented_model_suggester_examples.ipynb
@@ -0,0 +1,156 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "pip install dotenv"
+      ],
+      "metadata": {
+        "id": "cmZerbMu6Uk4"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "EulKv3Km4nMa"
+      },
+      "outputs": [],
+      "source": [
+        "from dotenv import load_dotenv\n",
+        "import os\n",
+        "\n",
+        "load_dotenv()\n",
+        "\n",
+        "os.environ[\"OPENAI_API_KEY\"] = '' # specify your key here"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "pip install pywhyllm"
+      ],
+      "metadata": {
+        "collapsed": true,
+        "id": "83sxVcP97xlH"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Here we introduce the AugmentedModelSuggester class. Creating an instance of it enables the chosen LLM to utilize Retrieval Augmented Generation (RAG) to determine causality. It currently does this by searching the CauseNet dataset for a relevant causal pair and augmenting the LLM with the corresponding evidence/information stored in the dataset.\n",
+        "\n",
+        "CauseNet is a large-scale knowledge base of causal relations extracted from the web, created by Heindorf et al. (2020). CauseNet is available at [causenet.org](https://causenet.org) and is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0)."
+      ],
+      "metadata": {
+        "id": "DjYECuX84vbN"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pywhyllm.suggesters.augmented_model_suggester import AugmentedModelSuggester\n",
+        "\n",
+        "model = AugmentedModelSuggester('gpt-4')"
+      ],
+      "metadata": {
+        "id": "VdfEKuDLEYcU"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "AugmentedModelSuggester can suggest the pairwise relationship given two variables. If a relevant causal pair is found in CauseNet, the LLM is augmented with the aforementioned information in CauseNet. If not found, by default, the LLM will rely on its own knowledge."
+      ],
+      "metadata": {
+        "id": "dES0LwHV57eX"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "result = model.suggest_pairwise_relationship(\"smoking\", \"lung cancer\")"
+      ],
+      "metadata": {
+        "id": "D85ec6Pk5JzA"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "result"
+      ],
+      "metadata": {
+        "id": "W3bFehXh5SQl"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "result = model.suggest_pairwise_relationship(\"income\", \"exercise level\")"
+      ],
+      "metadata": {
+        "id": "odFkp921hQsX"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "result"
+      ],
+      "metadata": {
+        "id": "ZIeStj9OwIPe"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "result = model.suggest_pairwise_relationship(\"flooding\", \"rain\")"
+      ],
+      "metadata": {
+        "id": "Fm5XCFrRwKsV"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "result"
+      ],
+      "metadata": {
+        "id": "HDo098ICwzi7"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
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+async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
+attrs = ">=17.3.0"
+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
+
+[package.extras]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.2"
+description = "aiosignal: a list of registered asynchronous callbacks"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
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+[package.dependencies]
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+
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-description = "A configurable sidebar-enabled Sphinx theme"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 groups = ["docs"]
 files = [
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 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
 name = "anyio"
-version = "4.1.0"
+version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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+    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
+    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [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) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
-trio = ["trio (>=0.23)"]
+doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.3"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
-python-versions = "*"
-groups = ["main", "dev", "docs"]
+python-versions = ">=3.6"
+groups = ["dev", "docs"]
+markers = "platform_system == \"Darwin\""
 files = [
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 ]
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 [[package]]
 name = "argon2-cffi"
-version = "23.1.0"
+version = "25.1.0"
 description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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+    {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
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 ]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
-[package.extras]
-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"
 version = "21.2.0"
@@ -140,100 +271,180 @@ test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock
 
 [[package]]
 name = "asttokens"
-version = "2.4.1"
+version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
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-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
 ]
 
-[package.dependencies]
-six = ">=1.12.0"
-
 [package.extras]
-astroid = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\""]
-test = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\"", "pytest"]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-lru"
-version = "2.0.4"
+version = "2.0.5"
 description = "Simple LRU cache for asyncio"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+
+[[package]]
+name = "async-timeout"
+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version < \"3.11\""
+files = [
+    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
+    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+]
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
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+    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
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+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev", "docs"]
 files = [
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+
+[[package]]
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+optional = false
+python-versions = ">=3.7,<4.0"
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+    {file = "bcrypt-4.3.0.tar.gz", hash = "sha256:3a3fd2204178b6d2adcf09cb4f6426ffef54762577a7c9b54c159008cb288c18"},
 ]
 
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.2"
+version = "4.13.4"
 description = "Screen-scraping library"
 optional = false
-python-versions = ">=3.6.0"
+python-versions = ">=3.7.0"
 groups = ["dev", "docs"]
 files = [
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+    {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
+typing-extensions = ">=4.0.0"
 
 [package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
@@ -288,211 +499,330 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "6.1.0"
+version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "docs"]
 files = [
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+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
 ]
 
 [package.dependencies]
-six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
+
+[[package]]
+name = "build"
+version = "1.2.2.post1"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "os_name == \"nt\""}
+importlib-metadata = {version = ">=4.6", markers = "python_full_version < \"3.10.2\""}
+packaging = ">=19.1"
+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)"]
+test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0) ; python_version < \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.11\"", "setuptools (>=67.8.0) ; python_version >= \"3.12\"", "wheel (>=0.36.0)"]
+typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
+uv = ["uv (>=0.1.18)"]
+virtualenv = ["virtualenv (>=20.0.35)"]
+
+[[package]]
+name = "cachetools"
+version = "5.5.2"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2025.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 groups = ["main", "dev", "docs"]
 files = [
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+    {file = "certifi-2025.6.15.tar.gz", hash = "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "docs"]
+groups = ["main", "dev", "docs"]
 files = [
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 [package.dependencies]
 pycparser = "*"
 
