diff --git a/poetry.lock b/poetry.lock
index dd2b28f..35202bb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,111 +13,99 @@ files = [
 
 [[package]]
 name = "aiohttp"
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+version = "3.9.1"
 description = "Async http client/server framework (asyncio)"
 optional = false
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+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"
@@ -135,13 +123,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "altair"
-version = "5.1.1"
+version = "5.2.0"
 description = "Vega-Altair: A declarative statistical visualization library for Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "altair-5.2.0.tar.gz", hash = "sha256:2ad7f0c8010ebbc46319cc30febfb8e59ccf84969a201541c207bc3a4fa6cf81"},
 ]
 
 [package.dependencies]
@@ -154,29 +142,30 @@ toolz = "*"
 typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["anywidget", "black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=0.13.0)"]
-doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+dev = ["anywidget", "geopandas", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff (>=0.1.3)", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=1.1.0)"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
 
 [[package]]
 name = "anyio"
-version = "4.0.0"
+version = "4.2.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 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 (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)"]
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-trio = ["trio (>=0.22)"]
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+trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "async-timeout"
@@ -191,51 +180,52 @@ files = [
 
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 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
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+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
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 name = "black"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -249,19 +239,19 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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-d = ["aiohttp (>=3.7.4)"]
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 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "blinker"
-version = "1.6.2"
+version = "1.7.0"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
-python-versions = ">=3.7"
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 files = [
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 [[package]]
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 [package.dependencies]
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 [package.dependencies]
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 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
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 [[package]]
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 version = "0.4.6"
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+typing-inspect = ">=0.4.0,<1"
 
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+
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+optional = false
+python-versions = ">=3.6"
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 [[package]]
@@ -716,30 +684,33 @@ web = ["fastapi (>=0.87.0)"]
 
 [[package]]
 name = "duckduckgo-search"
-version = "3.8.5"
+version = "3.9.11"
 description = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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-lxml = ">=4.9.2"
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+    {file = "greenlet-3.0.3-cp38-cp38-win_amd64.whl", hash = "sha256:419b386f84949bf0e7c73e6032e3457b82a787c1ab4a0e43732898a761cc9dbf"},
+    {file = "greenlet-3.0.3-cp39-cp39-macosx_11_0_universal2.whl", hash = "sha256:da70d4d51c8b306bb7a031d5cff6cc25ad253affe89b70352af5f1cb68e74b53"},
+    {file = "greenlet-3.0.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:086152f8fbc5955df88382e8a75984e2bb1c892ad2e3c80a2508954e52295257"},
+    {file = "greenlet-3.0.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d73a9fe764d77f87f8ec26a0c85144d6a951a6c438dfe50487df5595c6373eac"},
+    {file = "greenlet-3.0.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b7dcbe92cc99f08c8dd11f930de4d99ef756c3591a5377d1d9cd7dd5e896da71"},
+    {file = "greenlet-3.0.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1551a8195c0d4a68fac7a4325efac0d541b48def35feb49d803674ac32582f61"},
+    {file = "greenlet-3.0.3-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:64d7675ad83578e3fc149b617a444fab8efdafc9385471f868eb5ff83e446b8b"},
+    {file = "greenlet-3.0.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:b37eef18ea55f2ffd8f00ff8fe7c8d3818abd3e25fb73fae2ca3b672e333a7a6"},
+    {file = "greenlet-3.0.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:77457465d89b8263bca14759d7c1684df840b6811b2499838cc5b040a8b5b113"},
+    {file = "greenlet-3.0.3-cp39-cp39-win32.whl", hash = "sha256:57e8974f23e47dac22b83436bdcf23080ade568ce77df33159e019d161ce1d1e"},
+    {file = "greenlet-3.0.3-cp39-cp39-win_amd64.whl", hash = "sha256:c5ee858cfe08f34712f548c3c363e807e7186f03ad7a5039ebadb29e8c6be067"},
+    {file = "greenlet-3.0.3.tar.gz", hash = "sha256:43374442353259554ce33599da8b692d5aa96f8976d567d4badf263371fbe491"},
 ]
 
