From 66eab897d47850051a3875060a27c9f0244b4161 Mon Sep 17 00:00:00 2001
From: Joel Alexander <a.joeljr@hotmail.com>
Date: Wed, 27 Mar 2024 10:00:41 -0500
Subject: [PATCH 1/3] demo rag implementation

---
 evals/eval.py        |   14 +
 ingest.py            |    8 +-
 poetry.lock          | 4219 ++++++++++++++++++++++--------------------
 pyproject.toml       |    1 +
 rag/chain.py         |  127 +-
 rag/dataset_chain.py |   32 +
 rag/set_up.py        |   64 +
 7 files changed, 2334 insertions(+), 2131 deletions(-)
 create mode 100644 rag/dataset_chain.py
 create mode 100644 rag/set_up.py

diff --git a/evals/eval.py b/evals/eval.py
index fb82029..8162f7e 100644
--- a/evals/eval.py
+++ b/evals/eval.py
@@ -25,6 +25,20 @@
     ),
 ]
 
+questions = [
+    "From the NIKE 2023 10k, Which operating segment contributed least to total Nike brand revenue in fiscal 2023?",
+    "From the NIKE 2023 10k, Which operating segment contributed most to total Nike brand revenue in fiscal 2023?",
+    "From the NIKE 2023 10k, Based on the North America revenue table for fiscal 2023, which segment contributed least to North America revenue?",
+    "From the NIKE 2023 10k, Based on the North America revenue table for fiscal 2023, which segment contributed most to North America revenue?",
+]
+target_answers = [
+    "Global Brand Divisions",
+    "North America",
+    "Equipment",
+    "Footwear",
+]
+dataset = [{"question": q, "target": t} for q, t in zip(questions, target_answers)]
+
 
 def run_evals(
     trace_id: str,
diff --git a/ingest.py b/ingest.py
index b385a0f..b2ee2b6 100644
--- a/ingest.py
+++ b/ingest.py
@@ -2,11 +2,11 @@
 
 from dotenv import load_dotenv
 from langchain.document_loaders import UnstructuredFileLoader
-from langchain.embeddings import HuggingFaceEmbeddings
 from langchain.text_splitter import RecursiveCharacterTextSplitter
 from langchain.vectorstores import Redis
+from langchain_community.embeddings import HuggingFaceEmbeddings
 
-from rag.config import EMBED_MODEL, REDIS_URL, INDEX_NAME, INDEX_SCHEMA
+from rag.config import REDIS_URL, INDEX_NAME, INDEX_SCHEMA, EMBED_MODEL
 
 load_dotenv()
 
@@ -44,3 +44,7 @@ def ingest_documents():
         redis_url=REDIS_URL,
     )
     print("Finished.")
+
+
+if __name__ == "__main__":
+    ingest_documents()
diff --git a/poetry.lock b/poetry.lock
index f38f601..18097c4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,88 +1,88 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
-version = "3.9.1"
+version = "3.9.3"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -132,13 +132,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -152,13 +152,13 @@ trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.3"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
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 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
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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"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
@@ -322,19 +323,22 @@ files = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.2"
+version = "4.12.3"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.6.0"
 files = [
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+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
 
 [package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
@@ -358,13 +362,13 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "build"
-version = "1.0.3"
+version = "1.1.1"
 description = "A simple, correct Python build frontend"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "build-1.0.3-py3-none-any.whl", hash = "sha256:589bf99a67df7c9cf07ec0ac0e5e2ea5d4b37ac63301c4986d1acb126aa83f8f"},
-    {file = "build-1.0.3.tar.gz", hash = "sha256:538aab1b64f9828977f84bc63ae570b060a8ed1be419e7870b8b4fc5e6ea553b"},
+    {file = "build-1.1.1-py3-none-any.whl", hash = "sha256:8ed0851ee76e6e38adce47e4bee3b51c771d86c64cf578d0c2245567ee200e73"},
+    {file = "build-1.1.1.tar.gz", hash = "sha256:8eea65bb45b1aac2e734ba2cc8dad3a6d97d97901a395bd0ed3e7b46953d2a31"},
 ]
 
 [package.dependencies]
@@ -380,34 +384,57 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 
 [[package]]
 name = "cachecontrol"
-version = "0.13.1"
+version = "0.14.0"
 description = "httplib2 caching for requests"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "cachecontrol-0.13.1.tar.gz", hash = "sha256:f012366b79d2243a6118309ce73151bf52a38d4a5dac8ea57f09bd29087e506b"},
+    {file = "cachecontrol-0.14.0-py3-none-any.whl", hash = "sha256:f5bf3f0620c38db2e5122c0726bdebb0d16869de966ea6a2befe92470b740ea0"},
+    {file = "cachecontrol-0.14.0.tar.gz", hash = "sha256:7db1195b41c81f8274a7bbd97c956f44e8348265a1bc7641c37dfebc39f0c938"},
 ]
 
 [package.dependencies]
 filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
-msgpack = ">=0.5.2"
+msgpack = ">=0.5.2,<2.0.0"
 requests = ">=2.16.0"
 
 [package.extras]
-dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "mypy", "pytest", "pytest-cov", "sphinx", "tox", "types-redis", "types-requests"]
+dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "furo", "mypy", "pytest", "pytest-cov", "sphinx", "sphinx-copybutton", "tox", "types-redis", "types-requests"]
 filecache = ["filelock (>=3.8.0)"]
 redis = ["redis (>=2.10.5)"]
 
+[[package]]
+name = "cattrs"
+version = "23.2.3"
+description = "Composable complex class support for attrs and dataclasses."
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "cattrs-23.2.3.tar.gz", hash = "sha256:a934090d95abaa9e911dac357e3a8699e0b4b14f8529bcc7d2b1ad9d51672b9f"},
+]
+
+[package.dependencies]
+attrs = ">=23.1.0"
+
+[package.extras]
+bson = ["pymongo (>=4.4.0)"]
+cbor2 = ["cbor2 (>=5.4.6)"]
+msgpack = ["msgpack (>=1.0.5)"]
+orjson = ["orjson (>=3.9.2)"]
+pyyaml = ["pyyaml (>=6.0)"]
+tomlkit = ["tomlkit (>=0.11.8)"]
+ujson = ["ujson (>=5.7.0)"]
+
 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -643,13 +670,13 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "comm"
-version = "0.2.0"
+version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "comm-0.2.0.tar.gz", hash = "sha256:a517ea2ca28931c7007a7a99c562a0fa5883cfb48963140cf642c41c948498be"},
+    {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
+    {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
 ]
 