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 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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 name = "decorator"
-version = "5.1.1"
+version = "5.2.1"
 description = "Decorators for Humans"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
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@@ -813,18 +1216,6 @@ files = [
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-optional = false
-python-versions = ">=3"
-groups = ["main"]
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-
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 version = "1.9.0"
@@ -849,32 +1240,47 @@ files = [
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 ]
 
+[[package]]
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+version = "0.10"
+description = "Module for converting between datetime.timedelta and Go's Duration strings."
+optional = false
+python-versions = "*"
+groups = ["main"]
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+
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+version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
-markers = "python_version <= \"3.10\""
+groups = ["main", "dev", "docs"]
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+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
 [[package]]
 name = "executing"
-version = "2.0.1"
+version = "2.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
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 [package.extras]
@@ -882,93 +1288,122 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
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 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 groups = ["dev", "docs"]
 files = [
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 [package.extras]
 devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
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+
+[[package]]
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+    {file = "httptools-0.6.4.tar.gz", hash = "sha256:4e93eee4add6493b59a5c514da98c939b244fce4a0d8879cd3f466562f4b7d5c"},
+]
+
+[package.extras]
+test = ["Cython (>=0.29.24)"]
+
 [[package]]
 name = "httpx"
 version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1120,18 +1943,87 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.1"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "httpx_sse-0.4.1-py3-none-any.whl", hash = "sha256:cba42174344c3a5b06f255ce65b350880f962d99ead85e776f23c6618a377a37"},
+    {file = "httpx_sse-0.4.1.tar.gz", hash = "sha256:8f44d34414bc7b21bf3602713005c5df4917884f76072479b21f68befa4ea26e"},
+]
+
+[[package]]
+name = "huggingface-hub"
+version = "0.33.1"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+optional = false
+python-versions = ">=3.8.0"
+groups = ["main"]
+files = [
+    {file = "huggingface_hub-0.33.1-py3-none-any.whl", hash = "sha256:ec8d7444628210c0ba27e968e3c4c973032d44dcea59ca0d78ef3f612196f095"},
+    {file = "huggingface_hub-0.33.1.tar.gz", hash = "sha256:589b634f979da3ea4b8bdb3d79f97f547840dc83715918daf0b64209c0844c7b"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "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"]
+hf-transfer = ["hf-transfer (>=0.1.4)"]
+hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
+inference = ["aiohttp"]
+mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
+quality = ["libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
+[[package]]
+name = "humanfriendly"
+version = "10.0"
+description = "Human friendly output for text interfaces using Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+files = [
+    {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
+    {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
+]
+
+[package.dependencies]
+pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
+
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "imagesize"
 version = "1.4.1"
@@ -1146,67 +2038,75 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.0"
+version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev", "docs"]
-markers = "python_version < \"3.10\""
+python-versions = ">=3.9"
+groups = ["main", "dev", "docs"]
 files = [
-    {file = "importlib_metadata-7.0.0-py3-none-any.whl", hash = "sha256:d97503976bb81f40a193d41ee6570868479c69d5068651eb039c40d850c59d67"},
-    {file = "importlib_metadata-7.0.0.tar.gz", hash = "sha256:7fc841f8b8332803464e5dc1c63a2e59121f46ca186c0e2e182e80bf8c1319f7"},
+    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
+    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
 ]
+markers = {dev = "python_version < \"3.10\"", docs = "python_version < \"3.10\""}
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [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"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\"", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.1"
+version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
-python-versions = ">=3.8"
-groups = ["docs"]
-markers = "python_version < \"3.10\""
+python-versions = ">=3.9"
+groups = ["main", "docs"]
 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"},
+    {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
+    {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
 ]
+markers = {docs = "python_version < \"3.10\""}
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [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) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\"", "pytest-ruff", "zipp (>=3.17)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "2.0.0"
+version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
-    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
+    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
 ]
 
 [[package]]
 name = "ipykernel"
-version = "6.27.1"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "docs"]
 files = [
-    {file = "ipykernel-6.27.1-py3-none-any.whl", hash = "sha256:dab88b47f112f9f7df62236511023c9bdeef67abc73af7c652e4ce4441601686"},
-    {file = "ipykernel-6.27.1.tar.gz", hash = "sha256:7d5d594b6690654b4d299edba5e872dc17bb7396a8d0609c97cb7b8a1c605de6"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
@@ -1220,7 +2120,7 @@ matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
 psutil = "*"
-pyzmq = ">=20"
+pyzmq = ">=24"
 tornado = ">=6.1"
 traitlets = ">=5.4.0"
 
@@ -1229,66 +2129,115 @@ 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 (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "docs"]
+markers = "python_version < \"3.11\""
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
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 ]
 
 [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"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [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 (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "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 (<7)", "pytest (<7.1)", "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 (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
+
+[[package]]
+name = "ipython"
+version = "9.3.0"
+description = "IPython: Productive Interactive Computing"
+optional = false
+python-versions = ">=3.11"
+groups = ["main", "dev", "docs"]
+markers = "python_version >= \"3.11\""
+files = [
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+
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+ipython-pygments-lexers = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
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+pygments = ">=2.4.0"
+stack_data = "*"
+traitlets = ">=5.13.0"
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+
+[package.extras]
+all = ["ipython[doc,matplotlib,test,test-extra]"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib"]
+test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipykernel", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbclient", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev", "docs"]
+markers = "python_version >= \"3.11\""
+files = [
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+]
+
+[package.dependencies]
+pygments = "*"
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.1"
+version = "8.1.7"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
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 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.9,<3.1.0"
+jupyterlab_widgets = ">=3.0.15,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.9,<4.1.0"
+widgetsnbextension = ">=4.0.14,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -1326,23 +2275,23 @@ plugins = ["setuptools"]
 
