From d8b38138c7cf4b337509ee16f1a96078f57a0c36 Mon Sep 17 00:00:00 2001
From: Valerio Sofi <v.sofi@nebuly.ai>
Date: Mon, 27 May 2024 18:08:38 +0200
Subject: [PATCH] chore: Add langgraph (#67)

* chore: Add langgraph

* chore: Bump version
---
 nebuly/__init__.py            |    2 +-
 nebuly/providers/langchain.py |   14 +-
 poetry.lock                   | 1023 ++++++++++++++++-----------------
 pyproject.toml                |    7 +-
 4 files changed, 515 insertions(+), 531 deletions(-)

diff --git a/nebuly/__init__.py b/nebuly/__init__.py
index e65953e..4bfe129 100644
--- a/nebuly/__init__.py
+++ b/nebuly/__init__.py
@@ -2,4 +2,4 @@
 from .init import init
 
 __all__ = ["init", "new_interaction"]
-__version__ = "0.3.28"
+__version__ = "0.3.29"
diff --git a/nebuly/providers/langchain.py b/nebuly/providers/langchain.py
index 5a17a56..ba85e48 100644
--- a/nebuly/providers/langchain.py
+++ b/nebuly/providers/langchain.py
@@ -15,7 +15,7 @@
 from langchain.prompts import ChatPromptTemplate, PromptTemplate
 from langchain.prompts.chat import AIMessagePromptTemplate, HumanMessagePromptTemplate
 from langchain.schema import Document
-from langchain.schema.messages import AIMessage, BaseMessage, HumanMessage
+from langchain.schema.messages import AIMessage, BaseMessage, HumanMessage, ToolMessage
 from langchain.schema.output import LLMResult
 from langchain.schema.runnable import RunnableSequence
 
@@ -134,10 +134,8 @@ def _parse_output(output: str | dict[str, Any] | AIMessage) -> str:
 def _parse_langchain_data(  # pylint: disable=too-many-return-statements
     data: Any,
 ) -> str:
-    if isinstance(data, str):
-        return data
     if isinstance(data, dict):
-        if len(data) == 1:
+        if len(data) == 1 and isinstance(list(data.values())[0], str):
             return str(list(data.values())[0])
         if "answer" in data:
             # If the data is a retrieval chain, we want to return the answer
@@ -151,7 +149,15 @@ def _parse_langchain_data(  # pylint: disable=too-many-return-statements
         if "question" in data:
             # Needed when calling invoke with question and chat_history
             return str(data["question"])
+        if "messages" in data and isinstance(
+            data["messages"][-1], (HumanMessage, AIMessage, ToolMessage)
+        ):
+            return str(data["messages"][-1].content)
         return "\n".join([f"{key}: {value}" for key, value in data.items()])
+    if isinstance(data, list):
+        data = data[-1]
+    if isinstance(data, (HumanMessage, AIMessage, ToolMessage)):
+        return str(data.content)
     return str(data)
 
 
diff --git a/poetry.lock b/poetry.lock
index f019f21..20b1daa 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -112,13 +112,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
-    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
 [package.dependencies]
@@ -150,13 +150,13 @@ vertex = ["google-auth (>=2,<3)"]
 
 [[package]]
 name = "anyio"
-version = "4.3.0"
+version = "4.4.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
-    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
+    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
 ]
 