 [package.dependencies]
@@ -747,47 +774,56 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "41.0.7"
+version = "42.0.5"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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-]
-
-[package.dependencies]
-cffi = ">=1.12"
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+    {file = "cryptography-42.0.5.tar.gz", hash = "sha256:6fe07eec95dfd477eb9530aef5bead34fec819b3aaf6c5bd6d20565da607bfe1"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
 docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
+docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
 nox = ["nox"]
-pep8test = ["black", "check-sdist", "mypy", "ruff"]
+pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -807,13 +843,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dataclasses-json"
-version = "0.6.3"
+version = "0.6.4"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
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+    {file = "dataclasses_json-0.6.4-py3-none-any.whl", hash = "sha256:f90578b8a3177f7552f4e1a6e535e84293cd5da421fcce0642d49c0d7bdf8df2"},
+    {file = "dataclasses_json-0.6.4.tar.gz", hash = "sha256:73696ebf24936560cca79a2430cbc4f3dd23ac7bf46ed17f38e5e5e7657a6377"},
 ]
 
 [package.dependencies]
@@ -822,29 +858,33 @@ typing-inspect = ">=0.4.0,<1"
 
 [[package]]
 name = "debugpy"
-version = "1.8.0"
+version = "1.8.1"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
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 [[package]]
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 ]
 
+[[package]]
+name = "deepdiff"
+version = "6.7.1"
+description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other."
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
+cli = ["click (==8.1.3)", "pyyaml (==6.0.1)"]
+optimize = ["orjson"]
+
 [[package]]
 name = "defusedxml"
 version = "0.7.1"
@@ -1015,13 +1073,13 @@ torchvision = "*"
 
 [[package]]
 name = "emoji"
-version = "2.9.0"
+version = "2.11.0"
 description = "Emoji for Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
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 ]
 
 [package.extras]
@@ -1043,32 +1101,32 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastapi"
-version = "0.108.0"
+version = "0.110.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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-starlette = ">=0.29.0,<0.33.0"
+starlette = ">=0.36.3,<0.37.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
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 [[package]]
 name = "fastjsonschema"
-version = "2.19.0"
+version = "2.19.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.extras]
@@ -1076,18 +1134,18 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.13.3"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -1103,71 +1161,71 @@ files = [
 
 [[package]]
 name = "flatbuffers"
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+version = "24.3.25"
 description = "The FlatBuffers serialization format for Python"
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 python-versions = "*"
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 [[package]]
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 python-versions = ">=3.8"
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 [package.extras]
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+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["munkres", "pycairo", "scipy"]
-lxml = ["lxml (>=4.0,<5)"]
+lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
@@ -1276,13 +1334,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.12.2"
+version = "2024.3.1"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1300,7 +1358,7 @@ github = ["requests"]
 gs = ["gcsfs"]
 gui = ["panel"]
 hdfs = ["pyarrow (>=1)"]
-http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
 libarchive = ["libarchive-c"]
 oci = ["ocifs"]
 s3 = ["s3fs"]
@@ -1325,20 +1383,20 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.40"
+version = "3.1.42"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
 [package.extras]
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+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar"]
 
 [[package]]
 name = "greenlet"
@@ -1424,39 +1482,40 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "0.17.3"
+version = "1.0.4"
 description = "A minimal low-level HTTP client."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [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,<0.25.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.24.1"
+version = "0.27.0"
 description = "The next generation HTTP client."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"},
 ]
 
 [package.dependencies]
+anyio = "*"
 certifi = "*"
-httpcore = ">=0.15.0,<0.18.0"
+httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
 
@@ -1479,13 +1538,13 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.20.1"
+version = "0.22.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.20.1-py3-none-any.whl", hash = "sha256:ecfdea395a8bc68cd160106c5bd857f7e010768d95f9e1862a779010cc304831"},
-    {file = "huggingface_hub-0.20.1.tar.gz", hash = "sha256:8c88c4c3c8853e22f2dfb4d84c3d493f4e1af52fb3856a90e1eeddcf191ddbb1"},
+    {file = "huggingface_hub-0.22.1-py3-none-any.whl", hash = "sha256:eac63947923d15c9a68681d7ed2d9599e058860617064e3ee6bd91a4b954faaf"},
+    {file = "huggingface_hub-0.22.1.tar.gz", hash = "sha256:5b8aaee5f3618cd432f49886da9935bbe8fab92d719011826430907b93171dd8"},
 ]
 
 [package.dependencies]
@@ -1498,15 +1557,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-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)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "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", "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)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "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"]
-inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
+hf-transfer = ["hf-transfer (>=0.1.4)"]
+inference = ["aiohttp", "minijinja (>=1.0)"]
+quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
-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"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
@@ -1589,22 +1650,22 @@ test = ["flake8 (>=5.0,<6.0)", "mypy (>=1.4,<2.0)", "pycodestyle (>=2.9,<3.0)",
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.1"
+version = "7.1.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-7.0.1-py3-none-any.whl", hash = "sha256:4805911c3a4ec7c3966410053e9ec6a1fecd629117df5adee56dfc9432a1081e"},
-    {file = "importlib_metadata-7.0.1.tar.gz", hash = "sha256:f238736bb06590ae52ac1fab06a3a9ef1d8dce2b7a35b5ab329371d6c8f5d2cc"},
+    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
+    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [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"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "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"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "installer"
@@ -1637,13 +1698,13 @@ aws = ["boto3"]
 
 [[package]]
 name = "ipykernel"
-version = "6.28.0"
+version = "6.29.3"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.28.0-py3-none-any.whl", hash = "sha256:c6e9a9c63a7f4095c0a22a79f765f079f9ec7be4f2430a898ddea889e8665661"},
-    {file = "ipykernel-6.28.0.tar.gz", hash = "sha256:69c11403d26de69df02225916f916b37ea4b9af417da0a8c827f84328d88e5f3"},
+    {file = "ipykernel-6.29.3-py3-none-any.whl", hash = "sha256:5aa086a4175b0229d4eca211e181fb473ea78ffd9869af36ba7694c947302a21"},
+    {file = "ipykernel-6.29.3.tar.gz", hash = "sha256:e14c250d1f9ea3989490225cc1a542781b095a18a19447fcf2b5eaf7d0ac5bd2"},
 ]
 
 [package.dependencies]
@@ -1666,17 +1727,17 @@ 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 = "8.19.0"
+version = "8.22.2"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.19.0-py3-none-any.whl", hash = "sha256:2f55d59370f59d0d2b2212109fe0e6035cfea436b1c0e6150ad2244746272ec5"},
-    {file = "ipython-8.19.0.tar.gz", hash = "sha256:ac4da4ecf0042fb4e0ce57c60430c2db3c719fa8bdf92f8631d6bd8a5785d1f0"},
+    {file = "ipython-8.22.2-py3-none-any.whl", hash = "sha256:3c86f284c8f3d8f2b6c662f885c4889a91df7cd52056fd02b7d8d6195d7f56e9"},
+    {file = "ipython-8.22.2.tar.gz", hash = "sha256:2dcaad9049f9056f1fef63514f176c7d41f930daa78d05b82a176202818f2c14"},
 ]
 
 [package.dependencies]
@@ -1684,42 +1745,42 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
 jedi = ">=0.16"
 matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
 prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
-traitlets = ">=5"
+traitlets = ">=5.13.0"
 