 [package.extras]
-docs = ["Sphinx", "docutils (<0.18)"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
@@ -1022,42 +1007,43 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "0.18.0"
+version = "1.0.2"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-0.18.0-py3-none-any.whl", hash = "sha256:adc5398ee0a476567bf87467063ee63584a8bce86078bf748e48754f60202ced"},
-    {file = "httpcore-0.18.0.tar.gz", hash = "sha256:13b5e5cd1dca1a6636a6aaea212b19f4f85cd88c366a2b82304181b769aab3c9"},
+    {file = "httpcore-1.0.2-py3-none-any.whl", hash = "sha256:096cc05bca73b8e459a1fc3dcf585148f63e534eae4339559c9b8a8d6399acc7"},
+    {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 = "httpx"
-version = "0.25.0"
+version = "0.26.0"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.25.0-py3-none-any.whl", hash = "sha256:181ea7f8ba3a82578be86ef4171554dd45fec26a02556a744db029a0a27b7100"},
-    {file = "httpx-0.25.0.tar.gz", hash = "sha256:47ecda285389cb32bb2691cc6e069e3ab0205956f681c5b2ad2325719751d875"},
+    {file = "httpx-0.26.0-py3-none-any.whl", hash = "sha256:8915f5a3627c4d47b73e8202457cb28f1266982d1159bd5779d86a80c0eab1cd"},
+    {file = "httpx-0.26.0.tar.gz", hash = "sha256:451b55c30d5185ea6b23c2c793abf9bb237d2a7dfb901ced6ff69ad37ec1dfaf"},
 ]
 
 [package.dependencies]
+anyio = "*"
 brotli = {version = "*", optional = true, markers = "platform_python_implementation == \"CPython\" and extra == \"brotli\""}
 brotlicffi = {version = "*", optional = true, markers = "platform_python_implementation != \"CPython\" and extra == \"brotli\""}
 certifi = "*"
 h2 = {version = ">=3,<5", optional = true, markers = "extra == \"http2\""}
-httpcore = ">=0.18.0,<0.19.0"
+httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
 socksio = {version = "==1.*", optional = true, markers = "extra == \"socks\""}
@@ -1070,18 +1056,18 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.17.1"
+version = "0.20.2"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.17.1-py3-none-any.whl", hash = "sha256:7a9dc262a2e0ecf8c1749c8b9a7510a7a22981849f561af4345942d421822451"},
-    {file = "huggingface_hub-0.17.1.tar.gz", hash = "sha256:dd828d2a24ee6af86392042cc1052c482c053eb574864669f0cae4d29620e62c"},
+    {file = "huggingface_hub-0.20.2-py3-none-any.whl", hash = "sha256:53752eda2239d30a470c307a61cf9adcf136bc77b0a734338c7d04941af560d8"},
+    {file = "huggingface_hub-0.20.2.tar.gz", hash = "sha256:215c5fceff631030c7a3d19ba7b588921c908b3f21eef31d160ebc245b200ff6"},
 ]
 
 [package.dependencies]
 filelock = "*"
-fsspec = "*"
+fsspec = ">=2023.5.0"
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1089,17 +1075,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (==23.7)", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (<2.0)", "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)"]
+all = ["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)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (==23.7)", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (<2.0)", "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)"]
-docs = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (==23.7)", "gradio", "hf-doc-builder", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (<2.0)", "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)", "watchdog"]
+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 (<2.0)"]
-quality = ["black (==23.7)", "mypy (==1.5.1)", "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 (<2.0)", "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 (<2.0)", "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 = "hyperframe"
@@ -1114,13 +1099,13 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.28"
+version = "2.5.33"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.28-py2.py3-none-any.whl", hash = "sha256:87816de144bf46d161bd5b3e8f5596b16cade3b80be537087334b26bc5c177f3"},
-    {file = "identify-2.5.28.tar.gz", hash = "sha256:94bb59643083ebd60dc996d043497479ee554381fbc5307763915cda49b0e78f"},
+    {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]
@@ -1128,43 +1113,43 @@ 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 = "7.0.1"
 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-7.0.1-py3-none-any.whl", hash = "sha256:4805911c3a4ec7c3966410053e9ec6a1fecd629117df5adee56dfc9432a1081e"},
+    {file = "importlib_metadata-7.0.1.tar.gz", hash = "sha256:f238736bb06590ae52ac1fab06a3a9ef1d8dce2b7a35b5ab329371d6c8f5d2cc"},
 ]
 
 [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 = "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]
@@ -1184,15 +1169,40 @@ files = [
     {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
 ]
 