 [[package]]
 name = "jedi"
-version = "0.19.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev", "docs"]
 files = [
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+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.3,<0.9.0"
+parso = ">=0.8.4,<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 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
@@ -1350,7 +2299,7 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev", "docs"]
+groups = ["main", "dev", "docs"]
 files = [
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@@ -1364,127 +2313,155 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
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+version = "0.10.0"
 description = "Fast iterable JSON parser."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
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-    {file = "jiter-0.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:e8b36d8a16a61993be33e75126ad3d8aa29cf450b09576f3c427d27647fcb4aa"},
-    {file = "jiter-0.9.0.tar.gz", hash = "sha256:aadba0964deb424daa24492abc3d229c60c4a31bfee205aedbf1acc7639d7893"},
+    {file = "joblib-1.5.1-py3-none-any.whl", hash = "sha256:4719a31f054c7d766948dcd83e9613686b27114f190f717cec7eaa2084f8a74a"},
+    {file = "joblib-1.5.1.tar.gz", hash = "sha256:f4f86e351f39fe3d0d32a9f2c3d8af1ee4cec285aafcb27003dda5205576b444"},
 ]
 
 [[package]]
 name = "json5"
-version = "0.9.14"
+version = "0.12.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8.0"
 groups = ["dev"]
 files = [
-    {file = "json5-0.9.14-py2.py3-none-any.whl", hash = "sha256:740c7f1b9e584a468dbb2939d8d458db3427f2c93ae2139d05f47e453eae964f"},
-    {file = "json5-0.9.14.tar.gz", hash = "sha256:9ed66c3a6ca3510a976a9ef9b8c0787de24802724ab1860bc0153c7fdd589b02"},
+    {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"},
+    {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
 ]
 
 [package.extras]
-dev = ["hypothesis"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.4) ; python_version < \"3.9\"", "coverage (==7.8.0) ; python_version >= \"3.9\"", "mypy (==1.14.1) ; python_version < \"3.9\"", "mypy (==1.15.0) ; python_version >= \"3.9\"", "pip (==25.0.1)", "pylint (==3.2.7) ; python_version < \"3.9\"", "pylint (==3.3.6) ; python_version >= \"3.9\"", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
+
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["main"]
+files = [
+    {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
+    {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
+]
+
+[package.dependencies]
+jsonpointer = ">=1.9"
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
-groups = ["dev"]
+python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
-    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
 name = "jsonschema"
-version = "4.20.0"
+version = "4.24.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev", "docs"]
+python-versions = ">=3.9"
+groups = ["main", "dev", "docs"]
 files = [
-    {file = "jsonschema-4.20.0-py3-none-any.whl", hash = "sha256:ed6231f0429ecf966f5bc8dfef245998220549cbbcf140f913b7464c52c3b6b3"},
-    {file = "jsonschema-4.20.0.tar.gz", hash = "sha256:4f614fd46d8d61258610998997743ec5492a648b33cf478c1ddc23ed4598a5fa"},
+    {file = "jsonschema-4.24.0-py3-none-any.whl", hash = "sha256:a462455f19f5faf404a7902952b6f0e3ce868f3ee09a359b05eca6673bd8412d"},
+    {file = "jsonschema-4.24.0.tar.gz", hash = "sha256:0b4e8069eb12aedfa881333004bccaec24ecef5a8a6a4b6df142b2cc9599d196"},
 ]
 
 [package.dependencies]
@@ -1499,22 +2476,22 @@ rfc3339-validator = {version = "*", optional = true, markers = "extra == \"forma
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.11.2"
+version = "2025.4.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev", "docs"]
+python-versions = ">=3.9"
+groups = ["main", "dev", "docs"]
 files = [
-    {file = "jsonschema_specifications-2023.11.2-py3-none-any.whl", hash = "sha256:e74ba7c0a65e8cb49dc26837d6cfe576557084a8b423ed16a420984228104f93"},
-    {file = "jsonschema_specifications-2023.11.2.tar.gz", hash = "sha256:9472fc4fea474cd74bea4a2b190daeccb5a9e4db2ea80efcf7a1b582fc9a81b8"},
+    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
 ]
 
 [package.dependencies]
@@ -1542,14 +2519,14 @@ notebook = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.0"
+version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "docs"]
 files = [
-    {file = "jupyter_client-8.6.0-py3-none-any.whl", hash = "sha256:909c474dbe62582ae62b758bca86d6518c85234bdee2d908c778db6d72f39d99"},
-    {file = "jupyter_client-8.6.0.tar.gz", hash = "sha256:0642244bb83b4764ae60d07e010e15f0e2d275ec4e918a8f7b80fbbef3ca60c7"},
+    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
+    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
 ]
 
 [package.dependencies]
@@ -1562,7 +2539,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-console"
@@ -1591,14 +2568,14 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.5.0"
+version = "5.8.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "docs"]
 files = [
-    {file = "jupyter_core-5.5.0-py3-none-any.whl", hash = "sha256:e11e02cd8ae0a9de5c6c44abf5727df9f2581055afe00b22183f621ba3585805"},
-    {file = "jupyter_core-5.5.0.tar.gz", hash = "sha256:880b86053bf298a8724994f95e99b99130659022a4f7f45f563084b6223861d3"},
+    {file = "jupyter_core-5.8.1-py3-none-any.whl", hash = "sha256:c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0"},
+    {file = "jupyter_core-5.8.1.tar.gz", hash = "sha256:0a5f9706f70e64786b75acba995988915ebd4601c8a52e534a40b51c95f59941"},
 ]
 