 [package.dependencies]
@@ -323,17 +323,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.94"
+version = "1.34.113"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.94-py3-none-any.whl", hash = "sha256:bbb87d641c73462e53b1777083b55c8f13921618ad08757478a8122985c56c13"},
-    {file = "boto3-1.34.94.tar.gz", hash = "sha256:22f65b3c9b7a419f8f39c2dddc421e14fab8cbb3bd8a9d467e874237d39f59b1"},
+    {file = "boto3-1.34.113-py3-none-any.whl", hash = "sha256:7e59f0a848be477a4c98a90e7a18a0e284adfb643f7879d2b303c5f493661b7a"},
+    {file = "boto3-1.34.113.tar.gz", hash = "sha256:009cd143509f2ff4c37582c3f45d50f28c95eed68e8a5c36641206bdb597a9ea"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.94,<1.35.0"
+botocore = ">=1.34.113,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -342,13 +342,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.94"
+version = "1.34.113"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.94-py3-none-any.whl", hash = "sha256:f00a79002e0cb9d6895ecd0919c506402850177d7b6c4d2634fa2da362d95bcb"},
-    {file = "botocore-1.34.94.tar.gz", hash = "sha256:99b11be9a28f9051af4c96fa121e9c3f22a86d499abd773c9e868b2a38961bae"},
+    {file = "botocore-1.34.113-py3-none-any.whl", hash = "sha256:8ca87776450ef41dd25c327eb6e504294230a5756940d68bcfdedc4a7cdeca97"},
+    {file = "botocore-1.34.113.tar.gz", hash = "sha256:449912ba3c4ded64f21d09d428146dd9c05337b2a112e15511bf2c4888faae79"},
 ]
 
 [package.dependencies]
@@ -540,63 +540,63 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.5.0"
+version = "7.5.2"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -607,13 +607,13 @@ toml = ["tomli"]
 
 [[package]]
 name = "dataclasses-json"
-version = "0.6.5"
+version = "0.6.6"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -917,13 +917,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.3.1"
+version = "2024.5.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -931,7 +931,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -948,6 +948,9 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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 tqdm = ["tqdm"]
 
 [[package]]
@@ -968,13 +971,13 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4
 
 [[package]]
 name = "google-api-core"
-version = "2.18.0"
+version = "2.19.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1022,13 +1025,13 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.49.0"
+version = "1.52.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1050,8 +1053,8 @@ cloud-profiler = ["tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow
 datasets = ["pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)"]
 endpoint = ["requests (>=2.28.1)"]
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 metadata = ["numpy (>=1.15.0)", "pandas (>=1.0.0)"]
 pipelines = ["pyyaml (>=5.3.1,<7)"]
@@ -1061,7 +1064,7 @@ private-endpoints = ["requests (>=2.28.1)", "urllib3 (>=1.21.1,<1.27)"]
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-reasoningengine = ["cloudpickle (>=2.2.1,<3.0)", "pydantic (>=2.6.3,<3)"]
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-protobuf = ["grpcio-tools (>=1.62.2)"]
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 [[package]]
 name = "grpcio-status"
@@ -1552,13 +1547,13 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t
 
 [[package]]
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+version = "6.102.6"
 description = "A library for property-based testing"
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 python-versions = ">=3.8"
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 dateutil = ["python-dateutil (>=1.4)"]
 django = ["django (>=3.2)"]
 dpcontracts = ["dpcontracts (>=0.4)"]
@@ -1668,13 +1663,13 @@ colors = ["colorama (>=0.4.6)"]
 
 [[package]]
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 description = "A very fast and expressive template engine."
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1696,13 +1691,13 @@ files = [
 
 [[package]]
 name = "joblib"
-version = "1.4.0"
+version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -1732,23 +1727,20 @@ files = [
 
 [[package]]
 name = "langchain"
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+version = "0.2.1"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
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 langsmith = ">=0.1.17,<0.2.0"
 numpy = ">=1,<2"
 pydantic = ">=1,<3"
@@ -1764,48 +1756,22 @@ cli = ["typer (>=0.9.0,<0.10.0)"]
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 qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"]
 text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
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-extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "azure-ai-documentintelligence (>=1.0.0b1,<2.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cloudpickle (>=2.0.0)", "cohere (>=4,<5)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "elasticsearch (>=8.12.0,<9.0.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "friendli-client (>=1.2.4,<2.0.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "gradientai (>=1.4.0,<2.0.0)", "hdbcli (>=2.19.21,<3.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "httpx (>=0.24.1,<0.25.0)", "httpx-sse (>=0.4.0,<0.5.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "nvidia-riva-client (>=2.14.0,<3.0.0)", "oci (>=2.119.1,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "oracle-ads (>=2.9.1,<3.0.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "premai (>=0.3.25,<0.4.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pyjwt (>=2.8.0,<3.0.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0)", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "tidb-vector (>=0.0.3,<1.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "tree-sitter (>=0.20.2,<0.21.0)", "tree-sitter-languages (>=1.8.0,<2.0.0)", "upstash-redis (>=0.15.0,<0.16.0)", "vdms (>=0.0.20,<0.0.21)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
-
 [[package]]
 name = "langchain-core"
-version = "0.1.46"
+version = "0.2.1"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.1.46-py3-none-any.whl", hash = "sha256:1c0befcd2665dd4aa153318aa9bf729071644b4c179e491769b8e583b4bf7441"},
-    {file = "langchain_core-0.1.46.tar.gz", hash = "sha256:17c416349f5c7a9808e70e3725749a3a2df5088f1ecca045c883871aa95f9c9e"},
+    {file = "langchain_core-0.2.1-py3-none-any.whl", hash = "sha256:3521e1e573988c47399fca9739270c5d34f8ecec147253ad829eb9ff288f76d5"},
+    {file = "langchain_core-0.2.1.tar.gz", hash = "sha256:49383126168d934559a543ce812c485048d9e6ac9b6798fbf3d4a72b6bba5b0c"},
 ]
 