+[[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.*"
+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"
+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.*"
+files = [
+    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+]
+
 [[package]]
 name = "jsonschema"
-version = "4.19.0"
+version = "4.20.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"},
-    {file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"},
+    {file = "jsonschema-4.20.0-py3-none-any.whl", hash = "sha256:ed6231f0429ecf966f5bc8dfef245998220549cbbcf140f913b7464c52c3b6b3"},
+    {file = "jsonschema-4.20.0.tar.gz", hash = "sha256:4f614fd46d8d61258610998997743ec5492a648b33cf478c1ddc23ed4598a5fa"},
 ]
 
 [package.dependencies]
@@ -1207,35 +1217,37 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.7.1"
+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-2023.7.1-py3-none-any.whl", hash = "sha256:05adf340b659828a004220a9613be00fa3f223f2b82002e273dee62fd50524b1"},
-    {file = "jsonschema_specifications-2023.7.1.tar.gz", hash = "sha256:c91a50404e88a1f6ba40636778e2ee08f6e24c5613fe4c53ac24578a5a7f72bb"},
+    {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 = "langchain"
-version = "0.0.288"
+version = "0.1.0"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain-0.0.288-py3-none-any.whl", hash = "sha256:c52220b451de95de3f1cf88dd3c579f392a00e4c797d9c8b70695adbcce87a3f"},
-    {file = "langchain-0.0.288.tar.gz", hash = "sha256:4381e298ebcef561efc155ab222a6089d463b317a305aadafc7ef68c534aac4a"},
+    {file = "langchain-0.1.0-py3-none-any.whl", hash = "sha256:8652e74b039333a55c79faff4400b077ba1bd0ddce5255574e42d301c05c1733"},
+    {file = "langchain-0.1.0.tar.gz", hash = "sha256:d43119f8d3fda2c8ddf8c3a19bd5b94b347e27d1867ff14a921b90bdbed0668a"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-dataclasses-json = ">=0.5.7,<0.6.0"
-langsmith = ">=0.0.21,<0.1.0"
-numexpr = ">=2.8.4,<3.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+jsonpatch = ">=1.33,<2.0"
+langchain-community = ">=0.0.9,<0.1"
+langchain-core = ">=0.1.7,<0.2"
+langsmith = ">=0.0.77,<0.1.0"
 numpy = ">=1,<2"
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 [package.extras]
 cssselect = ["cssselect (>=0.7)"]
 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
-source = ["Cython (>=0.29.35)"]
+source = ["Cython (>=3.0.7)"]
 
 [[package]]
 name = "markdown-it-py"
@@ -1488,38 +1558,24 @@ files = [
 
 [[package]]
 name = "marshmallow"
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+version = "3.20.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
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 python-versions = ">=3.8"
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 [package.dependencies]
 packaging = ">=17.0"
 
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-lint = ["flake8 (==6.0.0)", "flake8-bugbear (==23.7.10)", "mypy (==1.4.1)", "pre-commit (>=2.4,<4.0)"]
+dev = ["pre-commit (>=2.4,<4.0)", "pytest", "pytz", "simplejson", "tox"]
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+lint = ["pre-commit (>=2.4,<4.0)"]
 tests = ["pytest", "pytz", "simplejson"]
 
-[[package]]
-name = "marshmallow-enum"
-version = "1.5.1"
-description = "Enum field for Marshmallow"
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-python-versions = "*"
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-]
-
-[package.dependencies]
-marshmallow = ">=2.0.0"
-
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -1633,38 +1689,38 @@ files = [
 
 [[package]]
 name = "mypy"
-version = "1.5.1"
+version = "1.8.0"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
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 install-types = ["pip"]
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@@ -2412,43 +2471,33 @@ jupyter = ["ipykernel (>=5.1.2)", "ipython (>=5.8.0)", "ipywidgets (>=7,<8)", "t
 
 [[package]]
 name = "pygments"
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+version = "2.17.2"
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 optional = false
 python-versions = ">=3.7"
 files = [
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 full = ["Pillow (>=8.0.0)", "PyCryptodome", "cryptography"]
 image = ["Pillow (>=8.0.0)"]
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@@ -2543,13 +2578,13 @@ files = [
 
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-numpy = ">=1.17.3"
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 scipy = ">=1.5.0"
 threadpoolctl = ">=2.0.0"
 
@@ -2921,41 +3008,45 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc (
 
 [[package]]
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 ]
 
 [package.dependencies]
-numpy = ">=1.18.5,<1.26.0"
+numpy = ">=1.21.6,<1.28.0"
 