 [package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.23)", "pandas", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["ipython[black,doc,kernel,nbconvert,nbformat,notebook,parallel,qtconsole,terminal]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath", "trio"]
+test = ["pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.1"
+version = "8.1.2"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.1.1-py3-none-any.whl", hash = "sha256:2b88d728656aea3bbfd05d32c747cfd0078f9d7e159cf982433b58ad717eed7f"},
-    {file = "ipywidgets-8.1.1.tar.gz", hash = "sha256:40211efb556adec6fa450ccc2a77d59ca44a060f4f9f136833df59c9f538e6e8"},
+    {file = "ipywidgets-8.1.2-py3-none-any.whl", hash = "sha256:bbe43850d79fb5e906b14801d6c01402857996864d1e5b6fa62dd2ee35559f60"},
+    {file = "ipywidgets-8.1.2.tar.gz", hash = "sha256:d0b9b41e49bae926a866e613a39b0f0097745d2b9f1f3dd406641b4a57ec42c9"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.9,<3.1.0"
+jupyterlab-widgets = ">=3.0.10,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.9,<4.1.0"
+widgetsnbextension = ">=4.0.10,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -1740,21 +1801,21 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "jaraco-classes"
-version = "3.3.0"
+version = "3.3.1"
 description = "Utility functions for Python class constructs"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.classes-3.3.0-py3-none-any.whl", hash = "sha256:10afa92b6743f25c0cf5f37c6bb6e18e2c5bb84a16527ccfc0040ea377e7aaeb"},
-    {file = "jaraco.classes-3.3.0.tar.gz", hash = "sha256:c063dd08e89217cee02c8d5e5ec560f2c8ce6cdc2fcdc2e68f7b2e5547ed3621"},
+    {file = "jaraco.classes-3.3.1-py3-none-any.whl", hash = "sha256:86b534de565381f6b3c1c830d13f931d7be1a75f0081c57dff615578676e2206"},
+    {file = "jaraco.classes-3.3.1.tar.gz", hash = "sha256:cb28a5ebda8bc47d8c8015307d93163464f9f2b91ab4006e09ff0ce07e8bfb30"},
 ]
 
 [package.dependencies]
 more-itertools = "*"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+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-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "jedi"
@@ -1792,13 +1853,13 @@ trio = ["async_generator", "trio"]
 
 [[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]
@@ -1820,18 +1881,15 @@ files = [
 
 [[package]]
 name = "json5"
-version = "0.9.14"
+version = "0.9.24"
 description = "A Python implementation of the JSON5 data format."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 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 = "json5-0.9.24-py3-none-any.whl", hash = "sha256:4ca101fd5c7cb47960c055ef8f4d0e31e15a7c6c48c3b6f1473fc83b6c462a13"},
+    {file = "json5-0.9.24.tar.gz", hash = "sha256:0c638399421da959a20952782800e5c1a78c14e08e1dc9738fa10d8ec14d58c8"},
 ]
 
-[package.extras]
-dev = ["hypothesis"]
-
 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -1870,13 +1928,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.20.0"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 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-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
 ]
 
 [package.dependencies]
@@ -1933,13 +1991,13 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.0"
+version = "8.6.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 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-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"},
+    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
 ]
 
 [package.dependencies]
@@ -1979,13 +2037,13 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.6.0"
+version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_core-5.6.0-py3-none-any.whl", hash = "sha256:7613ee3c01f1b0632b927d368bf4e2f5d38503320b2179eec46eea91d026b0ce"},
-    {file = "jupyter_core-5.6.0.tar.gz", hash = "sha256:2970f1554685c89ebfedd784e44eea62d17a935e817f7bb704329a6129e178ca"},
+    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
+    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
 ]
 
 [package.dependencies]
@@ -1995,17 +2053,17 @@ 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"]
+test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.9.0"
+version = "0.10.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.8"
 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-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
+    {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
 ]
 
 [package.dependencies]
@@ -2024,13 +2082,13 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.1"
+version = "2.2.4"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 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-2.2.4.tar.gz", hash = "sha256:5e50033149344065348e688608f3c6d654ef06d9856b67655bd7b6bac9ee2d59"},
+    {file = "jupyter_lsp-2.2.4-py3-none-any.whl", hash = "sha256:da61cb63a16b6dff5eac55c2699cc36eac975645adee02c41bdfc03bf4802e77"},
 ]
 
 [package.dependencies]
@@ -2038,13 +2096,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.12.1"
+version = "2.13.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.12.1-py3-none-any.whl", hash = "sha256:fd030dd7be1ca572e4598203f718df6630c12bd28a599d7f1791c4d7938e1010"},
-    {file = "jupyter_server-2.12.1.tar.gz", hash = "sha256:dc77b7dcc5fc0547acba2b2844f01798008667201eea27c6319ff9257d700a6d"},
+    {file = "jupyter_server-2.13.0-py3-none-any.whl", hash = "sha256:77b2b49c3831fbbfbdb5048cef4350d12946191f833a24e5f83e5f8f4803e97b"},
+    {file = "jupyter_server-2.13.0.tar.gz", hash = "sha256:c80bfb049ea20053c3d9641c2add4848b38073bf79f1729cea1faed32fc1c78e"},
 ]
 
 [package.dependencies]
@@ -2070,17 +2128,17 @@ websocket-client = "*"
 
 [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"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
 name = "jupyter-server-terminals"
-version = "0.5.1"
+version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server_terminals-0.5.1-py3-none-any.whl", hash = "sha256:5e63e947ddd97bb2832db5ef837a258d9ccd4192cd608c1270850ad947ae5dd7"},
-    {file = "jupyter_server_terminals-0.5.1.tar.gz", hash = "sha256:16d3be9cf48be6a1f943f3a6c93c033be259cf4779184c66421709cf63dccfea"},
+    {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]
@@ -2093,17 +2151,18 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.9"
+version = "4.1.5"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.0.9-py3-none-any.whl", hash = "sha256:9f6f8e36d543fdbcc3df961a1d6a3f524b4a4001be0327a398f68fa4e534107c"},
-    {file = "jupyterlab-4.0.9.tar.gz", hash = "sha256:9ebada41d52651f623c0c9f069ddb8a21d6848e4c887d8e5ddc0613166ed5c0b"},
+    {file = "jupyterlab-4.1.5-py3-none-any.whl", hash = "sha256:3bc843382a25e1ab7bc31d9e39295a9f0463626692b7995597709c0ab236ab2c"},
+    {file = "jupyterlab-4.1.5.tar.gz", hash = "sha256:c9ad75290cb10bfaff3624bf3fbb852319b4cce4c456613f8ebbaa98d03524db"},
 ]
 