 [package.dependencies]
@@ -1821,62 +1787,76 @@ extended-testing = ["jinja2 (>=3,<4)"]
 
 [[package]]
 name = "langchain-openai"
-version = "0.0.5"
+version = "0.1.7"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_openai-0.0.5-py3-none-any.whl", hash = "sha256:93b37dfac274adad65e46d5d6e71411e00c6984bcc5e10f1d6bb58e7944dc01b"},
-    {file = "langchain_openai-0.0.5.tar.gz", hash = "sha256:f317fee5b652949ad96ad7edf8ef7a044a6a3f0cc71d1e12f9d5261789fd68c4"},
+    {file = "langchain_openai-0.1.7-py3-none-any.whl", hash = "sha256:39c3cb22bb739900ae8294d4d9939a6138c0ca7ad11198e57038eb14c08d04ec"},
+    {file = "langchain_openai-0.1.7.tar.gz", hash = "sha256:fd7e1c33ba8e2cab4b2154f3a2fd4a0d9cc6518b41cf49bb87255f9f732a4896"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.1.16,<0.2"
-numpy = ">=1,<2"
-openai = ">=1.10.0,<2.0.0"
-tiktoken = ">=0.5.2,<0.6.0"
+langchain-core = ">=0.1.46,<0.3"
+openai = ">=1.24.0,<2.0.0"
+tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.0.1"
+version = "0.2.0"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_text_splitters-0.0.1-py3-none-any.whl", hash = "sha256:f5b802f873f5ff6a8b9259ff34d53ed989666ef4e1582e6d1adb3b5520e3839a"},
-    {file = "langchain_text_splitters-0.0.1.tar.gz", hash = "sha256:ac459fa98799f5117ad5425a9330b21961321e30bc19a2a2f9f761ddadd62aa1"},
+    {file = "langchain_text_splitters-0.2.0-py3-none-any.whl", hash = "sha256:7b4c6a45f8471630a882b321e138329b6897102a5bc62f4c12be1c0b05bb9199"},
+    {file = "langchain_text_splitters-0.2.0.tar.gz", hash = "sha256:b32ab4f7397f7d42c1fa3283fefc2547ba356bd63a68ee9092865e5ad83c82f9"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.1.28,<0.2.0"
+langchain-core = ">=0.2.0,<0.3.0"
 
 [package.extras]
-extended-testing = ["lxml (>=5.1.0,<6.0.0)"]
+extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
 
 [[package]]
 name = "langchainhub"
-version = "0.1.15"
+version = "0.1.16"
 description = "The LangChain Hub API client"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchainhub-0.1.15-py3-none-any.whl", hash = "sha256:89a0951abd1db255e91c6d545d092a598fc255aa865d1ffc3ce8f93bbeae60e7"},
-    {file = "langchainhub-0.1.15.tar.gz", hash = "sha256:fa3ff81a31946860f84c119f1e2f6b7c7707e2bd7ed2394a7313b286d59f3bda"},
+    {file = "langchainhub-0.1.16-py3-none-any.whl", hash = "sha256:a4379a1879cc6b441b8d02cc65e28a54f160fba61c9d1d4b0eddc3a276dff99a"},
+    {file = "langchainhub-0.1.16.tar.gz", hash = "sha256:9f11e68fddb575e70ef4b28800eedbd9eeb180ba508def04f7153ea5b246b6fc"},
 ]
 