 [package.extras]
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-test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
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+test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "sentence-transformers"
@@ -3035,17 +3126,17 @@ files = [
 
 [[package]]
 name = "setuptools"
-version = "68.2.2"
+version = "69.0.3"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -3062,13 +3153,13 @@ files = [
 
 [[package]]
 name = "smmap"
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 description = "A pure Python implementation of a sliding window memory map manager"
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 ]
 
 [[package]]
@@ -3095,61 +3186,70 @@ files = [
 
 [[package]]
 name = "sqlalchemy"
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
 greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\""}
-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -3159,7 +3259,7 @@ 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)"]
@@ -3169,17 +3269,17 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "streamlit"
-version = "1.26.0"
+version = "1.30.0"
 description = "A faster way to build and share data apps"
 optional = false
 python-versions = ">=3.8, !=3.9.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3188,28 +3288,27 @@ blinker = ">=1.0.0,<2"
 cachetools = ">=4.0,<6"
 click = ">=7.0,<9"
 gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
-importlib-metadata = ">=1.4,<7"
+importlib-metadata = ">=1.4,<8"
 numpy = ">=1.19.3,<2"
 packaging = ">=16.8,<24"
 pandas = ">=1.3.0,<3"
-pillow = ">=7.1.0,<10"
+pillow = ">=7.1.0,<11"
 protobuf = ">=3.20,<5"
 pyarrow = ">=6.0"
-pydeck = ">=0.8,<1"
-pympler = ">=0.9,<2"
+pydeck = ">=0.8.0b4,<1"
 python-dateutil = ">=2.7.3,<3"
-requests = ">=2.18,<3"
+requests = ">=2.27,<3"
 rich = ">=10.14.0,<14"
 tenacity = ">=8.1.0,<9"
 toml = ">=0.10.1,<2"
 tornado = ">=6.0.3,<7"
-typing-extensions = ">=4.1.0,<5"
-tzlocal = ">=1.1,<5"
+typing-extensions = ">=4.3.0,<5"
+tzlocal = ">=1.1,<6"
 validators = ">=0.2,<1"
 watchdog = {version = ">=2.1.5", markers = "platform_system != \"Darwin\""}
 
 [package.extras]
-snowflake = ["snowflake-snowpark-python"]
+snowflake = ["snowflake-connector-python (>=2.8.0)", "snowflake-snowpark-python (>=0.9.0)"]
 
 [[package]]
 name = "streamlit-feedback"
@@ -3279,57 +3378,170 @@ files = [
 ]
 
 [[package]]
-name = "tokenizers"
-version = "0.13.3"
-description = "Fast and Customizable Tokenizers"
+name = "tiktoken"
+version = "0.5.2"
+description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
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 testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
 
 [[package]]
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 [[package]]
@@ -3500,53 +3710,52 @@ telegram = ["requests"]
 
 [[package]]
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-ray = ["ray[tune]"]
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 retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
 sagemaker = ["sagemaker (>=2.31.0)"]
 sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
@@ -3554,90 +3763,67 @@ serving = ["fastapi", "pydantic (<2)", "starlette", "uvicorn"]
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-torch = "*"
 
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 [package.dependencies]
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-]
+urllib3 = ">=2"
 
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.9.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -3657,47 +3843,45 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "tzdata"
-version = "2023.3"
+version = "2023.4"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
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+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
 ]
 
 [[package]]
 name = "tzlocal"
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 description = "tzinfo object for the local timezone"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 [package.extras]
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+devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
 
 [[package]]
 name = "urllib3"
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 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "urllib3-2.1.0.tar.gz", hash = "sha256:df7aa8afb0148fa78488e7899b2c59b5f4ffcfa82e6c54ccb9dd37c1d7b52d54"},
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 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
@@ -3725,19 +3909,19 @@ tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4
 
 [[package]]
 name = "virtualenv"
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+version = "20.25.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
 distlib = ">=0.3.7,<1"
 filelock = ">=3.12.2,<4"
-platformdirs = ">=3.9.1,<4"
+platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
@@ -3782,101 +3966,103 @@ files = [
 [package.extras]
 watchmedo = ["PyYAML (>=3.10)"]
 
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-
-[package.extras]
-test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
-
 [[package]]
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-version = "1.9.2"
+version = "1.9.4"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
 ]
 