 [package.dependencies]
 async-lru = ">=1.0.0"
+httpx = ">=0.25.0"
 ipykernel = "*"
 jinja2 = ">=3.0.3"
 jupyter-core = "*"
@@ -2116,9 +2175,9 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["black[jupyter] (==23.10.1)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.4)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==5.0.1)", "ipython (==8.14.0)", "ipywidgets (==8.0.6)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post0)", "matplotlib (==3.7.1)", "nbconvert (>=7.0.0)", "pandas (==2.0.2)", "scipy (==1.10.1)", "vega-datasets (==0.9.0)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.2.0)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.2.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.1)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post6)", "matplotlib (==3.8.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.0)", "scipy (==1.12.0)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 
 [[package]]
@@ -2134,13 +2193,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.25.2"
+version = "2.25.4"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab_server-2.25.2-py3-none-any.whl", hash = "sha256:5b1798c9cc6a44f65c757de9f97fc06fc3d42535afbf47d2ace5e964ab447aaf"},
-    {file = "jupyterlab_server-2.25.2.tar.gz", hash = "sha256:bd0ec7a99ebcedc8bcff939ef86e52c378e44c2707e053fcd81d046ce979ee63"},
+    {file = "jupyterlab_server-2.25.4-py3-none-any.whl", hash = "sha256:eb645ecc8f9b24bac5decc7803b6d5363250e16ec5af814e516bc2c54dd88081"},
+    {file = "jupyterlab_server-2.25.4.tar.gz", hash = "sha256:2098198e1e82e0db982440f9b5136175d73bea2cd42a6480aa6fd502cb23c4f9"},
 ]
 
 [package.dependencies]
@@ -2155,28 +2214,41 @@ requests = ">=2.31"
 [package.extras]
 docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
 openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0,<8)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.9"
+version = "3.0.10"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_widgets-3.0.9-py3-none-any.whl", hash = "sha256:3cf5bdf5b897bf3bccf1c11873aa4afd776d7430200f765e0686bd352487b58d"},
-    {file = "jupyterlab_widgets-3.0.9.tar.gz", hash = "sha256:6005a4e974c7beee84060fdfba341a3218495046de8ae3ec64888e5fe19fdb4c"},
+    {file = "jupyterlab_widgets-3.0.10-py3-none-any.whl", hash = "sha256:dd61f3ae7a5a7f80299e14585ce6cf3d6925a96c9103c978eda293197730cb64"},
+    {file = "jupyterlab_widgets-3.0.10.tar.gz", hash = "sha256:04f2ac04976727e4f9d0fa91cdc2f1ab860f965e504c29dbd6a65c882c9d04c0"},
 ]
 
+[[package]]
+name = "kay"
+version = "0.1.2"
+description = "Data API for Context Retrieval"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
+    {file = "kay-0.1.2-py3-none-any.whl", hash = "sha256:911cf8e7734b54f8e5aadd29b24c971e3ccd8f4ae433d932dc5b306af6981c03"},
+]
+
+[package.dependencies]
+requests = ">=2"
+
 [[package]]
 name = "keyring"
-version = "24.3.0"
+version = "24.3.1"
 description = "Store and access your passwords safely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "keyring-24.3.0-py3-none-any.whl", hash = "sha256:4446d35d636e6a10b8bce7caa66913dd9eca5fd222ca03a3d42c38608ac30836"},
-    {file = "keyring-24.3.0.tar.gz", hash = "sha256:e730ecffd309658a08ee82535a3b5ec4b4c8669a9be11efb66249d8e0aeb9a25"},
+    {file = "keyring-24.3.1-py3-none-any.whl", hash = "sha256:df38a4d7419a6a60fea5cef1e45a948a3e8430dd12ad88b0f423c5c143906218"},
+    {file = "keyring-24.3.1.tar.gz", hash = "sha256:c3327b6ffafc0e8befbdb597cacdb4928ffe5c1212f7645f186e6d9957a898db"},
 ]
 
 [package.dependencies]
@@ -2189,7 +2261,7 @@ SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 [package.extras]
 completion = ["shtab (>=1.1.0)"]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "kiwisolver"
@@ -2363,20 +2435,20 @@ uvicorn = ">=0.23.2,<0.24.0"
 
 [[package]]
 name = "langchain-community"
-version = "0.0.6"
+version = "0.0.18"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain_community-0.0.6-py3-none-any.whl", hash = "sha256:13b16da0f89c328df456911ff03069e4d919f647c7dd3bfc5062525cf956ed82"},
-    {file = "langchain_community-0.0.6.tar.gz", hash = "sha256:b7deb63fd8205d54b51cf8b1702de15d1da77987f8465c356b158a65adff378c"},
+    {file = "langchain_community-0.0.18-py3-none-any.whl", hash = "sha256:b87e20c1fa3f37e9608d7ccc08b4d8ed86f875b8c1e735d0464ae986e41c5a71"},
+    {file = "langchain_community-0.0.18.tar.gz", hash = "sha256:f044f331b418f16148b76929f27cc2107fce2d190ea3fae0cdaf155ceda9892f"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain-core = ">=0.1,<0.2"
-langsmith = ">=0.0.63,<0.1.0"
+langchain-core = ">=0.1.19,<0.2"
+langsmith = ">=0.0.83,<0.1"
 numpy = ">=1,<2"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -2385,23 +2457,23 @@ tenacity = ">=8.1.0,<9.0.0"
 
 [package.extras]
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 packaging = ">=23.2,<24.0"
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
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 name = "langserve"
-version = "0.0.37"
+version = "0.0.51"
 description = ""
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 [[package]]
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 paddledetection = ["paddlepaddle (==2.1.0)"]
 tesseract = ["pytesseract"]
 
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 [package.extras]
 cssselect = ["cssselect (>=0.7)"]
 html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
-source = ["Cython (==0.29.37)"]
+source = ["Cython (>=3.0.7)"]
 
 [[package]]
 name = "markdown-it-py"
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 tests = ["pytest", "pytz", "simplejson"]
 
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 ]
 
 [[package]]
@@ -2983,13 +3168,13 @@ files = [
 
 [[package]]
 name = "nbclient"
-version = "0.9.0"
+version = "0.10.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3001,17 +3186,17 @@ traitlets = ">=5.4"
 [package.extras]
 dev = ["pre-commit"]
 docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
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+test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.13.1"
-description = "Converting Jupyter Notebooks"
+version = "7.16.3"
+description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3037,18 +3222,18 @@ docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sp
 qtpdf = ["nbconvert[qtpng]"]
 qtpng = ["pyqtwebengine (>=5.15)"]
 serve = ["tornado (>=6.1)"]
-test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest"]
+test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest (>=7)"]
 webpdf = ["playwright"]
 
 [[package]]
 name = "nbformat"
-version = "5.9.2"
+version = "5.10.3"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3063,13 +3248,13 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[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"
 files = [
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 ]
 
 [[package]]
@@ -3117,18 +3302,18 @@ twitter = ["twython"]
 
 [[package]]
 name = "notebook"
-version = "7.0.6"
+version = "7.1.2"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.0.2,<5"
+jupyterlab = ">=4.1.1,<4.2"
 jupyterlab-server = ">=2.22.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -3140,13 +3325,13 @@ test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.3"
+version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3157,47 +3342,47 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "numpy"
-version = "1.26.2"
+version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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 protobuf = ">=3.20.2"
 