 [package.dependencies]
 requests = ">=2,<3"
 types-requests = ">=2.31.0.2,<3.0.0.0"
 
+[[package]]
+name = "langgraph"
+version = "0.0.55"
+description = "langgraph"
+optional = false
+python-versions = "<4.0,>=3.9.0"
+files = [
+    {file = "langgraph-0.0.55-py3-none-any.whl", hash = "sha256:98abfaea107af79cfe3e9eb3768542fcff6c78561d79f3a532099bd17c0b9be2"},
+    {file = "langgraph-0.0.55.tar.gz", hash = "sha256:beb74bff8429b98d5840882a615913a3df4a6986825b96cf3b6453c9aab013b1"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2,<0.3"
+uuid6 = ">=2024.1.12,<2025.0.0"
+
 [[package]]
 name = "langsmith"
-version = "0.1.52"
+version = "0.1.63"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.52-py3-none-any.whl", hash = "sha256:4518e269b9a0e10197550f050b6518d1276fe68732f7b8579b3e1302b8471d29"},
-    {file = "langsmith-0.1.52.tar.gz", hash = "sha256:f767fddb13c794bea7cc827a77f050a8a1c075ab1d997eb37849b975b0eef1b0"},
+    {file = "langsmith-0.1.63-py3-none-any.whl", hash = "sha256:7810afdf5e3f3b472fc581a29371fb96cd843dde2149e048d1b9610325159d1e"},
+    {file = "langsmith-0.1.63.tar.gz", hash = "sha256:a609405b52f6f54df442a142cbf19ab38662d54e532f96028b4c546434d4afdf"},
 ]
 
 [package.dependencies]
@@ -1932,19 +1912,19 @@ files = [
 
 [[package]]
 name = "llama-index"
-version = "0.10.33"
+version = "0.10.39"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index-0.10.33-py3-none-any.whl", hash = "sha256:d39b8f55491e51fdcf610e277580089a6e00f73669c9fd7dd78c5264e9c9c584"},
-    {file = "llama_index-0.10.33.tar.gz", hash = "sha256:d77ab29883b05cc57adfa50fa44ababf2b7bc62a988fb6ed0b6460179e67a10b"},
+    {file = "llama_index-0.10.39-py3-none-any.whl", hash = "sha256:59d273b7695d66757f6fe3e9a0a06c994a2e26a9d545310cd088a684be1dc4b5"},
+    {file = "llama_index-0.10.39.tar.gz", hash = "sha256:ddc7e77cfd526869e781a76a3db17175f3c04ec97f256bf4ee2bf433008d7dd1"},
 ]
 
 [package.dependencies]
 llama-index-agent-openai = ">=0.1.4,<0.3.0"
 llama-index-cli = ">=0.1.2,<0.2.0"
-llama-index-core = ">=0.10.32,<0.11.0"
+llama-index-core = ">=0.10.39,<0.11.0"
 llama-index-embeddings-openai = ">=0.1.5,<0.2.0"
 llama-index-indices-managed-llama-cloud = ">=0.1.2,<0.2.0"
 llama-index-legacy = ">=0.9.48,<0.10.0"
@@ -1957,17 +1937,17 @@ llama-index-readers-llama-parse = ">=0.1.2,<0.2.0"
 
 [[package]]
 name = "llama-index-agent-openai"
-version = "0.2.3"
+version = "0.2.5"
 description = "llama-index agent openai integration"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_agent_openai-0.2.3-py3-none-any.whl", hash = "sha256:3782b24dd611364e391672dadc8308efd58d731a097c34a40e29f28c3abc5034"},
-    {file = "llama_index_agent_openai-0.2.3.tar.gz", hash = "sha256:c899d90b32036656a8ef86d0f0378d4168e00eb2d75a10901eab58ba5b2656a4"},
+    {file = "llama_index_agent_openai-0.2.5-py3-none-any.whl", hash = "sha256:67536bb104b24734f79324207034d948a2ca7e4cc20dd60cf05d6eeb4b12a586"},
+    {file = "llama_index_agent_openai-0.2.5.tar.gz", hash = "sha256:45f4cc670d037a8a67f541d3a4d095f7f61caff6ed2c25702441eb1116d4b495"},
 ]
 