 [package.dependencies]
@@ -3885,20 +4071,20 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.16.2"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
-    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "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"]
 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,<4.0"
-content-hash = "53516562055d56da19caa612888302112845b0d2c2c272a7220d2a43b5d7968d"
+content-hash = "1c9222993daf4821949c02fdabb08d550ea8a4e9c1e9ee9f68a297641033458c"
diff --git a/pyproject.toml b/pyproject.toml
index a0ad087..9042f6a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,18 +9,22 @@ packages = [{include = "streamlit_agent"}]
 
 [tool.poetry.dependencies]
 python = ">=3.10,<4.0"
-langchain = {version = ">=0.0.252"}
-openai = "^0.27.8"
+langchain = {version = ">=0.1.0"}
+openai = ">=1.6.1"
 duckduckgo-search = "^3.8.3"
 pypdf = "^3.12.2"
 sentence-transformers = "^2.2.2"
 torch = ">=2.0.0, !=2.0.1"
 tabulate = "^0.9.0"
 streamlit-feedback = "^0.0.9"
-langchain-experimental = "^0.0.10"
+langchain-experimental = "^0.0.49"
 streamlit = ">=1.26"
 docarray = "^0.38.0"
 hnswlib = "^0.7.0"
+langchain-community = "^0.0.12"
+langchain-openai = "^0.0.2.post1"
+numexpr = "^2.8.8"
+langchainhub = "^0.1.14"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.3.0"
diff --git a/streamlit_agent/basic_memory.py b/streamlit_agent/basic_memory.py
index 9e1a766..2de2246 100644
--- a/streamlit_agent/basic_memory.py
+++ b/streamlit_agent/basic_memory.py
@@ -1,8 +1,8 @@
 from langchain.chains import LLMChain
-from langchain.llms import OpenAI
 from langchain.memory import ConversationBufferMemory
-from langchain.memory.chat_message_histories import StreamlitChatMessageHistory
 from langchain.prompts import PromptTemplate
+from langchain_community.chat_message_histories import StreamlitChatMessageHistory
+from langchain_openai import OpenAI
 import streamlit as st
 
 st.set_page_config(page_title="StreamlitChatMessageHistory", page_icon="📖")
@@ -49,8 +49,8 @@ for msg in msgs.messages:
 if prompt := st.chat_input():
     st.chat_message("human").write(prompt)
     # Note: new messages are saved to history automatically by Langchain during run
-    response = llm_chain.run(prompt)
-    st.chat_message("ai").write(response)
+    response = llm_chain.invoke(prompt)
+    st.chat_message("ai").write(response["text"])
 
 # Draw the messages at the end, so newly generated ones show up immediately
 with view_messages:
diff --git a/streamlit_agent/basic_streaming.py b/streamlit_agent/basic_streaming.py
index d90e856..ec70ae2 100644
--- a/streamlit_agent/basic_streaming.py
+++ b/streamlit_agent/basic_streaming.py
@@ -1,6 +1,6 @@
 from langchain.callbacks.base import BaseCallbackHandler
-from langchain.chat_models import ChatOpenAI
 from langchain.schema import ChatMessage
+from langchain_openai import ChatOpenAI
 import streamlit as st
 
 
@@ -34,5 +34,5 @@ if prompt := st.chat_input():
     with st.chat_message("assistant"):
         stream_handler = StreamHandler(st.empty())
         llm = ChatOpenAI(openai_api_key=openai_api_key, streaming=True, callbacks=[stream_handler])
-        response = llm(st.session_state.messages)
+        response = llm.invoke(st.session_state.messages)
         st.session_state.messages.append(ChatMessage(role="assistant", content=response.content))
diff --git a/streamlit_agent/callbacks/capturing_callback_handler.py b/streamlit_agent/callbacks/capturing_callback_handler.py
index 110f437..de640ac 100644
--- a/streamlit_agent/callbacks/capturing_callback_handler.py
+++ b/streamlit_agent/callbacks/capturing_callback_handler.py
@@ -92,7 +92,7 @@ def playback_callbacks(
     # Return the agent's result
     for record in records:
         if record["callback_type"] == CallbackType.ON_AGENT_FINISH:
-            return record["args"][0][0]["output"]
+            return record["args"][0].return_values
 
     return "[Missing Agent Result]"
 
@@ -107,16 +107,12 @@ class CapturingCallbackHandler(BaseCallbackHandler):
         with open(path, "wb") as file:
             pickle.dump(self._records, file)
 
-    def _append_record(
-        self, type: str, args: tuple[Any, ...], kwargs: dict[str, Any]
-    ) -> None:
+    def _append_record(self, type: str, args: tuple[Any, ...], kwargs: dict[str, Any]) -> None:
         time_now = time.time()
         time_delta = time_now - self._last_time if self._last_time is not None else 0
         self._last_time = time_now
         self._records.append(
-            CallbackRecord(
-                callback_type=type, args=args, kwargs=kwargs, time_delta=time_delta
-            )
+            CallbackRecord(callback_type=type, args=args, kwargs=kwargs, time_delta=time_delta)
         )
 
     def on_llm_start(self, *args: Any, **kwargs: Any) -> None:
diff --git a/streamlit_agent/chat_pandas_df.py b/streamlit_agent/chat_pandas_df.py
index 73c2eb8..f64b242 100644
--- a/streamlit_agent/chat_pandas_df.py
+++ b/streamlit_agent/chat_pandas_df.py
@@ -1,5 +1,5 @@
 from langchain.agents import AgentType
-from langchain.agents import create_pandas_dataframe_agent
+from langchain_experimental.agents import create_pandas_dataframe_agent
 from langchain.callbacks import StreamlitCallbackHandler
 from langchain.chat_models import ChatOpenAI
 import streamlit as st
diff --git a/streamlit_agent/mrkl_demo.py b/streamlit_agent/mrkl_demo.py
index 095ecc3..3aa93e9 100644
--- a/streamlit_agent/mrkl_demo.py
+++ b/streamlit_agent/mrkl_demo.py
@@ -2,14 +2,14 @@ from pathlib import Path
 
 import streamlit as st
 
-from langchain import SQLDatabase
-from langchain.agents import AgentType
-from langchain.agents import initialize_agent, Tool
-from langchain.callbacks import StreamlitCallbackHandler
+from langchain import hub
+from langchain.agents import AgentExecutor, Tool, create_react_agent
 from langchain.chains import LLMMathChain
-from langchain.llms import OpenAI
-from langchain.utilities import DuckDuckGoSearchAPIWrapper
+from langchain_community.callbacks import StreamlitCallbackHandler
+from langchain_community.utilities import DuckDuckGoSearchAPIWrapper, SQLDatabase
+from langchain_core.runnables import RunnableConfig
 from langchain_experimental.sql import SQLDatabaseChain
+from langchain_openai import OpenAI
 
 from streamlit_agent.callbacks.capturing_callback_handler import playback_callbacks
 from streamlit_agent.clear_results import with_clear_container
@@ -18,7 +18,7 @@ DB_PATH = (Path(__file__).parent / "Chinook.db").absolute()
 
 SAVED_SESSIONS = {
     "Who is Leo DiCaprio's girlfriend? What is her current age raised to the 0.43 power?": "leo.pickle",
-    "What is the full name of the artist who recently released an album called "
+    "What is the full name of the female artist who recently released an album called "
     "'The Storm Before the Calm' and are they in the FooBar database? If so, what albums of theirs "
     "are in the FooBar database?": "alanis.pickle",
 }
@@ -66,7 +66,8 @@ tools = [
 ]
 
 # Initialize agent
-mrkl = initialize_agent(tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)
+react_agent = create_react_agent(llm, tools, hub.pull("hwchase17/react"))
+mrkl = AgentExecutor(agent=react_agent, tools=tools)
 
 with st.form(key="form"):
     if not enable_custom:
@@ -87,6 +88,8 @@ if with_clear_container(submit_clicked):
 
     answer_container = output_container.chat_message("assistant", avatar="🦜")
     st_callback = StreamlitCallbackHandler(answer_container)
+    cfg = RunnableConfig()
+    cfg["callbacks"] = [st_callback]
 
     # If we've saved this question, play it back instead of actually running LangChain
     # (so that we don't exhaust our API calls unnecessarily)
@@ -96,6 +99,6 @@ if with_clear_container(submit_clicked):
         print(f"Playing saved session: {session_path}")
         answer = playback_callbacks([st_callback], str(session_path), max_pause_time=2)
     else:
-        answer = mrkl.run(user_input, callbacks=[st_callback])
+        answer = mrkl.invoke({"input": user_input}, cfg)
 
-    answer_container.write(answer)
+    answer_container.write(answer["output"])
diff --git a/streamlit_agent/runs/alanis.pickle b/streamlit_agent/runs/alanis.pickle
index d35fe86..5449007 100644
Binary files a/streamlit_agent/runs/alanis.pickle and b/streamlit_agent/runs/alanis.pickle differ
diff --git a/streamlit_agent/runs/leo.pickle b/streamlit_agent/runs/leo.pickle
index 41d32e9..b54b8a5 100644
Binary files a/streamlit_agent/runs/leo.pickle and b/streamlit_agent/runs/leo.pickle differ
diff --git a/streamlit_agent/search_and_chat.py b/streamlit_agent/search_and_chat.py
index 0220b7f..2602663 100644
--- a/streamlit_agent/search_and_chat.py
+++ b/streamlit_agent/search_and_chat.py
@@ -1,9 +1,11 @@
 from langchain.agents import ConversationalChatAgent, AgentExecutor
-from langchain.callbacks import StreamlitCallbackHandler
-from langchain.chat_models import ChatOpenAI
 from langchain.memory import ConversationBufferMemory
-from langchain.memory.chat_message_histories import StreamlitChatMessageHistory
-from langchain.tools import DuckDuckGoSearchRun
+from langchain_community.callbacks import StreamlitCallbackHandler
+from langchain_community.chat_message_histories import StreamlitChatMessageHistory
+from langchain_community.tools import DuckDuckGoSearchRun
+from langchain_core.runnables import RunnableConfig
+from langchain_openai import ChatOpenAI
+
 import streamlit as st
 
 st.set_page_config(page_title="LangChain: Chat with search", page_icon="🦜")
@@ -51,6 +53,8 @@ if prompt := st.chat_input(placeholder="Who won the Women's U.S. Open in 2018?")
     )
     with st.chat_message("assistant"):
         st_cb = StreamlitCallbackHandler(st.container(), expand_new_thoughts=False)
-        response = executor(prompt, callbacks=[st_cb])
+        cfg = RunnableConfig()
+        cfg["callbacks"] = [st_cb]
+        response = executor.invoke(prompt, cfg)
         st.write(response["output"])
         st.session_state.steps[str(len(msgs.messages) - 1)] = response["intermediate_steps"]
diff --git a/streamlit_agent/simple_feedback.py b/streamlit_agent/simple_feedback.py
index 3c303c9..718f374 100644
--- a/streamlit_agent/simple_feedback.py
+++ b/streamlit_agent/simple_feedback.py
@@ -1,11 +1,14 @@
-from langchain.llms import OpenAI
-from langchain.callbacks import LangChainTracer
 from langchain.chains import ConversationChain
 from langchain.memory import ConversationBufferMemory
-from langchain.memory.chat_message_histories import StreamlitChatMessageHistory
+from langchain_community.chat_message_histories import StreamlitChatMessageHistory
+from langchain_core.runnables import RunnableConfig
+from langchain_core.tracers import LangChainTracer
+from langchain_core.tracers.run_collector import RunCollectorCallbackHandler
+from langchain_openai import OpenAI
 from langsmith import Client
 import streamlit as st
 from streamlit_feedback import streamlit_feedback
+import time
 
 st.set_page_config(page_title="LangChain: Simple feedback", page_icon="🦜")
 st.title("🦜 LangChain: Simple feedback")
@@ -25,6 +28,9 @@ if not langchain_api_key or not openai_api_key:
 langchain_endpoint = "https://api.smith.langchain.com"
 client = Client(api_url=langchain_endpoint, api_key=langchain_api_key)
 ls_tracer = LangChainTracer(project_name=project, client=client)
+run_collector = RunCollectorCallbackHandler()
+cfg = RunnableConfig()
+cfg["callbacks"] = [ls_tracer, run_collector]
 
 msgs = StreamlitChatMessageHistory()
 memory = ConversationBufferMemory(chat_memory=msgs)
@@ -43,13 +49,14 @@ for msg in msgs.messages:
 if input := st.chat_input(placeholder="Tell me a joke about a shark?"):
     st.chat_message("user").write(input)
     with st.chat_message("assistant"):
-        response = llm_chain(input, callbacks=[ls_tracer], include_run_info=True)
+        response = llm_chain.invoke(input, cfg)
         st.write(response["response"])
-        st.session_state.last_run = response["__run"].run_id
+        st.session_state.last_run = run_collector.traced_runs[0].id
 
 
 @st.cache_data(ttl="2h", show_spinner=False)
 def get_run_url(run_id):
+    time.sleep(1)
     return client.read_run(run_id).url