 [package.dependencies]
@@ -1607,23 +2584,24 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.9.0"
+version = "0.12.0"
 description = "Jupyter Event System library"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jupyter_events-0.9.0-py3-none-any.whl", hash = "sha256:d853b3c10273ff9bc8bb8b30076d65e2c9685579db736873de6c2232dde148bf"},
-    {file = "jupyter_events-0.9.0.tar.gz", hash = "sha256:81ad2e4bc710881ec274d31c6c50669d71bbaa5dd9d01e600b56faa85700d399"},
+    {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
+    {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
 ]
 
 [package.dependencies]
 jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
+packaging = "*"
 python-json-logger = ">=2.0.4"
 pyyaml = ">=5.3"
 referencing = "*"
@@ -1633,19 +2611,19 @@ traitlets = ">=5.3"
 
 [package.extras]
 cli = ["click", "rich"]
-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
+docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8)", "sphinxcontrib-spelling"]
 test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.1"
+version = "2.2.5"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "jupyter-lsp-2.2.1.tar.gz", hash = "sha256:b17fab6d70fe83c8896b0cff59237640038247c196056b43684a0902b6a9e0fb"},
-    {file = "jupyter_lsp-2.2.1-py3-none-any.whl", hash = "sha256:17a689910c5e4ae5e7d334b02f31d08ffbe98108f6f658fb05e4304b4345368b"},
+    {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
+    {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
 ]
 
 [package.dependencies]
@@ -1654,51 +2632,51 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.12.1"
+version = "2.16.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jupyter_server-2.12.1-py3-none-any.whl", hash = "sha256:fd030dd7be1ca572e4598203f718df6630c12bd28a599d7f1791c4d7938e1010"},
-    {file = "jupyter_server-2.12.1.tar.gz", hash = "sha256:dc77b7dcc5fc0547acba2b2844f01798008667201eea27c6319ff9257d700a6d"},
+    {file = "jupyter_server-2.16.0-py3-none-any.whl", hash = "sha256:3d8db5be3bc64403b1c65b400a1d7f4647a5ce743f3b20dbdefe8ddb7b55af9e"},
+    {file = "jupyter_server-2.16.0.tar.gz", hash = "sha256:65d4b44fdf2dcbbdfe0aa1ace4a842d4aaf746a2b7b168134d5aaed35621b7f6"},
 ]
 
 [package.dependencies]
 anyio = ">=3.1.0"
-argon2-cffi = "*"
-jinja2 = "*"
+argon2-cffi = ">=21.1"
+jinja2 = ">=3.0.3"
 jupyter-client = ">=7.4.4"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.9.0"
-jupyter-server-terminals = "*"
+jupyter-events = ">=0.11.0"
+jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
-overrides = "*"
-packaging = "*"
-prometheus-client = "*"
-pywinpty = {version = "*", markers = "os_name == \"nt\""}
+overrides = ">=5.0"
+packaging = ">=22.0"
+prometheus-client = ">=0.9"
+pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
 pyzmq = ">=24"
 send2trash = ">=1.8.2"
 terminado = ">=0.8.3"
 tornado = ">=6.2.0"
 traitlets = ">=5.6.0"
-websocket-client = "*"
+websocket-client = ">=1.7"
 
 [package.extras]
-docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
-test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
+docs = ["ipykernel", "jinja2", "jupyter-client", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.5.0"
+version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "jupyter_server_terminals-0.5.0-py3-none-any.whl", hash = "sha256:2fc0692c883bfd891f4fba0c4b4a684a37234b0ba472f2e97ed0a3888f46e1e4"},
-    {file = "jupyter_server_terminals-0.5.0.tar.gz", hash = "sha256:ebcd68c9afbf98a480a533e6f3266354336e645536953b7abcc7bdeebc0154a3"},
+    {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
+    {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
 ]
 
 [package.dependencies]
@@ -1711,36 +2689,39 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.9"
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@@ -1756,14 +2737,14 @@ files = [
 
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 mypy_extensions = ">=1.0.0"
+pathspec = ">=0.9.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 typing_extensions = ">=4.6.0"
 
@@ -2159,26 +3798,26 @@ reports = ["lxml"]
 
 [[package]]
 name = "mypy-extensions"
-version = "1.0.0"
+version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = ">=3.5"
-groups = ["dev"]
+python-versions = ">=3.8"
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 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "nbconvert"
@@ -2273,69 +3912,69 @@ traitlets = ">=5"
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.8"
+version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
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 [[package]]
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-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
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 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
 
 [package.extras]
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 [[package]]
 name = "notebook-shim"
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 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
@@ -2346,52 +3985,413 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "numpy"
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+version = "2.0.2"
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 name = "pastel"
@@ -2575,7 +4762,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main", "dev", "docs"]
-markers = "sys_platform != \"win32\""
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+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
 typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.1.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.3.8"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.8"
-groups = ["main", "dev", "docs"]
+python-versions = ">=3.9"
+groups = ["dev", "docs"]
 files = [
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-    {file = "platformdirs-4.1.0.tar.gz", hash = "sha256:906d548203468492d432bcb294d4bc2fff751bf84971fbb2c10918cc206ee420"},
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 ]
 
 [package.extras]
-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)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
 ]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "poethepoet"
@@ -2735,16 +4924,41 @@ tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 [package.extras]
 poetry-plugin = ["poetry (>=1.2.0,<3.0.0) ; python_version < \"4.0\""]
 