 [package.dependencies]
-llama-index-core = ">=0.10.30,<0.11.0"
+llama-index-core = ">=0.10.35,<0.11.0"
 llama-index-llms-openai = ">=0.1.5,<0.2.0"
 openai = ">=1.14.0"
 
@@ -1989,13 +1969,13 @@ llama-index-llms-openai = ">=0.1.1,<0.2.0"
 
 [[package]]
 name = "llama-index-core"
-version = "0.10.33"
+version = "0.10.39.post1"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_core-0.10.33-py3-none-any.whl", hash = "sha256:943114fb02dfe62fec5d882d749ad8adf113081aadcb0d4cb2c083b2c9052ed0"},
-    {file = "llama_index_core-0.10.33.tar.gz", hash = "sha256:21b98b2c45e0c6b673aa505c7add1e8b730f472ad58d4572b909a34f4a22c36c"},
+    {file = "llama_index_core-0.10.39.post1-py3-none-any.whl", hash = "sha256:d6aef2ff952cbd2c04f1a10ab865af8618b489a64bfbda925855881f3bfddbf3"},
+    {file = "llama_index_core-0.10.39.post1.tar.gz", hash = "sha256:abc9d18107d8d2017d6e693bdab8ed8c1a8b8093dc9a0093127f83778ecff10f"},
 ]
 
 [package.dependencies]
@@ -2023,23 +2003,15 @@ typing-extensions = ">=4.5.0"
 typing-inspect = ">=0.8.0"
 wrapt = "*"
 
-[package.extras]
-gradientai = ["gradientai (>=1.4.0)"]
-html = ["beautifulsoup4 (>=4.12.2,<5.0.0)"]
-langchain = ["langchain (>=0.0.303)"]
-local-models = ["optimum[onnxruntime] (>=1.13.2,<2.0.0)", "sentencepiece (>=0.1.99,<0.2.0)", "transformers[torch] (>=4.33.1,<5.0.0)"]
-postgres = ["asyncpg (>=0.29.0,<0.30.0)", "pgvector (>=0.2.4,<0.3.0)", "psycopg2-binary (>=2.9.9,<3.0.0)"]
-query-tools = ["guidance (>=0.0.64,<0.0.65)", "jsonpath-ng (>=1.6.0,<2.0.0)", "lm-format-enforcer (>=0.4.3,<0.5.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "scikit-learn", "spacy (>=3.7.1,<4.0.0)"]
-
 [[package]]
 name = "llama-index-embeddings-openai"
-version = "0.1.9"
+version = "0.1.10"
 description = "llama-index embeddings openai integration"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_embeddings_openai-0.1.9-py3-none-any.whl", hash = "sha256:fbd16d6197b91f4dbdc6d0707e573cc224ac2b0a48d5b370c6232dd8a2282473"},
-    {file = "llama_index_embeddings_openai-0.1.9.tar.gz", hash = "sha256:0fd292b2f9a0ad4534a790d6374726bc885853188087eb018167dcf239643924"},
+    {file = "llama_index_embeddings_openai-0.1.10-py3-none-any.whl", hash = "sha256:c3cfa83b537ded34d035fc172a945dd444c87fb58a89b02dfbf785b675f9f681"},
+    {file = "llama_index_embeddings_openai-0.1.10.tar.gz", hash = "sha256:1bc1fc9b46773a12870c5d3097d3735d7ca33805f12462a8e35ae8a6e5ce1cf6"},
 ]
 
 [package.dependencies]
@@ -2101,13 +2073,13 @@ query-tools = ["guidance (>=0.0.64,<0.0.65)", "jsonpath-ng (>=1.6.0,<2.0.0)", "l
 