 [package.extras]
@@ -3440,13 +3632,13 @@ sympy = "*"
 
 [[package]]
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-version = "1.6.1"
+version = "1.14.3"
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     {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""},
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 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
-tzdata = ">=2022.1"
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 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
-xml = ["lxml (>=4.8.0)"]
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 [[package]]
 name = "pandocfilters"
-version = "1.5.0"
+version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
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 ]
 
 [[package]]
 name = "parea-ai"
-version = "0.2.25"
+version = "0.2.112"
 description = "Parea python sdk"
 optional = false
-python-versions = ">=3.9,<4.0"
+python-versions = "<4.0,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
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 contextvars = ">=2.4,<3.0"
-httpx = ">=0.24.1,<0.25.0"
+httpx = ">=0.25.0"
 jupyter = ">=1.0.0,<2.0.0"
+levenshtein = ">=0.25.0,<0.26.0"
 openai = "*"
-poetry-plugin-dotenv = ">=0.5.1,<0.6.0"
+poetry-plugin-dotenv = ">=0.6.3,<0.7.0"
 pysbd = ">=0.3.4,<0.4.0"
-python-dotenv = ">=0.21.0,<0.22.0"
+python-dotenv = ">=1.0.1,<2.0.0"
+pytz = ">=2024.1,<2025.0"
 pyupgrade = ">=3.9.0,<4.0.0"
 redis = ">=5.0.1,<6.0.0"
+tiktoken = ">=0.5.2"
 
 [[package]]
 name = "parso"
@@ -3685,13 +3896,13 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pdf2image"
-version = "1.16.3"
+version = "1.17.0"
 description = "A wrapper around the pdftoppm and pdftocairo command line tools to convert PDF to a PIL Image list."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -3699,13 +3910,13 @@ pillow = "*"
 
 [[package]]
 name = "pdfminer-six"
-version = "20221105"
+version = "20231228"
 description = "PDF parser and analyzer"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
@@ -3719,17 +3930,17 @@ image = ["Pillow"]
 
 [[package]]
 name = "pdfplumber"
-version = "0.10.3"
+version = "0.11.0"
 description = "Plumb a PDF for detailed information about each char, rectangle, and line."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pdfplumber-0.11.0-py3-none-any.whl", hash = "sha256:be41686fe9515da5f54fad254e2b6941a723b9afe99eb92008df30880b6d61b3"},
+    {file = "pdfplumber-0.11.0.tar.gz", hash = "sha256:e0027b8fc0ab98329cd8d445f5324d779078a6b58406471234e3e9c265dd8a48"},
 ]
 
 [package.dependencies]
-"pdfminer.six" = "20221105"
+"pdfminer.six" = "20231228"
 Pillow = ">=9.1"
 pypdfium2 = ">=4.18.0"
 
@@ -3749,48 +3960,51 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pikepdf"
-version = "8.10.1"
+version = "8.14.0"
 description = "Read and write PDFs with Python, powered by qpdf"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 Deprecated = "*"
-lxml = ">=4.8"
+lxml = {version = ">=4.8", markers = "python_version >= \"3.10\""}
 packaging = "*"
 Pillow = ">=10.0.1"
 
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 [[package]]
 name = "pillow"
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 description = "Python Imaging Library (Fork)"
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 [package.dependencies]
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+poetry = ">=1.5.1"
 
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-poetry = ">=1.6.0,<2.0.0"
+poetry = ">=1.8.0,<2.0.0"
 poetry-core = ">=1.7.0,<2.0.0"
 
 [[package]]
@@ -3992,13 +4224,13 @@ tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "p
 
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 description = "Python client for the Prometheus monitoring system."
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@@ -4020,47 +4252,47 @@ wcwidth = "*"
 
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 ]
 
 [package.dependencies]
@@ -4288,13 +4494,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.1"
+version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
 files = [
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 ]
 
 [package.extras]
@@ -4302,13 +4508,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
-version = "3.17.4"
+version = "4.1.0"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.extras]
@@ -4320,24 +4526,24 @@ image = ["Pillow (>=8.0.0)"]
 
 [[package]]
 name = "pypdfium2"
-version = "4.25.0"
+version = "4.28.0"
 description = "Python bindings to PDFium"
 optional = false
 python-versions = ">= 3.6"
 files = [
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 ]
 
 [[package]]
@@ -4389,13 +4595,13 @@ Pillow = ">=8.0.0"
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
+version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -4403,13 +4609,13 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "0.21.1"
+version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -4417,17 +4623,17 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "python-iso639"
-version = "2023.12.11"
+version = "2024.2.7"
 description = "Look-up utilities for ISO 639 language codes and names"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
-dev = ["black (==23.11.0)", "build (==1.0.3)", "flake8 (==6.1.0)", "pytest (==7.4.3)", "twine (==4.0.2)"]
+dev = ["black (==24.1.1)", "build (==1.0.3)", "flake8 (==7.0.0)", "pytest (==8.0.0)", "twine (==4.0.2)"]
 
 [[package]]
 name = "python-json-logger"
@@ -4453,38 +4659,38 @@ files = [
 
 [[package]]
 name = "python-multipart"
-version = "0.0.6"
+version = "0.0.9"
 description = "A streaming multipart parser for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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+dev = ["atomicwrites (==1.4.1)", "attrs (==23.2.0)", "coverage (==7.4.1)", "hatch", "invoke (==2.2.0)", "more-itertools (==10.2.0)", "pbr (==6.0.0)", "pluggy (==1.4.0)", "py (==1.11.0)", "pytest (==8.0.0)", "pytest-cov (==4.1.0)", "pytest-timeout (==2.2.0)", "pyyaml (==6.0.1)", "ruff (==0.2.1)"]
 
 [[package]]
 name = "pytz"
-version = "2023.3.post1"
+version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
 name = "pyupgrade"
-version = "3.15.0"
+version = "3.15.2"
 description = "A tool to automatically upgrade syntax for newer versions."
 optional = false
 python-versions = ">=3.8.1"
 files = [
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+    {file = "pyupgrade-3.15.2.tar.gz", hash = "sha256:c488d6896c546d25845712ef6402657123008d56c1063174e27aabe15bd6b4e5"},
 ]
 
 [package.dependencies]
@@ -4526,17 +4732,17 @@ files = [
 
 [[package]]
 name = "pywinpty"
-version = "2.0.12"
+version = "2.0.13"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
 all = ["safetensors[jax]", "safetensors[numpy]", "safetensors[paddlepaddle]", "safetensors[pinned-tf]", "safetensors[quality]", "safetensors[testing]", "safetensors[torch]"]
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 numpy = ["numpy (>=1.21.6)"]
 paddlepaddle = ["paddlepaddle (>=2.4.1)", "safetensors[numpy]"]
 pinned-tf = ["safetensors[numpy]", "tensorflow (==2.11.0)"]
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+
+[package.dependencies]
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 [package.extras]
 dev = ["click", "cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
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 [[package]]
 name = "secretstorage"
@@ -5399,79 +5613,24 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "sentence-transformers"
-version = "2.2.2"
+version = "2.6.1"
 description = "Multilingual text embeddings"
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-python-versions = ">=3.6.0"
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 ]
 