+[[package]]
+name = "posthog"
+version = "6.0.0"
+description = "Integrate PostHog into any python application."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "posthog-6.0.0.tar.gz", hash = "sha256:b7bfa0da03bd9240891885d3e44b747e62192ac9ee6da280f45320f4ad3479e0"},
+]
+
+[package.dependencies]
+backoff = ">=1.10.0"
+distro = ">=1.5.0"
+python-dateutil = ">=2.2"
+requests = ">=2.7,<3.0"
+six = ">=1.5"
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+dev = ["django-stubs", "lxml", "mypy", "mypy-baseline", "packaging", "pre-commit", "pydantic", "ruff", "setuptools", "tomli", "tomli_w", "twine", "types-mock", "types-python-dateutil", "types-requests", "types-setuptools", "types-six", "wheel"]
+langchain = ["langchain (>=0.2.0)"]
+test = ["anthropic", "coverage", "django", "freezegun (==1.5.1)", "google-genai", "langchain-anthropic (>=0.3.15)", "langchain-community (>=0.3.25)", "langchain-core (>=0.3.65)", "langchain-openai (>=0.3.22)", "langgraph (>=0.4.8)", "mock (>=2.0.0)", "openai", "parameterized (>=0.8.1)", "pydantic", "pytest", "pytest-asyncio", "pytest-timeout"]
+
 [[package]]
 name = "prometheus-client"
-version = "0.19.0"
+version = "0.22.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-    {file = "prometheus_client-0.19.0.tar.gz", hash = "sha256:4585b0d1223148c27a225b10dbec5ae9bc4c81a99a3fa80774fa6209935324e1"},
+    {file = "prometheus_client-0.22.1-py3-none-any.whl", hash = "sha256:cca895342e308174341b2cbf99a56bef291fbc0ef7b9e5412a0f26d653ba7094"},
+    {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"},
 ]
 
 [package.extras]
@@ -2752,47 +4966,171 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.42"
+version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
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+    {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
+    {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
 ]
 
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "propcache"
+version = "0.3.2"
+description = "Accelerated property cache"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 typing-inspection = ">=0.4.0"
 
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 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydantic-settings"
+version = "2.10.1"
+description = "Settings management using Pydantic"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+[package.dependencies]
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+typing-inspection = ">=0.4.0"
+
+[package.extras]
+aws-secrets-manager = ["boto3 (>=1.35.0)", "boto3-stubs[secretsmanager]"]
+azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
+gcp-secret-manager = ["google-cloud-secret-manager (>=2.23.1)"]
+toml = ["tomli (>=2.0.1)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
 [[package]]
 name = "pydata-sphinx-theme"
 version = "0.9.0"
@@ -3007,47 +5549,85 @@ test = ["pydata-sphinx-theme[doc]", "pytest"]
 
 [[package]]
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-version = "3.2.0"
+version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
-python-versions = ">=3.8"
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 [package.extras]
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 windows-terminal = ["colorama (>=0.4.6)"]
 
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 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
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+version = "0.48.9"
+description = "A SQL query builder API for Python"
+optional = false
+python-versions = "*"
+groups = ["main"]
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+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+
 [[package]]
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@@ -3073,19 +5653,20 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 
 [[package]]
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-pytest = ">=4.6"
+pluggy = ">=1.2"
+pytest = ">=6.2.5"
 
 [package.extras]
 testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
@@ -3107,83 +5688,107 @@ pytest = ">=5,<9"
 
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 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
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+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.9"
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 [[package]]
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 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -3491,6 +6107,40 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "2.0.0"
+description = "OAuthlib authentication support for Requests."
+optional = false
+python-versions = ">=3.4"
+groups = ["main"]
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+
+[package.dependencies]
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+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
+[[package]]
+name = "requests-toolbelt"
+version = "1.0.0"
+description = "A utility belt for advanced users of python-requests"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
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+
 [[package]]
 name = "rfc3339-validator"
 version = "0.1.4"
@@ -3519,114 +6169,412 @@ files = [
 ]
 
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-name = "rpds-py"
-version = "0.13.2"
-description = "Python bindings to Rust's persistent data structures (rpds)"
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+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
+[[package]]
+name = "rpds-py"
+version = "0.25.1"
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+numpy = ">=1.25.2,<2.6"
+
+[package.extras]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
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+
 [[package]]
 name = "seaborn"
 version = "0.12.2"
@@ -3651,14 +6599,14 @@ stats = ["scipy (>=1.3)", "statsmodels (>=0.10)"]
 
 [[package]]
 name = "send2trash"
-version = "1.8.2"
+version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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 groups = ["dev"]
 files = [
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 ]
 
 [package.extras]
@@ -3666,17 +6614,47 @@ nativelib = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\"", "pywin32 ; s
 objc = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\""]
 win32 = ["pywin32 ; sys_platform == \"win32\""]
 
+[[package]]
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+optional = false
+python-versions = ">=3.9"
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+scipy = "*"
+torch = ">=1.11.0"
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+transformers = ">=4.41.0,<5.0.0"
+typing_extensions = ">=4.5.0"
+
+[package.extras]
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+openvino = ["optimum-intel[openvino] (>=1.20.0)"]
+train = ["accelerate (>=0.20.3)", "datasets"]
+
 [[package]]
 name = "setuptools"
-version = "78.1.0"
+version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
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 ]
+markers = {main = "platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
@@ -3687,52 +6665,64 @@ enabler = ["pytest-enabler (>=2.2)"]
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+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
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-description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
+version = "3.0.1"
+description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
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-python-versions = "*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
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+version = "2.7"
 description = "A modern CSS selector implementation for Beautiful Soup."
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 python-versions = ">=3.8"
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 files = [
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 [[package]]
@@ -3836,40 +6826,42 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
-version = "1.0.4"
+version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["docs"]
 files = [
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 ]
 