 [[package]]
 name = "llama-index-llms-openai"
-version = "0.1.16"
+version = "0.1.21"
 description = "llama-index llms openai integration"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_llms_openai-0.1.16-py3-none-any.whl", hash = "sha256:4a9c0fe969302731907c8fa31631812397637e114a44ebbad11fd6c59def9315"},
-    {file = "llama_index_llms_openai-0.1.16.tar.gz", hash = "sha256:313bbc17c241992430a6bf686a1b1edc4276c8256ad6b0550aa1bea1e0fed1a6"},
+    {file = "llama_index_llms_openai-0.1.21-py3-none-any.whl", hash = "sha256:fd2fa240238c7dca0170bf55957bb088d9b6acf63c80924eb59498f3a5ac0df3"},
+    {file = "llama_index_llms_openai-0.1.21.tar.gz", hash = "sha256:e9d631135160ac87093cd7d5ae3e32c4debf8eeaafa29ee4739675867155d773"},
 ]
 
 [package.dependencies]
@@ -2115,13 +2087,13 @@ llama-index-core = ">=0.10.24,<0.11.0"
 
 [[package]]
 name = "llama-index-multi-modal-llms-openai"
-version = "0.1.5"
+version = "0.1.6"
 description = "llama-index multi-modal-llms openai integration"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_multi_modal_llms_openai-0.1.5-py3-none-any.whl", hash = "sha256:bb332580e7e4b5f2f87488b3649d2ceb53ee82c848e59694578a982c3982ce0b"},
-    {file = "llama_index_multi_modal_llms_openai-0.1.5.tar.gz", hash = "sha256:9a237f4f886d1e20c27e9493e80b3e1f8753859481ff1b58fe25b7aa39b198a2"},
+    {file = "llama_index_multi_modal_llms_openai-0.1.6-py3-none-any.whl", hash = "sha256:0b6950a6cf98d16ade7d3b9dd0821ecfe457ca103819ae6c3e66cfc9634ca646"},
+    {file = "llama_index_multi_modal_llms_openai-0.1.6.tar.gz", hash = "sha256:10de75a877a444af35306385faad9b9f0624391e55309970564114a080a0578c"},
 ]
 
 [package.dependencies]
@@ -2162,18 +2134,18 @@ llama-index-program-openai = ">=0.1.1,<0.2.0"
 
 [[package]]
 name = "llama-index-readers-file"
-version = "0.1.19"
+version = "0.1.23"
 description = "llama-index readers file integration"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "llama_index_readers_file-0.1.19-py3-none-any.whl", hash = "sha256:25eb6d066dc38753de435e876ef8511c68d84102302c053b7dcb0776db68fced"},
-    {file = "llama_index_readers_file-0.1.19.tar.gz", hash = "sha256:194c1b9b85c265159b7302c7d80adba937aab06f05c170af7fd95c4e7a8aec35"},
+    {file = "llama_index_readers_file-0.1.23-py3-none-any.whl", hash = "sha256:32450d0a3edc6ef6af575f814beec39cd3a3351eaf0e3c97045bdd72a7a7b38d"},
+    {file = "llama_index_readers_file-0.1.23.tar.gz", hash = "sha256:fde8ecb588e703849e51dc0f075f56d1f5db3bc1479dd00c21b42e93b81b6267"},
 ]
 
 [package.dependencies]
 beautifulsoup4 = ">=4.12.3,<5.0.0"
-llama-index-core = ">=0.10.1,<0.11.0"
+llama-index-core = ">=0.10.37.post1,<0.11.0"
 pypdf = ">=4.0.1,<5.0.0"
 striprtf = ">=0.0.26,<0.0.27"
 
@@ -2197,13 +2169,13 @@ llama-parse = ">=0.4.0,<0.5.0"
 
 [[package]]
 name = "llama-parse"
-version = "0.4.2"
+version = "0.4.3"
 description = "Parse files into RAG-Optimized formats."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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 [package.dependencies]
@@ -2319,13 +2291,13 @@ files = [
 
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+version = "3.21.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
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 python-versions = ">=3.8"
 files = [
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@@ -2333,7 +2305,7 @@ packaging = ">=17.0"
 
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 [[package]]
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+version = "12.5.40"
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+    {file = "tiktoken-0.7.0-cp38-cp38-win_amd64.whl", hash = "sha256:131b8aeb043a8f112aad9f46011dced25d62629091e51d9dc1adbf4a1cc6aa98"},
+    {file = "tiktoken-0.7.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:cabc6dc77460df44ec5b879e68692c63551ae4fae7460dd4ff17181df75f1db7"},
+    {file = "tiktoken-0.7.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8d57f29171255f74c0aeacd0651e29aa47dff6f070cb9f35ebc14c82278f3b25"},
+    {file = "tiktoken-0.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ee92776fdbb3efa02a83f968c19d4997a55c8e9ce7be821ceee04a1d1ee149c"},
+    {file = "tiktoken-0.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e215292e99cb41fbc96988ef62ea63bb0ce1e15f2c147a61acc319f8b4cbe5bf"},
+    {file = "tiktoken-0.7.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:8a81bac94769cab437dd3ab0b8a4bc4e0f9cf6835bcaa88de71f39af1791727a"},
+    {file = "tiktoken-0.7.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:d6d73ea93e91d5ca771256dfc9d1d29f5a554b83821a1dc0891987636e0ae226"},
+    {file = "tiktoken-0.7.0-cp39-cp39-win_amd64.whl", hash = "sha256:2bcb28ddf79ffa424f171dfeef9a4daff61a94c631ca6813f43967cb263b83b9"},
+    {file = "tiktoken-0.7.0.tar.gz", hash = "sha256:1077266e949c24e0291f6c350433c6f0971365ece2b173a23bc3b9f9defef6b6"},
 ]
 
 [package.dependencies]
@@ -4344,13 +4310,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.4"
+version = "0.12.5"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tomlkit-0.12.4-py3-none-any.whl", hash = "sha256:5cd82d48a3dd89dee1f9d64420aa20ae65cfbd00668d6f094d7578a78efbb77b"},
-    {file = "tomlkit-0.12.4.tar.gz", hash = "sha256:7ca1cfc12232806517a8515047ba66a19369e71edf2439d0f5824f91032b6cc3"},
+    {file = "tomlkit-0.12.5-py3-none-any.whl", hash = "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f"},
+    {file = "tomlkit-0.12.5.tar.gz", hash = "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"},
 ]
 
 [[package]]
@@ -4409,13 +4375,13 @@ optree = ["optree (>=0.9.1)"]
 
 [[package]]
 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.2-py3-none-any.whl", hash = "sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9"},
-    {file = "tqdm-4.66.2.tar.gz", hash = "sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531"},
+    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
+    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
 ]
 
 [package.dependencies]
@@ -4429,13 +4395,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "transformers"
-version = "4.40.1"
+version = "4.40.2"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "transformers-4.40.1-py3-none-any.whl", hash = "sha256:9d5ee0c8142a60501faf9e49a0b42f8e9cb8611823bce4f195a9325a6816337e"},
-    {file = "transformers-4.40.1.tar.gz", hash = "sha256:55e1697e6f18b58273e7117bb469cdffc11be28995462d8d5e422fef38d2de36"},
+    {file = "transformers-4.40.2-py3-none-any.whl", hash = "sha256:71cb94301ec211a2e1d4b8c8d18dcfaa902dfa00a089dceca167a8aa265d6f2d"},
+    {file = "transformers-4.40.2.tar.gz", hash = "sha256:657b6054a2097671398d976ad46e60836e7e15f9ea9551631a96e33cb9240649"},
 ]
 
 [package.dependencies]
@@ -4545,13 +4511,13 @@ types-urllib3 = "*"
 
 [[package]]
 name = "types-requests"
-version = "2.31.0.20240406"
+version = "2.32.0.20240523"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.31.0.20240406.tar.gz", hash = "sha256:4428df33c5503945c74b3f42e82b181e86ec7b724620419a2966e2de604ce1a1"},
-    {file = "types_requests-2.31.0.20240406-py3-none-any.whl", hash = "sha256:6216cdac377c6b9a040ac1c0404f7284bd13199c0e1bb235f4324627e8898cf5"},
+    {file = "types-requests-2.32.0.20240523.tar.gz", hash = "sha256:26b8a6de32d9f561192b9942b41c0ab2d8010df5677ca8aa146289d11d505f57"},
+    {file = "types_requests-2.32.0.20240523-py3-none-any.whl", hash = "sha256:f19ed0e2daa74302069bbbbf9e82902854ffa780bc790742a810a9aaa52f65ec"},
 ]
 
 [package.dependencies]
@@ -4570,13 +4536,13 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.11.0"
+version = "4.12.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.11.0-py3-none-any.whl", hash = "sha256:c1f94d72897edaf4ce775bb7558d5b79d8126906a14ea5ed1635921406c0387a"},
-    {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
+    {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
+    {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
 ]
 
 [[package]]
@@ -4638,15 +4604,26 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uuid6"
+version = "2024.1.12"
+description = "New time-based UUID formats which are suited for use as a database key"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "uuid6-2024.1.12-py3-none-any.whl", hash = "sha256:8150093c8d05a331bc0535bc5ef6cf57ac6eceb2404fd319bc10caee2e02c065"},
+    {file = "uuid6-2024.1.12.tar.gz", hash = "sha256:ed0afb3a973057575f9883201baefe402787ca5e11e1d24e377190f0c43f1993"},
+]
+
 [[package]]
 name = "virtualenv"
-version = "20.26.1"
+version = "20.26.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.26.1-py3-none-any.whl", hash = "sha256:7aa9982a728ae5892558bff6a2839c00b9ed145523ece2274fad6f414690ae75"},
-    {file = "virtualenv-20.26.1.tar.gz", hash = "sha256:604bfdceaeece392802e6ae48e69cec49168b9c5f4a44e483963f9242eb0e78b"},
+    {file = "virtualenv-20.26.2-py3-none-any.whl", hash = "sha256:a624db5e94f01ad993d476b9ee5346fdf7b9de43ccaee0e0197012dc838a0e9b"},
+    {file = "virtualenv-20.26.2.tar.gz", hash = "sha256:82bf0f4eebbb78d36ddaee0283d43fe5736b53880b8a8cdcd37390a07ac3741c"},
 ]
 
 [package.dependencies]
@@ -4842,20 +4819,20 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.19.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+    {file = "zipp-3.19.0-py3-none-any.whl", hash = "sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec"},
+    {file = "zipp-3.19.0.tar.gz", hash = "sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee"},
 ]
 
 [package.extras]
 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)"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "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 = ">=3.8.1,<4.0"
-content-hash = "50d7847dbb1075ae2150fdb7e1d0d94aae913f5d1dc938f551511640e799a0b3"
+content-hash = "9555c6e535a6d093f20c4f797c6af27c42ece6bd6a02e1bf02fb393ebe28991f"
diff --git a/pyproject.toml b/pyproject.toml
index 729a800..7bbb461 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "nebuly"
-version = "0.3.28"
+version = "0.3.29"
 description = "The SDK for instrumenting applications for tracking AI costs."
 authors = ["Nebuly"]
 readme = "README.md"
@@ -27,8 +27,8 @@ pytest-asyncio = "^0.21.1"
 google-cloud-aiplatform = "^1.42.1"
 cohere = "^4.48"
 anthropic = "^0.16.0"
-langchain = { version = "^0.1.8" }
-langchain-openai = "^0.0.5"
+langchain = { version = "^0.2.0" }
+langchain-openai = "^0.1"
 google-generativeai = { version = "^0.3.2", python = ">=3.9,<4.0" }
 transformers = "^4.38.0"
 torch = ">=1.13.1"
@@ -38,6 +38,7 @@ llama-index = { version = "^0.10.11", python = ">=3.8.1,<3.12" }
 faiss-cpu = "^1.7.4"
 langchainhub = "^0.1.14"
 huggingface-hub = "^0.20.3"
+langgraph = { version = "^0.0.55", python = ">=3.9.0,<3.12" }
 
 [build-system]
 requires = ["poetry-core"]