 [package.dependencies]
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 numpy = "*"
+Pillow = "*"
 scikit-learn = "*"
 scipy = "*"
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 tqdm = "*"
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-
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+transformers = ">=4.32.0,<5.0.0"
 
 [[package]]
 name = "shellingham"
@@ -5508,13 +5667,13 @@ files = [
 
 [[package]]
 name = "sniffio"
-version = "1.3.0"
+version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
@@ -5530,70 +5689,70 @@ files = [
 
 [[package]]
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 description = "Database Abstraction Library"
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 python-versions = ">=3.7"
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 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
 aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
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 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)"]
@@ -5603,7 +5762,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sse-starlette"
@@ -5653,20 +5812,20 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.32.0.post1"
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 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
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+full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
 
 [[package]]
 name = "sympy"
@@ -5712,13 +5871,13 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
 [[package]]
 name = "terminado"
-version = "0.18.0"
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-torch = ">=1.7"
+torch = "*"
 torchvision = "*"
 
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 [package.dependencies]
@@ -5958,42 +6129,47 @@ testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
 
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 name = "tomlkit"
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 ]
 
 [package.dependencies]
@@ -6010,50 +6186,54 @@ nvidia-cufft-cu12 = {version = "11.0.2.54", markers = "platform_system == \"Linu
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-nvidia-nccl-cu12 = {version = "2.18.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.19.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 sympy = "*"
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 [package.dependencies]
 numpy = "*"
 pillow = ">=5.3.0,<8.3.dev0 || >=8.4.dev0"
-requests = "*"
-torch = "2.1.2"
+torch = "2.2.1"
 
 [package.extras]
 scipy = ["scipy"]
@@ -6080,13 +6260,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.1"
+version = "4.66.2"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -6100,28 +6280,28 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.0"
+version = "5.14.2"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
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+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "transformers"
-version = "4.36.2"
+version = "4.39.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -6132,22 +6312,22 @@ packaging = ">=20.0"
 pyyaml = ">=5.1"
 regex = "!=2019.12.17"
 requests = "*"
-safetensors = ">=0.3.1"
+safetensors = ">=0.4.1"
 tokenizers = ">=0.14,<0.19"
 tqdm = ">=4.27"
 
 [package.extras]
 accelerate = ["accelerate (>=0.21.0)"]
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
@@ -6155,7 +6335,7 @@ ftfy = ["ftfy"]
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 optuna = ["optuna"]
@@ -6164,68 +6344,66 @@ ray = ["ray[tune] (>=2.7.0)"]
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 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
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 name = "trove-classifiers"
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 [[package]]
 name = "typer"
-version = "0.9.0"
+version = "0.9.4"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.dependencies]
@@ -6239,28 +6417,28 @@ typing-extensions = ">=3.7.4.3"
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 dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
 doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
-test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
+test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.971)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.8.19.14"
+version = "2.9.0.20240316"
 description = "Typing stubs for python-dateutil"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.10.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -6280,24 +6458,24 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "tzdata"
-version = "2023.3"
+version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
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+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
 ]
 
 [[package]]
 name = "unstructured"
-version = "0.11.6"
+version = "0.11.8"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "unstructured-0.11.8-py3-none-any.whl", hash = "sha256:71e8d135a723d8c692a0a43683e3dca4a9b3e0fd8a1d255f57689591ed3860c0"},
+    {file = "unstructured-0.11.8.tar.gz", hash = "sha256:dba8b2d54fdc781acef6c9590510e1f55e7467abaaf00403031331903d415f07"},
 ]
 
 [package.dependencies]
@@ -6369,6 +6547,7 @@ pdf = ["onnx", "pdf2image", "pdfminer.six", "pikepdf", "pypdf", "unstructured-in
 pinecone = ["pinecone-client"]
 ppt = ["python-pptx (<=0.6.23)"]
 pptx = ["python-pptx (<=0.6.23)"]
+qdrant = ["qdrant-client"]
 reddit = ["praw"]
 rst = ["pypandoc"]
 rtf = ["pypandoc"]
@@ -6384,24 +6563,26 @@ xlsx = ["networkx", "openpyxl", "pandas", "xlrd"]
 
 [[package]]
 name = "unstructured-client"
-version = "0.15.1"
+version = "0.22.0"
 description = "Python Client SDK for Unstructured API"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 certifi = ">=2023.7.22"
 charset-normalizer = ">=3.2.0"
-dataclasses-json = ">=0.6.1"
+dataclasses-json = ">=0.6.4"
+deepdiff = ">=6.0"
 idna = ">=3.4"
 jsonpath-python = ">=1.0.6"
 marshmallow = ">=3.19.0"
 mypy-extensions = ">=1.0.0"
 packaging = ">=23.1"
+pypdf = ">=4.0"
 python-dateutil = ">=2.8.2"
 requests = ">=2.31.0"
 six = ">=1.16.0"
@@ -6464,17 +6645,18 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "2.1.0"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
@@ -6498,13 +6680,13 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "virtualenv"
-version = "20.25.0"
+version = "20.25.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -6518,13 +6700,13 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "wcwidth"
-version = "0.2.12"
+version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -6571,13 +6753,13 @@ test = ["websockets"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.9"
+version = "4.0.10"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -6661,87 +6843,76 @@ files = [
 
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-version = "0.10.1"
+version = "1.1.0"
 description = "Python wrapper for extended filesystem attributes"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
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+    {file = "xattr-1.1.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a20de1c47b5cd7b47da61799a3b34e11e5815d716299351f82a88627a43f9a96"},
+    {file = "xattr-1.1.0-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:23705c7079b05761ff2fa778ad17396e7599c8759401abc05b312dfb3bc99f69"},
+    {file = "xattr-1.1.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:27272afeba8422f2a9d27e1080a9a7b807394e88cce73db9ed8d2dde3afcfb87"},
+    {file = "xattr-1.1.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd43978966de3baf4aea367c99ffa102b289d6c2ea5f3d9ce34a203dc2f2ab73"},
+    {file = "xattr-1.1.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ded771eaf27bb4eb3c64c0d09866460ee8801d81dc21097269cf495b3cac8657"},
+    {file = "xattr-1.1.0-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96ca300c0acca4f0cddd2332bb860ef58e1465d376364f0e72a1823fdd58e90d"},
+    {file = "xattr-1.1.0.tar.gz", hash = "sha256:fecbf3b05043ed3487a28190dec3e4c4d879b2fcec0e30bafd8ec5d4b6043630"},
+]
+
+[package.dependencies]
+cffi = ">=1.16.0"
+
+[package.extras]
+test = ["pytest"]
 