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-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
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-version = "1.0.2"
-description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document."
+version = "2.0.0"
+description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
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-python-versions = ">=3.5"
+python-versions = ">=3.9"
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 files = [
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
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-version = "0.4"
-description = ""
+version = "0.5"
+description = "Sphinx extension googleanalytics"
 optional = false
 python-versions = "*"
 groups = ["docs"]
@@ -3883,22 +6875,23 @@ Sphinx = ">=0.6"
 type = "git"
 url = "https://github.com/sphinx-contrib/googleanalytics.git"
 reference = "master"
-resolved_reference = "d4c6801e0529af6e366e9961ce62b65a51fe7353"
+resolved_reference = "81bf73543b8a82c727024df7a86ff3df1683996b"
 
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-python-versions = ">=3.8"
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
 [[package]]
@@ -3933,36 +6926,134 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
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-version = "1.0.3"
-description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document."
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-test = ["pytest"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
 
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-description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
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+description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
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-python-versions = ">=3.5"
+python-versions = ">=3.9"
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
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 version = "0.6.3"
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 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
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 name = "webcolors"
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 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
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-[package.extras]
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-tests = ["pytest", "pytest-cov"]
-
 [[package]]
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 version = "0.5.1"
@@ -4288,51 +7872,366 @@ files = [
 
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 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
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 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
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 ]
 
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
 [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 = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7) ; platform_python_implementation != \"PyPy\"", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\"", "pytest-ruff"]
+cffi = ["cffi (>=1.11)"]
 
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.13"
-content-hash = "8017cc8ee476462c09e6ede2bb26b9a11c6e0564b12a8c809c2aabebad55fd19"
+content-hash = "469c9166d82aa6ee0eeaeae949d156cc3fec42d95fce250605f6e46fb950cb9f"
diff --git a/pyproject.toml b/pyproject.toml
index 1fe6858..fa14ef5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,6 +55,15 @@ networkx = "<=3.2.1"
 guidance = ">=0.2"
 openai = ">=1.70"
 pydantic = ">=2.11"
+langchain = ">=0.3.25"
+langchain-chroma = ">=0.2.4"
+langchain-community = ">=0.3.24"
+langchain-core = ">=0.3.60"
+langchain-openai = "0.3.26"
+langchain-huggingface = ">=0.2.0"
+rank-bm25 = ">=0.2.2"
+sentence-transformers = ">=4.1.0"
+onnxruntime = "1.16.3"
 
 [tool.poetry.group.dev.dependencies]
 poethepoet = "^0.33.0"
@@ -110,7 +119,7 @@ _isort_check = 'isort --check .'
 
 # testing tasks
 test = "pytest -v -m 'not advanced' --durations=0 --durations-min=60.0"
-test_no_notebooks= "pytest -v -m 'not advanced and not notebook' --durations=0 --durations-min=60.0"
+test_no_notebooks = "pytest -v -m 'not advanced and not notebook' --durations=0 --durations-min=60.0"
 test_durations = "poetry run poe test --store-durations"
 test_advanced = "pytest -v"
 test_focused = "pytest -v -m 'focused'"
diff --git a/pywhyllm/suggesters/augmented_model_suggester.py b/pywhyllm/suggesters/augmented_model_suggester.py
new file mode 100644
index 0000000..7319ecd
--- /dev/null
+++ b/pywhyllm/suggesters/augmented_model_suggester.py
@@ -0,0 +1,75 @@
+import logging
+import re
+
+from .simple_model_suggester import SimpleModelSuggester
+from pywhyllm.utils.data_loader import download_causenet, load_causenet_json, create_causenet_dict
+from pywhyllm.utils.augmented_model_suggester_utils import *
+
+
+class AugmentedModelSuggester(SimpleModelSuggester):
+    """
+        A class that extends SimpleModelSuggester and currently provides methods for suggesting causal relationships between variables by leveraging the CauseNet dataset for Retrieval Augmented Generation (RAG).
+
+        Methods:
+        - suggest_pairwise_relationship(variable1: str, variable2: str) -> List[str]:
+            Suggests the causal relationship between two variables and returns a list containing the cause, effect, and a description of the relationship.
+        """
+
+    def __init__(self, llm, file_path: str = 'data/causenet-precision.jsonl.bz2'):
+        """
+        Initialize the AugmentedModelSuggester with a language model and download CauseNet data.
+
+        Args:
+            llm: The language model instance to be used for querying.
+            file_path (str, optional): Path to save the downloaded CauseNet JSONL file.
+                                      Defaults to 'data/causenet-precision.jsonl.bz2'.
+        """
+
+        super().__init__(llm)
+        self.file_path = file_path
+
+        logging.basicConfig(level=logging.INFO)
+        url = "https://groups.uni-paderborn.de/wdqa/causenet/causality-graphs/causenet-precision.jsonl.bz2"
+        success = download_causenet(url, file_path)
+
+        if success:
+            print(f"File downloaded to {file_path}")
+            json_data = load_causenet_json(file_path)
+            self.causenet_dict = create_causenet_dict(json_data)
+        else:
+            print("Download failed")
+
+    def suggest_pairwise_relationship(self, variable1: str, variable2: str):
+        """
+            Suggests a cause-and-effect relationship between two variables, leveraging the CauseNet dataset for Retrieval Augmented Generation (RAG).
+            If a relevant causal pair is found in CauseNet, the LLM is augmented with corresponding information regarding the relationship stored
+            in CauseNet. If not found, by default, the LLM will rely on its own knowledge.
+
+            Args:
+                variable1 (str): The name of the first variable.
+                variable2 (str): The name of the second variable.
+
+            Returns:
+                list: A list containing the suggested cause variable, the suggested effect variable, and a description of the reasoning behind the suggestion.  If there is no relationship between the two variables, the first two elements will be None.
+            """
+
+        result = find_top_match_in_causenet(self.causenet_dict, variable1, variable2)
+        if result:
+            source_text = get_source_text(result)
+            retriever = split_data_and_create_vectorstore_retriever(source_text)
+            response = query_llm(variable1, variable2, source_text, retriever)
+        else:
+            response = query_llm(variable1, variable2)
+
+        answer = re.findall(r'<answer>(.*?)</answer>', response)
+        answer = [ans.strip() for ans in answer]
+        answer_str = "".join(answer)
+
+        if answer_str == "A":
+            return [variable1, variable2, response]
+        elif answer_str == "B":
+            return [variable2, variable1, response]
+        elif answer_str == "C":
+            return [None, None, response]
+        else:
+            assert False, "Invalid answer from LLM: " + answer_str
diff --git a/pywhyllm/suggesters/simple_model_suggester.py b/pywhyllm/suggesters/simple_model_suggester.py
index 597b62a..d2b130a 100644
--- a/pywhyllm/suggesters/simple_model_suggester.py
+++ b/pywhyllm/suggesters/simple_model_suggester.py
@@ -55,11 +55,11 @@ def suggest_pairwise_relationship(self, variable1: str, variable2: str):
         answer = [ans.strip() for ans in answer]
         answer_str = "".join(answer)
 
-        if (answer_str == "A"):
+        if answer_str == "A":
             return [variable1, variable2, description]
-        elif (answer_str == "B"):
+        elif answer_str == "B":
             return [variable2, variable1, description]
-        elif (answer_str == "C"):
+        elif answer_str == "C":
             return [None, None, description]  # maybe we want to save the description in this case too
         else:
             assert False, "Invalid answer from LLM: " + answer_str
diff --git a/pywhyllm/utils/__init__.py b/pywhyllm/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/pywhyllm/utils/augmented_model_suggester_utils.py b/pywhyllm/utils/augmented_model_suggester_utils.py
new file mode 100644
index 0000000..5cb56a5
--- /dev/null
+++ b/pywhyllm/utils/augmented_model_suggester_utils.py
@@ -0,0 +1,122 @@
+import os
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+from langchain_core.documents import Document
+from langchain_chroma import Chroma
+from langchain_openai import OpenAI
+from langchain_huggingface import HuggingFaceEmbeddings
+from langchain_core.prompts import ChatPromptTemplate
+from langchain.chains import create_retrieval_chain
+from langchain.chains.combine_documents import create_stuff_documents_chain
+import numpy as np
+from rank_bm25 import BM25Okapi
+from sentence_transformers import SentenceTransformer, util
+
+
+def find_top_match_in_causenet(causenet_dict, variable1, variable2, threshold=0.7):
+    pair_strings = [
+        f"{causenet_dict[key]['causal_relation']['cause']}-{causenet_dict[key]['causal_relation']['effect']}"
+        for key in causenet_dict]
+
+    tokenized_pairs = [text.split() for text in pair_strings]
+    bm25 = BM25Okapi(tokenized_pairs)
+
+    query = variable1 + "-" + variable2
+    reverse_query = variable2 + "-" + variable1
+    tokenized_query = query.split()
+    tokenized_reverse_query = reverse_query.split()
+
+    combined_query = list(set(tokenized_query + tokenized_reverse_query))
+
+    k = 5
+    scores = bm25.get_scores(combined_query)
+    top_k_indices = np.argsort(scores)[::-1][:k]
+    candidate_pairs = [pair_strings[i] for i in top_k_indices]
+
+    model = SentenceTransformer('all-MiniLM-L6-v2')
+    query_embedding = model.encode(query, convert_to_tensor=True)
+    reverse_query_embedding = model.encode(reverse_query, convert_to_tensor=True)
+    candidate_embeddings = model.encode(candidate_pairs, convert_to_tensor=True)
+
+    similarities = util.cos_sim(query_embedding, candidate_embeddings).flatten()
+    reverse_similarities = util.cos_sim(reverse_query_embedding, candidate_embeddings).flatten()
+
+    max_similarities = np.maximum(similarities, reverse_similarities)
+
+    top_idx = np.argmax(max_similarities)
+    top_similarity = max_similarities[top_idx]
+    top_pair = candidate_pairs[top_idx]
+
+    if top_similarity >= threshold:
+        print(f"Best match: {top_pair} (Similarity: {top_similarity:.4f})")
+        return causenet_dict[top_pair]
+    else:
+        print(f"No match found with similarity above {threshold} (Best similarity: {top_similarity:.4f})")
+        return None
+
+
+def get_source_text(causenet_query_result):
+    source_text = ""
+    if causenet_query_result:
+        for item in causenet_query_result["sources"]:
+            if item["type"] == 'wikipedia_sentence' or item["type"] == 'clueweb12_sentence':
+                source_text += item["payload"]["sentence"] + " "
+
+    return source_text
+
+
+def split_data_and_create_vectorstore_retriever(source_text):
+    document = Document(page_content=source_text)
+
+    text_splitter = RecursiveCharacterTextSplitter(
+        chunk_size=100,
+        chunk_overlap=20
+    )
+    splits = text_splitter.split_documents([document])
+
+    embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-MiniLM-L6-v2")
+
+    vectorstore = Chroma.from_documents(
+        documents=splits,
+        embedding=embeddings,
+        persist_directory="./chroma_db"  # Optional: Save to disk for reuse
+    )
+
+    retriever = vectorstore.as_retriever(
+        search_type="similarity",
+        search_kwargs={"k": 5}
+    )
+
+    return retriever
+
+
+def query_llm(variable1, variable2, source_text=None, retriever=None):
+    llm = OpenAI()
+    if source_text:
+        system_prompt = """You are a helpful assistant for causal reasoning.
+
+    Context: {context}
+    """
+    else:
+        system_prompt = """You are a helpful assistant for causal reasoning.
+    """
+
+    prompt = ChatPromptTemplate.from_messages([
+        ("system", system_prompt),
+        ("human", "{input}")
+    ])
+
+    query = f"""Which cause-and-effect-relationship is more likely? Provide reasoning and you must give your final answer (A, B, or C) in <answer> </answer> tags with the letter only.
+            A. {variable1} causes {variable2} B. {variable2} causes {variable1} C. neither {variable1} nor {variable2} cause each other."""
+
+    if source_text:
+        question_answer_chain = create_stuff_documents_chain(llm, prompt)
+        rag_chain = create_retrieval_chain(retriever, question_answer_chain)
+
+        response = rag_chain.invoke({"input": query})
+        return response['answer']
+
+
+    else:
+        default_chain = prompt | llm
+        response = default_chain.invoke({"input": query})
+        return response
diff --git a/pywhyllm/utils/data_loader.py b/pywhyllm/utils/data_loader.py
new file mode 100644
index 0000000..13f2a94
--- /dev/null
+++ b/pywhyllm/utils/data_loader.py
@@ -0,0 +1,98 @@
+import bz2
+import json
+import os
+import requests
+from tqdm import tqdm
+import logging
+
+
+def download_causenet(url: str, file_path: str) -> bool:
+    """
+    Download the CauseNet-Precision dataset from causenet.org and save it to the specified path.
+
+    The CauseNet-Precision dataset is a subset of the CauseNet
+    knowledge base containing high-precision causal relations extracted from web sources.
+    The dataset is described in the following paper:
+
+    Citation:
+    Stefan Heindorf, Yan Scholten, Henning Wachsmuth, Axel-Cyrille Ngonga Ngomo, and Martin Potthast.
+    2020. CauseNet: Towards a Causality Graph Extracted from the Web. In Proceedings of the 29th ACM
+    International Conference on Information &amp; Knowledge Management (CIKM '20). Association for
+    Computing Machinery, New York, NY, USA, 3023–3030. https://doi.org/10.1145/3340531.3412763
+
+    License:
+    CauseNet data is licensed under the Creative Commons Attribution (CC BY) license.
+    For full license details, see: https://creativecommons.org/licenses/by/4.0/
+
+    Args:
+        url (str): The URL of the file to download.
+        file_path (str): The local path where the file will be saved.
+
+    Returns:
+        bool: True if the download was successful, False otherwise.
+    """
+    try:
+        os.makedirs(os.path.dirname(file_path), exist_ok=True)
+
+        response = requests.get(url, stream=True)
+
+        if response.status_code != 200:
+            logging.error(f"Failed to download file from {url}. Status code: {response.status_code}")
+            return False
+
+        total_size = int(response.headers.get("content-length", 0))
+
+        with open(file_path, "wb") as file, tqdm(
+                desc="Downloading",
+                total=total_size,
+                unit="B",
+                unit_scale=True,
+                unit_divisor=1024,
+        ) as progress_bar:
+            for chunk in response.iter_content(chunk_size=8192):
+                if chunk:
+                    file.write(chunk)
+                    progress_bar.update(len(chunk))
+
+        logging.info(f"File downloaded successfully to {file_path}")
+        return True
+
+    except requests.exceptions.RequestException as e:
+        logging.error(f"Error downloading file from {url}: {e}")
+        return False
+    except OSError as e:
+        logging.error(f"Error saving file to {file_path}: {e}")
+        return False
+
+
+def load_causenet_json(file_path):
+    json_data = []
+    print("Loading CauseNet using json")
+    with bz2.open(file_path, 'rt',
+                  encoding='utf-8') as file:
+        for line in file:
+            line = line.strip()
+            if line:
+                json_obj = json.loads(line)
+                json_data.append(json_obj)
+    print("Done loading CauseNet using json")
+    return json_data
+
+
+def create_causenet_dict(json_data):
+    causenet_dict = {}
+    print("Creating dictionary from CauseNet json data")
+    for item in json_data:
+        cause = item['causal_relation']['cause']['concept']
+        effect = item['causal_relation']['effect']['concept']
+        key = cause + "-" + effect
+
+        if key not in causenet_dict:
+            causenet_dict[key] = {
+                'causal_relation': {'cause': cause, 'effect': effect},
+                'sources': item['sources']
+            }
+        else:
+            causenet_dict[key]['sources'].extend(item['sources'])
+    print("Done creating dictionary from CauseNet json data")
+    return causenet_dict
diff --git a/tests/test_notebooks.py b/tests/test_notebooks.py
index dfa56a4..dfc9eec 100644
--- a/tests/test_notebooks.py
+++ b/tests/test_notebooks.py
@@ -15,7 +15,8 @@
 ignore_notebooks = [
     # notebooks that require openai key to run
     "examples.ipynb",
-    "walkthrough.ipynb"
+    "walkthrough.ipynb",
+    "augmented_model_suggester_examples.ipynb"
 ]
 
 # Adding the root folder to the python path so that jupyter notebooks