 [[package]]
 name = "yarl"
@@ -6848,20 +7019,20 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.18.1"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [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)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "a212ff246547314e70e264465c0c771b932effa3d0a42a4e3c69e493d9d79dc9"
+content-hash = "a6e9d467242b8f3f0d0d4585fdef9bc26b7d698e3d9d6729e04f4eeda79ce2e3"
diff --git a/pyproject.toml b/pyproject.toml
index 050b359..8eb9211 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,6 +16,7 @@ sse-starlette = "^1.8.2"
 sentence-transformers = "^2.2.2"
 parea-ai = "^0.2.25"
 unstructured = {extras = ["pdf"], version = "^0.11.6"}
+kay = "^0.1.2"
 
 [tool.poetry.group.dev.dependencies]
 langchain-cli = "^0.0.20"
diff --git a/rag/chain.py b/rag/chain.py
index f399a97..d130ce6 100644
--- a/rag/chain.py
+++ b/rag/chain.py
@@ -1,123 +1,40 @@
-import os
-
 from dotenv import load_dotenv
-from langchain.chat_models import ChatOpenAI
-from langchain.embeddings import HuggingFaceEmbeddings
-from langchain.prompts import ChatPromptTemplate
-from langchain.vectorstores import Redis
-from langchain_core.output_parsers import StrOutputParser
-from langchain_core.runnables import RunnableParallel, RunnablePassthrough
-from parea import Parea
+from parea import trace_insert, trace
+from parea.evals.general import answer_matches_target_llm_grader_factory
+from parea.evals.rag import percent_target_supported_by_context_factory
 from parea.utils.trace_integrations.langchain import PareaAILangchainTracer
 
-from evals.eval import run_evals
-from rag.config import INDEX_NAME, INDEX_SCHEMA, REDIS_URL, EMBED_MODEL
+from evals.eval import dataset
+from rag.set_up import DocumentationChain, p
 
 load_dotenv()
 
-# Need to instantiate Parea for tracing and evals
-p = Parea(api_key=os.getenv("PAREA_API_KEY"))
-
 # Init Tracer which will send logs to Parea AI
 parea_tracer = PareaAILangchainTracer()
 
-# Init Embeddings
-embedder = HuggingFaceEmbeddings(model_name=EMBED_MODEL)
-
-# Connect to preloaded vectorstore ( After you run ingest.py )
-vectorstore = Redis.from_existing_index(
-    embedding=embedder, index_name=INDEX_NAME, schema=INDEX_SCHEMA, redis_url=REDIS_URL
-)
-
-# Init retriever
-retriever = vectorstore.as_retriever(search_type="mmr")
-
-# Init global variable to store context from retriever
-context_from_retriever = ""
-
-
-def _format_docs(docs) -> str:
-    """
-    Format the docs retrieved from the retriever
-    :param docs: list of documents retrieved from the retriever
-    :return: str of concatenated documents
-    """
-    global context_from_retriever
-    formatted_context = "\n\n".join(doc.page_content for doc in docs)
-    context_from_retriever = formatted_context
-    return formatted_context
-
-
-# A sentinel value to indicate whether to add the source to the prompt
-# When running evals such as exact match excluding the source could help the LLM judge the answer better
-ADD_SOURCE = False
-ADD_SOURCE_TEXT = """Include the 'source' and 'start_index from the metadata included in the context you used to 
-answer the question"""
-
-# Define our prompt template
-template = """
-Use the following pieces of context from Nike's financial 10k filings
-dataset to answer the question. Do not make up an answer if there is no
-context provided to help answer it. {ADD_SOURCE_TEXT}
-
-Context:
----------
-{context}
+dc = DocumentationChain()
 
----------
-Question: {question}
----------
 
-Answer:
-"""
-
-prompt = ChatPromptTemplate.from_template(template).partial(
-    ADD_SOURCE_TEXT=ADD_SOURCE_TEXT if ADD_SOURCE else ""
+@trace(
+    eval_funcs=[
+        answer_matches_target_llm_grader_factory(),
+        percent_target_supported_by_context_factory(),
+    ]
 )
-
-
-# RAG Chain
-model = ChatOpenAI(model_name="gpt-3.5-turbo-16k")
-chain = (
-    RunnableParallel(
-        {"context": retriever | _format_docs, "question": RunnablePassthrough()}
-    )
-    | prompt
-    | model
-    | StrOutputParser()
-)
-
-
-def invoke(question: str) -> tuple[str, str]:
-    """
-    Invoke the chain with the question
-    :param question:
-    :return:  response and trace_id
-    """
-    response = chain.invoke(question, config={"callbacks": [parea_tracer]})
-    trace_id = parea_tracer.get_parent_trace_id()
-    return response, str(trace_id)
-
-
-def run_chain(question: str, target: str, run_eval: bool):
+def run_chain(question: str) -> str:
     """
     Run the chain with the question and target answer and optionally run evals
     :param question: question to ask
-    :param target: target answer
-    :param run_eval: whether to run evals
 
-    :return: None
+    :return: str
     """
-    response, trace_id = invoke(question)
-    print("Question: ", question, "\n")
-    print("Response: ", response, "\n")
+    output = dc.get_chain().invoke(
+        {"question": question},
+        config={"callbacks": [parea_tracer]},
+    )
+    trace_insert({"inputs": {"context": dc.get_context()}})
+    return output
+
 
-    if run_eval:
-        print("Evals started in thread: \n")
-        run_evals(
-            trace_id=trace_id,
-            question=question,
-            context=context_from_retriever,
-            response=response,
-            target_answer=target,
-        )
+if __name__ == "__main__":
+    p.experiment(data=dataset, func=run_chain).run()
diff --git a/rag/dataset_chain.py b/rag/dataset_chain.py
new file mode 100644
index 0000000..392c082
--- /dev/null
+++ b/rag/dataset_chain.py
@@ -0,0 +1,32 @@
+from dotenv import load_dotenv
+from parea import trace
+from parea.evals.general import answer_matches_target_llm_grader_factory
+from parea.evals.rag import percent_target_supported_by_context_factory
+from parea.schemas import Completion
+
+from rag.set_up import p
+
+load_dotenv()
+
+
+@trace(
+    eval_funcs=[
+        answer_matches_target_llm_grader_factory(),
+        percent_target_supported_by_context_factory(),
+    ]
+)
+def run_dataset_chain(question: str, context: str) -> str:
+    output = p.completion(
+        Completion(
+            deployment_id="p-T8VBzfZnwlVOUeD0aOwdu",
+            llm_inputs={"context": context, "question": question},
+        )
+    )
+    return output.content
+
+
+if __name__ == "__main__":
+    p.experiment(
+        data="RAG2",
+        func=run_dataset_chain,
+    ).run(name="rag_original_chain")
diff --git a/rag/set_up.py b/rag/set_up.py
new file mode 100644
index 0000000..96f826d
--- /dev/null
+++ b/rag/set_up.py
@@ -0,0 +1,64 @@
+import os
+from operator import itemgetter
+
+from dotenv import load_dotenv
+from langchain.chat_models import ChatOpenAI
+from langchain.prompts import ChatPromptTemplate
+from langchain_community.embeddings import HuggingFaceEmbeddings
+from langchain_community.vectorstores.redis import Redis
+from langchain_core.output_parsers import StrOutputParser
+from parea import Parea
+from parea.schemas.models import UseDeployedPrompt
+
+from rag.config import REDIS_URL, INDEX_SCHEMA, INDEX_NAME, EMBED_MODEL
+
+load_dotenv()
+
+# Need to instantiate Parea for tracing and evals
+p = Parea(api_key=os.getenv("PAREA_API_KEY"))
+
+
+class DocumentRetriever:
+    def __init__(self):
+        embedder = HuggingFaceEmbeddings(model_name=EMBED_MODEL)
+        vectorstore = Redis.from_existing_index(
+            embedding=embedder,
+            index_name=INDEX_NAME,
+            schema=INDEX_SCHEMA,
+            redis_url=REDIS_URL,
+        )
+        self.retriever = vectorstore.as_retriever(search_type="mmr")
+        # self.retriever = KayAiRetriever.create(
+        #     dataset_id="company", data_types=["10-K"], num_contexts=3
+        # )
+
+    def get_retriever(self):
+        return self.retriever
+
+
+class DocumentationChain:
+    def __init__(self):
+        retriever = DocumentRetriever().get_retriever()
+        fetched = p.get_prompt(
+            UseDeployedPrompt(deployment_id="p-T8VBzfZnwlVOUeD0aOwdu")
+        )
+        template = fetched.prompt.raw_messages[0]["content"]
+        prompt = ChatPromptTemplate.from_template(template)
+        model = ChatOpenAI(model_name=fetched.model)
+        response_generator = prompt | model | StrOutputParser()
+        self.chain = {
+            "context": itemgetter("question") | retriever | self._format_docs,
+            "question": itemgetter("question"),
+        } | response_generator
+
+    def get_context(self) -> str:
+        """Helper to get the context from a retrieval chain, so we can use it for evaluation metrics."""
+        return self.context
+
+    def _format_docs(self, docs) -> str:
+        context = "\n\n".join(doc.page_content for doc in docs)
+        self.context = context
+        return context
+
+    def get_chain(self):
+        return self.chain

From 140271f3d12e2bbe9c838e9ecc559d8329366200 Mon Sep 17 00:00:00 2001
From: Joel Alexander <a.joeljr@hotmail.com>
Date: Wed, 27 Mar 2024 10:48:03 -0500
Subject: [PATCH 2/3] demo

---
 rag/dataset_chain.py | 18 +++++++-----------
 rag/set_up.py        | 25 +++++++++++--------------
 2 files changed, 18 insertions(+), 25 deletions(-)

diff --git a/rag/dataset_chain.py b/rag/dataset_chain.py
index 392c082..ac23bae 100644
--- a/rag/dataset_chain.py
+++ b/rag/dataset_chain.py
@@ -1,7 +1,9 @@
 from dotenv import load_dotenv
 from parea import trace
-from parea.evals.general import answer_matches_target_llm_grader_factory
-from parea.evals.rag import percent_target_supported_by_context_factory
+from parea.evals.general import answer_matches_target_llm_grader_factory as llm_grader
+from parea.evals.rag import (
+    percent_target_supported_by_context_factory as context_quality,
+)
 from parea.schemas import Completion
 
 from rag.set_up import p
@@ -9,20 +11,14 @@
 load_dotenv()
 
 
-@trace(
-    eval_funcs=[
-        answer_matches_target_llm_grader_factory(),
-        percent_target_supported_by_context_factory(),
-    ]
-)
+@trace(eval_funcs=[llm_grader(), context_quality()])
 def run_dataset_chain(question: str, context: str) -> str:
-    output = p.completion(
+    return p.completion(
         Completion(
             deployment_id="p-T8VBzfZnwlVOUeD0aOwdu",
             llm_inputs={"context": context, "question": question},
         )
-    )
-    return output.content
+    ).content
 
 
 if __name__ == "__main__":
diff --git a/rag/set_up.py b/rag/set_up.py
index 96f826d..f38ba81 100644
--- a/rag/set_up.py
+++ b/rag/set_up.py
@@ -4,14 +4,11 @@
 from dotenv import load_dotenv
 from langchain.chat_models import ChatOpenAI
 from langchain.prompts import ChatPromptTemplate
-from langchain_community.embeddings import HuggingFaceEmbeddings
-from langchain_community.vectorstores.redis import Redis
+from langchain_community.retrievers import KayAiRetriever
 from langchain_core.output_parsers import StrOutputParser
 from parea import Parea
 from parea.schemas.models import UseDeployedPrompt
 
-from rag.config import REDIS_URL, INDEX_SCHEMA, INDEX_NAME, EMBED_MODEL
-
 load_dotenv()
 
 # Need to instantiate Parea for tracing and evals
@@ -20,17 +17,17 @@
 
 class DocumentRetriever:
     def __init__(self):
-        embedder = HuggingFaceEmbeddings(model_name=EMBED_MODEL)
-        vectorstore = Redis.from_existing_index(
-            embedding=embedder,
-            index_name=INDEX_NAME,
-            schema=INDEX_SCHEMA,
-            redis_url=REDIS_URL,
-        )
-        self.retriever = vectorstore.as_retriever(search_type="mmr")
-        # self.retriever = KayAiRetriever.create(
-        #     dataset_id="company", data_types=["10-K"], num_contexts=3
+        # embedder = HuggingFaceEmbeddings(model_name=EMBED_MODEL)
+        # vectorstore = Redis.from_existing_index(
+        #     embedding=embedder,
+        #     index_name=INDEX_NAME,
+        #     schema=INDEX_SCHEMA,
+        #     redis_url=REDIS_URL,
         # )
+        # self.retriever = vectorstore.as_retriever(search_type="mmr")
+        self.retriever = KayAiRetriever.create(
+            dataset_id="company", data_types=["10-K"], num_contexts=3
+        )
 
     def get_retriever(self):
         return self.retriever

From d75198ffabf5d52542422df7145a8f3c29966375 Mon Sep 17 00:00:00 2001
From: Joel Alexander <a.joeljr@hotmail.com>
Date: Wed, 27 Mar 2024 15:57:24 -0500
Subject: [PATCH 3/3] demo

---
 rag/dataset_chain.py | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/rag/dataset_chain.py b/rag/dataset_chain.py
index ac23bae..6fd390d 100644
--- a/rag/dataset_chain.py
+++ b/rag/dataset_chain.py
@@ -1,4 +1,3 @@
-from dotenv import load_dotenv
 from parea import trace
 from parea.evals.general import answer_matches_target_llm_grader_factory as llm_grader
 from parea.evals.rag import (
@@ -8,8 +7,6 @@
 
 from rag.set_up import p
 
-load_dotenv()
-
 
 @trace(eval_funcs=[llm_grader(), context_quality()])
 def run_dataset_chain(question: str, context: str) -> str: