From 11231b7ada61139f8006ef018e28232e7bcfe91b Mon Sep 17 00:00:00 2001
From: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Date: Sun, 9 Jun 2024 22:46:02 +0200
Subject: [PATCH] rewrote chunking config

---
 cognee/api/v1/cognify/cognify.py              |   88 +-
 cognee/api/v1/config/config.py                |   16 +
 .../data/chunking/DefaultChunkEngine.py       |   40 +-
 .../data/chunking/HaystackChunkEngine.py      |    6 +
 .../data/chunking/LangchainChunkingEngine.py  |   29 +-
 cognee/infrastructure/data/chunking/config.py |    4 +-
 .../data/chunking/create_chunking_engine.py   |   36 +
 .../data/chunking/get_chunking_engine.py      |    6 +
 cognee/modules/ingestion/save_data_to_file.py |    6 +
 poetry.lock                                   | 1148 ++++++++---------
 pyproject.toml                                |    5 +-
 11 files changed, 712 insertions(+), 672 deletions(-)
 create mode 100644 cognee/infrastructure/data/chunking/create_chunking_engine.py
 create mode 100644 cognee/infrastructure/data/chunking/get_chunking_engine.py

diff --git a/cognee/api/v1/cognify/cognify.py b/cognee/api/v1/cognify/cognify.py
index b60d8f432..2390e60a6 100644
--- a/cognee/api/v1/cognify/cognify.py
+++ b/cognee/api/v1/cognify/cognify.py
@@ -5,7 +5,11 @@ import logging
 import nltk
 from asyncio import Lock
 from nltk.corpus import stopwords
+
+from cognee.infrastructure.data.chunking.LangchainChunkingEngine import LangchainChunkEngine
+from cognee.infrastructure.data.chunking.get_chunking_engine import get_chunk_engine
 from cognee.infrastructure.databases.graph.config import get_graph_config
+from cognee.infrastructure.databases.vector.embeddings.LiteLLMEmbeddingEngine import LiteLLMEmbeddingEngine
 from cognee.modules.cognify.graph.add_node_connections import group_nodes_by_layer, \
     graph_ready_output, connect_nodes_in_graph
 from cognee.modules.cognify.graph.add_data_chunks import add_data_chunks, add_data_chunks_basic_rag
@@ -23,7 +27,7 @@ from cognee.modules.data.get_content_categories import get_content_categories
 from cognee.modules.data.get_content_summary import get_content_summary
 from cognee.modules.data.get_cognitive_layers import get_cognitive_layers
 from cognee.modules.data.get_layer_graphs import get_layer_graphs
-from cognee.shared.data_models import KnowledgeGraph
+from cognee.shared.data_models import KnowledgeGraph, ChunkStrategy
 from cognee.shared.utils import send_telemetry
 from cognee.modules.tasks import create_task_status_table, update_task_status
 from cognee.shared.SourceCodeGraph import SourceCodeGraph
@@ -94,7 +98,7 @@ async def cognify(datasets: Union[str, List[str]] = None):
             dataset_files.append((added_dataset, db_engine.get_files_metadata(added_dataset)))
 
     chunk_config = get_chunk_config()
-    chunk_engine = chunk_config.chunk_engine
+    chunk_engine = get_chunk_engine()
     chunk_strategy = chunk_config.chunk_strategy
 
     async def process_batch(files_batch):
@@ -245,52 +249,52 @@ async def process_text(chunk_collection: str, chunk_id: str, input_text: str, fi
 
 
 
-# if __name__ == "__main__":
+if __name__ == "__main__":
 
-#     async def test():
-#         # await prune.prune_system()
-#         # #
-#         # from cognee.api.v1.add import add
-#         # data_directory_path = os.path.abspath("../../../.data")
-#         # # print(data_directory_path)
-#         # # config.data_root_directory(data_directory_path)
-#         # # cognee_directory_path = os.path.abspath("../.cognee_system")
-#         # # config.system_root_directory(cognee_directory_path)
-#         #
-#         # await add("data://" +data_directory_path, "example")
+    async def test():
+        # await prune.prune_system()
+        # #
+        # from cognee.api.v1.add import add
+        # data_directory_path = os.path.abspath("../../../.data")
+        # # print(data_directory_path)
+        # # config.data_root_directory(data_directory_path)
+        # # cognee_directory_path = os.path.abspath("../.cognee_system")
+        # # config.system_root_directory(cognee_directory_path)
+        #
+        # await add("data://" +data_directory_path, "example")
 
-#         text = """import subprocess
-#                 def show_all_processes():
-#                     process = subprocess.Popen(['ps', 'aux'], stdout=subprocess.PIPE)
-#                     output, error = process.communicate()
+        text = """Conservative PP in the lead in Spain, according to estimate
+                An estimate has been published for Spain:
                 
-#                     if error:
-#                         print(f"Error: {error}")
-#                     else:
-#                         print(output.decode())
+                Opposition leader Alberto Núñez Feijóo’s conservative People’s party (PP): 32.4%
                 
-#                 show_all_processes()"""
+                Spanish prime minister Pedro Sánchez’s Socialist party (PSOE): 30.2%
+                
+                The far-right Vox party: 10.4%
+                
+                In Spain, the right has sought to turn the European election into a referendum on Sánchez.
+                
+                Ahead of the vote, public attention has focused on a saga embroiling the prime minister’s wife, Begoña Gómez, who is being investigated over allegations of corruption and influence-peddling, which Sanchez has dismissed as politically-motivated and totally baseless."""
 
-#         from cognee.api.v1.add import add
+        from cognee.api.v1.add import add
 
-#         await add([text], "example_dataset")
+        await add([text], "example_dataset")
 
-#         infrastructure_config.set_config( {"chunk_engine": LangchainChunkEngine() , "chunk_strategy": ChunkStrategy.CODE,'embedding_engine': LiteLLMEmbeddingEngine() })
-#         from cognee.shared.SourceCodeGraph import SourceCodeGraph
-#         from cognee.api.v1.config import config
+        from cognee.api.v1.config.config import config
+        config.set_chunk_engine(LangchainChunkEngine() )
+        config.set_chunk_strategy(ChunkStrategy.LANGCHAIN_CHARACTER)
+        config.embedding_engine = LiteLLMEmbeddingEngine()
 
-#         # config.set_graph_model(SourceCodeGraph)
-#         # config.set_classification_model(CodeContentPrediction)
-#         # graph = await cognify()
-#         vector_client = infrastructure_config.get_config("vector_engine")
+        graph = await cognify()
+        # vector_client = infrastructure_config.get_config("vector_engine")
+        #
+        # out = await vector_client.search(collection_name ="basic_rag", query_text="show_all_processes", limit=10)
+        #
+        # print("results", out)
+        #
+        # from cognee.shared.utils import render_graph
+        #
+        # await render_graph(graph, include_color=True, include_nodes=False, include_size=False)
 
-#         out = await vector_client.search(collection_name ="basic_rag", query_text="show_all_processes", limit=10)
-
-#         print("results", out)
-#         #
-#         # from cognee.shared.utils import render_graph
-#         #
-#         # await render_graph(graph, include_color=True, include_nodes=False, include_size=False)
-
-#     import asyncio
-#     asyncio.run(test())
+    import asyncio
+    asyncio.run(test())
diff --git a/cognee/api/v1/config/config.py b/cognee/api/v1/config/config.py
index bc4742ae3..20e2ab6cf 100644
--- a/cognee/api/v1/config/config.py
+++ b/cognee/api/v1/config/config.py
@@ -89,3 +89,19 @@ class config():
     def set_chunk_strategy(chunk_strategy: object):
         chunk_config = get_chunk_config()
         chunk_config.chunk_strategy = chunk_strategy
+
+    @staticmethod
+    def set_chunk_engine(chunk_engine: object):
+        chunk_config = get_chunk_config()
+        chunk_config.chunk_engine = chunk_engine
+
+    @staticmethod
+    def set_chunk_overlap(chunk_overlap: object):
+        chunk_config = get_chunk_config()
+        chunk_config.chunk_overlap = chunk_overlap
+
+    @staticmethod
+    def set_chunk_size(chunk_size: object):
+        chunk_config = get_chunk_config()
+        chunk_config.chunk_size = chunk_size
+
diff --git a/cognee/infrastructure/data/chunking/DefaultChunkEngine.py b/cognee/infrastructure/data/chunking/DefaultChunkEngine.py
index 0aca8da52..e49997bb7 100644
--- a/cognee/infrastructure/data/chunking/DefaultChunkEngine.py
+++ b/cognee/infrastructure/data/chunking/DefaultChunkEngine.py
@@ -5,6 +5,12 @@ from cognee.shared.data_models import ChunkStrategy
 
 
 class DefaultChunkEngine():
+    def __init__(self, chunk_strategy=None, chunk_size=None, chunk_overlap=None):
+        self.chunk_strategy = chunk_strategy
+        self.chunk_size = chunk_size
+        self.chunk_overlap = chunk_overlap
+
+
     @staticmethod
     def _split_text_with_regex(
         text: str, separator: str, keep_separator: bool
@@ -25,8 +31,8 @@ class DefaultChunkEngine():
         return [s for s in splits if s != ""]
 
 
-    @staticmethod
-    def chunk_data(
+
+    def chunk_data(self,
         chunk_strategy = None,
         source_data = None,
         chunk_size = None,
@@ -45,19 +51,19 @@ class DefaultChunkEngine():
         - The chunked data.
         """
 
-        if chunk_strategy == ChunkStrategy.PARAGRAPH:
-            chunked_data = DefaultChunkEngine.chunk_data_by_paragraph(source_data,chunk_size, chunk_overlap)
-        elif chunk_strategy == ChunkStrategy.SENTENCE:
-            chunked_data = DefaultChunkEngine.chunk_by_sentence(source_data, chunk_size, chunk_overlap)
-        elif chunk_strategy == ChunkStrategy.EXACT:
-            chunked_data = DefaultChunkEngine.chunk_data_exact(source_data, chunk_size, chunk_overlap)
+        if self.chunk_strategy == ChunkStrategy.PARAGRAPH:
+            chunked_data = self.chunk_data_by_paragraph(source_data,chunk_size=self.chunk_size, chunk_overlap=self.chunk_overlap)
+        elif self.chunk_strategy == ChunkStrategy.SENTENCE:
+            chunked_data = self.chunk_by_sentence(source_data, chunk_size = self.chunk_size, chunk_overlap=self.chunk_overlap)
+        elif self.chunk_strategy == ChunkStrategy.EXACT:
+            chunked_data = self.chunk_data_exact(source_data, chunk_size = self.chunk_size, chunk_overlap=self.chunk_overlap)
 
 
         return chunked_data
 
 
-    @staticmethod
-    def chunk_data_exact(data_chunks, chunk_size, chunk_overlap):
+
+    def chunk_data_exact(self, data_chunks, chunk_size, chunk_overlap):
         data = "".join(data_chunks)
         chunks = []
         for i in range(0, len(data), chunk_size - chunk_overlap):
@@ -65,8 +71,8 @@ class DefaultChunkEngine():
         return chunks
 
 
-    @staticmethod
-    def chunk_by_sentence(data_chunks, chunk_size, overlap):
+
+    def chunk_by_sentence(self, data_chunks, chunk_size, chunk_overlap):
         # Split by periods, question marks, exclamation marks, and ellipses
         data = "".join(data_chunks)
 
@@ -77,15 +83,15 @@ class DefaultChunkEngine():
         sentence_chunks = []
         for sentence in sentences:
             if len(sentence) > chunk_size:
-                chunks = DefaultChunkEngine.chunk_data_exact([sentence], chunk_size, overlap)
+                chunks = self.chunk_data_exact(data_chunks=[sentence], chunk_size=chunk_size, chunk_overlap=chunk_overlap)
                 sentence_chunks.extend(chunks)
             else:
                 sentence_chunks.append(sentence)
         return sentence_chunks
 
 
-    @staticmethod
-    def chunk_data_by_paragraph(data_chunks, chunk_size, overlap, bound = 0.75):
+
+    def chunk_data_by_paragraph(self, data_chunks, chunk_size, chunk_overlap, bound = 0.75):
         data = "".join(data_chunks)
         total_length = len(data)
         chunks = []
@@ -108,7 +114,7 @@ class DefaultChunkEngine():
                 # Update end_idx to include the paragraph delimiter
                 end_idx = next_paragraph_index + 2
 
-            end_index = end_idx + overlap
+            end_index = end_idx + chunk_overlap
 
             chunk_text = data[start_idx:end_index]
 
@@ -116,7 +122,7 @@ class DefaultChunkEngine():
                 chunk_text += data[end_index]
                 end_index += 1
 
-            end_idx = end_index - overlap
+            end_idx = end_index - chunk_overlap
 
             chunks.append(chunk_text.replace("\n", "").strip())
 
diff --git a/cognee/infrastructure/data/chunking/HaystackChunkEngine.py b/cognee/infrastructure/data/chunking/HaystackChunkEngine.py
index e69de29bb..51eb1cea9 100644
--- a/cognee/infrastructure/data/chunking/HaystackChunkEngine.py
+++ b/cognee/infrastructure/data/chunking/HaystackChunkEngine.py
@@ -0,0 +1,6 @@
+class HaystackChunkEngine:
+    def __init__(self, chunk_strategy=None, source_data=None, chunk_size=None, chunk_overlap=None):
+        self.chunk_strategy = chunk_strategy
+        self.source_data = source_data
+        self.chunk_size = chunk_size
+        self.chunk_overlap = chunk_overlap
diff --git a/cognee/infrastructure/data/chunking/LangchainChunkingEngine.py b/cognee/infrastructure/data/chunking/LangchainChunkingEngine.py
index 3b821df9f..afd8c81bb 100644
--- a/cognee/infrastructure/data/chunking/LangchainChunkingEngine.py
+++ b/cognee/infrastructure/data/chunking/LangchainChunkingEngine.py
@@ -6,9 +6,16 @@ from cognee.shared.data_models import ChunkStrategy
 
 
 
-class LangchainChunkEngine():
-    @staticmethod
-    def chunk_data(
+class LangchainChunkEngine:
+    def __init__(self, chunk_strategy=None, source_data=None, chunk_size=None, chunk_overlap=None):
+        self.chunk_strategy = chunk_strategy
+        self.source_data = source_data
+        self.chunk_size = chunk_size
+        self.chunk_overlap = chunk_overlap
+
+
+
+    def chunk_data(self,
         chunk_strategy = None,
         source_data = None,
         chunk_size = None,
@@ -28,16 +35,16 @@ class LangchainChunkEngine():
         """
 
         if chunk_strategy == ChunkStrategy.CODE:
-            chunked_data = LangchainChunkEngine.chunk_data_by_code(source_data,chunk_size, chunk_overlap)
+            chunked_data = self.chunk_data_by_code(source_data,self.chunk_size, self.chunk_overlap)
 
         elif chunk_strategy == ChunkStrategy.LANGCHAIN_CHARACTER:
-            chunked_data = LangchainChunkEngine.chunk_data_by_character(source_data,chunk_size, chunk_overlap)
+            chunked_data = self.chunk_data_by_character(source_data,self.chunk_size, self.chunk_overlap)
         else:
-            chunked_data = DefaultChunkEngine.chunk_data_by_paragraph(source_data,chunk_size, chunk_overlap)
+            chunked_data = "Invalid chunk strategy."
         return chunked_data
 
-    @staticmethod
-    def chunk_data_by_code(data_chunks, chunk_size, chunk_overlap, language=None):
+
+    def chunk_data_by_code(self, data_chunks, chunk_size, chunk_overlap= 10, language=None):
         from langchain_text_splitters import (
             Language,
             RecursiveCharacterTextSplitter,
@@ -53,10 +60,10 @@ class LangchainChunkEngine():
 
         return only_content
 
-    def chunk_data_by_character(self, data_chunks, chunk_size, chunk_overlap):
+    def chunk_data_by_character(self, data_chunks, chunk_size=1500, chunk_overlap=10):
         from langchain_text_splitters import RecursiveCharacterTextSplitter
-        splitter = RecursiveCharacterTextSplitter(chunk_size, chunk_overlap)
-        data = splitter.split(data_chunks)
+        splitter = RecursiveCharacterTextSplitter(chunk_size =chunk_size, chunk_overlap=chunk_overlap)
+        data = splitter.create_documents([data_chunks])
 
         only_content = [chunk.page_content for chunk in data]
 
diff --git a/cognee/infrastructure/data/chunking/config.py b/cognee/infrastructure/data/chunking/config.py
index cf55ff9d2..ebac4375f 100644
--- a/cognee/infrastructure/data/chunking/config.py
+++ b/cognee/infrastructure/data/chunking/config.py
@@ -7,9 +7,9 @@ from cognee.shared.data_models import ChunkStrategy
 
 class ChunkConfig(BaseSettings):
     chunk_size: int = 1500
-    chunk_overlap: int = 0
+    chunk_overlap: int = 10
     chunk_strategy: object = ChunkStrategy.PARAGRAPH
-    chunk_engine: object = DefaultChunkEngine()
+    chunk_engine = DefaultChunkEngine
 
 
     model_config = SettingsConfigDict(env_file = ".env", extra = "allow")
diff --git a/cognee/infrastructure/data/chunking/create_chunking_engine.py b/cognee/infrastructure/data/chunking/create_chunking_engine.py
new file mode 100644
index 000000000..55b582577
--- /dev/null
+++ b/cognee/infrastructure/data/chunking/create_chunking_engine.py
@@ -0,0 +1,36 @@
+from typing import Dict
+
+from cognee.infrastructure.data.chunking.LangchainChunkingEngine import LangchainChunkEngine
+
+
+class ChunkingConfig(Dict):
+    vector_db_url: str
+    vector_db_key: str
+    vector_db_provider: str
+
+def create_chunking_engine(config: ChunkingConfig):
+    if config["chunk_engine"] == "langchainchunkengine":
+
+        return LangchainChunkEngine(
+            chunk_size=config["chunk_size"],
+            chunk_overlap=config["chunk_overlap"],
+            chunk_strategy=config["chunk_strategy"],
+
+
+        )
+    elif config["chunk_engine"] == "defaultchunkengine":
+            from .DefaultChunkEngine import DefaultChunkEngine
+
+            return DefaultChunkEngine(
+                chunk_size=config["chunk_size"],
+                chunk_overlap=config["chunk_overlap"],
+                chunk_strategy=config["chunk_strategy"],
+            )
+    elif config["chunk_engine"] == "haystackchunkengine":
+        from .HaystackChunkEngine import HaystackChunkEngine
+
+        return HaystackChunkEngine(
+            chunk_size=config["chunk_size"],
+            chunk_overlap=config["chunk_overlap"],
+            chunk_strategy=config["chunk_strategy"],
+        )
diff --git a/cognee/infrastructure/data/chunking/get_chunking_engine.py b/cognee/infrastructure/data/chunking/get_chunking_engine.py
new file mode 100644
index 000000000..e9b2c4a92
--- /dev/null
+++ b/cognee/infrastructure/data/chunking/get_chunking_engine.py
@@ -0,0 +1,6 @@
+from .config import get_chunk_config
+
+from .create_chunking_engine import create_chunking_engine
+
+def get_chunk_engine():
+    return create_chunking_engine(get_chunk_config().to_dict())
\ No newline at end of file
diff --git a/cognee/modules/ingestion/save_data_to_file.py b/cognee/modules/ingestion/save_data_to_file.py
index 5b81f8ced..162d858fc 100644
--- a/cognee/modules/ingestion/save_data_to_file.py
+++ b/cognee/modules/ingestion/save_data_to_file.py
@@ -1,3 +1,5 @@
+import string
+import random
 from typing import BinaryIO, Union
 from cognee.base_config import get_base_config
 from cognee.infrastructure.files.storage import LocalStorage
@@ -13,6 +15,10 @@ def save_data_to_file(data: Union[str, BinaryIO], dataset_name: str, filename: s
     LocalStorage.ensure_directory_exists(storage_path)
 
     file_metadata = classified_data.get_metadata()
+    if "name" not in file_metadata or file_metadata["name"] is None:
+        letters = string.ascii_lowercase
+        random_string = ''.join(random.choice(letters) for _ in range(32))
+        file_metadata["name"] = "file" + random_string
     file_name = file_metadata["name"]
     LocalStorage(storage_path).store(file_name, classified_data.get_data())
 
diff --git a/poetry.lock b/poetry.lock
index 69cd057e5..2ee9be397 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -396,13 +396,13 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "authlib"
-version = "1.3.0"
+version = "1.3.1"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Authlib-1.3.0-py2.py3-none-any.whl", hash = "sha256:9637e4de1fb498310a56900b3e2043a206b03cb11c05422014b0302cbc814be3"},
-    {file = "Authlib-1.3.0.tar.gz", hash = "sha256:959ea62a5b7b5123c5059758296122b57cd2585ae2ed1c0622c21b371ffdae06"},
+    {file = "Authlib-1.3.1-py2.py3-none-any.whl", hash = "sha256:d35800b973099bbadc49b42b256ecb80041ad56b7fe1216a362c7943c088f377"},
+    {file = "authlib-1.3.1.tar.gz", hash = "sha256:7ae843f03c06c5c0debd63c9db91f9fda64fa62a42a77419fa15fbb7e7a58917"},
 ]
 
 [package.dependencies]
@@ -566,17 +566,17 @@ numpy = {version = ">=1.19.0", markers = "python_version >= \"3.9\""}
 
 [[package]]
 name = "boto3"
-version = "1.34.113"
+version = "1.34.122"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.113-py3-none-any.whl", hash = "sha256:7e59f0a848be477a4c98a90e7a18a0e284adfb643f7879d2b303c5f493661b7a"},
-    {file = "boto3-1.34.113.tar.gz", hash = "sha256:009cd143509f2ff4c37582c3f45d50f28c95eed68e8a5c36641206bdb597a9ea"},
+    {file = "boto3-1.34.122-py3-none-any.whl", hash = "sha256:b2d7400ff84fa547e53b3d9acfa3c95d65d45b5886ba1ede1f7df4768d1cc0b1"},
+    {file = "boto3-1.34.122.tar.gz", hash = "sha256:56840d8ce91654d182f1c113f0791fa2113c3aa43230c50b4481f235348a6037"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.113,<1.35.0"
+botocore = ">=1.34.122,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -585,13 +585,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.113"
+version = "1.34.122"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.113-py3-none-any.whl", hash = "sha256:8ca87776450ef41dd25c327eb6e504294230a5756940d68bcfdedc4a7cdeca97"},
-    {file = "botocore-1.34.113.tar.gz", hash = "sha256:449912ba3c4ded64f21d09d428146dd9c05337b2a112e15511bf2c4888faae79"},
+    {file = "botocore-1.34.122-py3-none-any.whl", hash = "sha256:6d75df3af831b62f0c7baa109728d987e0a8d34bfadf0476eb32e2f29a079a36"},
+    {file = "botocore-1.34.122.tar.gz", hash = "sha256:9374e16a36f1062c3e27816e8599b53eba99315dfac71cc84fc3aee3f5d3cbe3"},
 ]
 
 [package.dependencies]
@@ -603,7 +603,7 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.20.9)"]
+crt = ["awscrt (==0.20.11)"]
 
 [[package]]
 name = "cachetools"
@@ -670,13 +670,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
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 [[package]]
@@ -858,13 +858,13 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
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-version = "0.16.0"
+version = "0.18.1"
 description = "pathlib-style classes for cloud storage services."
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 python-versions = ">=3.7"
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 [package.dependencies]
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+version = "0.1.5"
 description = "The sweetest config system for Python"
 optional = false
 python-versions = ">=3.6"
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 [package.extras]
@@ -1082,43 +1082,43 @@ toml = ["tomli"]
 
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1220,21 +1220,6 @@ files = [
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 ]
 
-[[package]]
-name = "dataclasses-json"
-version = "0.6.6"
-description = "Easily serialize dataclasses to and from JSON."
-optional = false
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 [package.extras]
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.64.0)"]
+protobuf = ["grpcio-tools (>=1.64.1)"]
 
 [[package]]
 name = "grpcio-health-checking"
@@ -2652,72 +2637,72 @@ i18n = ["Babel (>=2.7)"]
 
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 ]
 
 [[package]]
@@ -2930,13 +2915,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.14.0"
+version = "2.14.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2961,7 +2946,7 @@ traitlets = ">=5.6.0"
 websocket-client = ">=1.7"
 
 [package.extras]
-docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+docs = ["ipykernel", "jinja2", "jupyter-client", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
 test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
@@ -3232,41 +3217,15 @@ docs = ["mkdocs", "mkdocs-jupyter", "mkdocs-material", "mkdocstrings[python]"]
 embeddings = ["awscli (>=1.29.57)", "boto3 (>=1.28.57)", "botocore (>=1.31.57)", "cohere", "google-generativeai", "huggingface-hub", "instructorembedding", "ollama", "open-clip-torch", "openai (>=1.6.1)", "pillow", "sentence-transformers", "torch"]
 tests = ["aiohttp", "boto3", "duckdb", "pandas (>=1.4)", "polars (>=0.19)", "pytest", "pytest-asyncio", "pytest-mock", "pytz", "tantivy"]
 
-[[package]]
-name = "langchain-community"
-version = "0.0.38"
-description = "Community contributed LangChain integrations."
-optional = false
-python-versions = "<4.0,>=3.8.1"
-files = [
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-
-[package.dependencies]
-aiohttp = ">=3.8.3,<4.0.0"
-dataclasses-json = ">=0.5.7,<0.7"
-langchain-core = ">=0.1.52,<0.2.0"
-langsmith = ">=0.1.0,<0.2.0"
-numpy = ">=1,<2"
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<9.0.0"
-
-[package.extras]
-cli = ["typer (>=0.9.0,<0.10.0)"]
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-
 [[package]]
 name = "langchain-core"
-version = "0.1.52"
+version = "0.2.2"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.1.52-py3-none-any.whl", hash = "sha256:62566749c92e8a1181c255c788548dc16dbc319d896cd6b9c95dc17af9b2a6db"},
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+    {file = "langchain_core-0.2.2-py3-none-any.whl", hash = "sha256:4b3b55a5f214acbcf8d6d8e322da3a9d6248d6b6f45ac1b86ab0494fd3716128"},
+    {file = "langchain_core-0.2.2.tar.gz", hash = "sha256:6884a87f7ac8e0d43e4d83c5f9efa95236c7bd535e22a0a51db19156875b4cd6"},
 ]
 
 [package.dependencies]
@@ -3280,6 +3239,23 @@ tenacity = ">=8.1.0,<9.0.0"
 [package.extras]
 extended-testing = ["jinja2 (>=3,<4)"]
 
+[[package]]
+name = "langchain-text-splitters"
+version = "0.2.1"
+description = "LangChain text splitting utilities"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+    {file = "langchain_text_splitters-0.2.1.tar.gz", hash = "sha256:06853d17d7241ecf5c97c7b6ef01f600f9b0fb953dd997838142a527a4f32ea4"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2.0,<0.3.0"
+
+[package.extras]
+extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
+
 [[package]]
 name = "langcodes"
 version = "3.4.0"
@@ -3300,13 +3276,13 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "langfuse"
-version = "2.33.0"
+version = "2.35.2"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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+    {file = "langfuse-2.35.2-py3-none-any.whl", hash = "sha256:d01a23842cab484594f03878aacb9732ef8fd361158eb819c7bf43f758a0954b"},
+    {file = "langfuse-2.35.2.tar.gz", hash = "sha256:32b2e6c5bc71b4efdc430c6b964ab1c1e1ba1e105a4a73912c38b3959dc4502d"},
 ]
 
 [package.dependencies]
@@ -3431,99 +3407,99 @@ testing = ["pytest"]
 
 [[package]]
 name = "marisa-trie"
-version = "1.1.1"
+version = "1.2.0"
 description = "Static memory-efficient and fast Trie-like structures for Python."
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
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-
-[package.dependencies]
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-
-[package.extras]
-dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
-tests = ["pytest", "pytz", "simplejson"]
-
 [[package]]
 name = "matplotlib"
 version = "3.9.0"
@@ -3876,13 +3833,13 @@ pygments = ">2.12.0"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.25"
+version = "9.5.26"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.5.25-py3-none-any.whl", hash = "sha256:68fdab047a0b9bfbefe79ce267e8a7daaf5128bcf7867065fcd201ee335fece1"},
-    {file = "mkdocs_material-9.5.25.tar.gz", hash = "sha256:d0662561efb725b712207e0ee01f035ca15633f29a64628e24f01ec99d7078f4"},
+    {file = "mkdocs_material-9.5.26-py3-none-any.whl", hash = "sha256:5d01fb0aa1c7946a1e3ae8689aa2b11a030621ecb54894e35aabb74c21016312"},
+    {file = "mkdocs_material-9.5.26.tar.gz", hash = "sha256:56aeb91d94cffa43b6296fa4fbf0eb7c840136e563eecfd12c2d9e92e50ba326"},
 ]
 
 [package.dependencies]
@@ -4402,13 +4359,13 @@ twitter = ["twython"]
 
 [[package]]
 name = "notebook"
-version = "7.2.0"
+version = "7.2.1"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "notebook-7.2.0-py3-none-any.whl", hash = "sha256:b4752d7407d6c8872fc505df0f00d3cae46e8efb033b822adacbaa3f1f3ce8f5"},
-    {file = "notebook-7.2.0.tar.gz", hash = "sha256:34a2ba4b08ad5d19ec930db7484fb79746a1784be9e1a5f8218f9af8656a141f"},
+    {file = "notebook-7.2.1-py3-none-any.whl", hash = "sha256:f45489a3995746f2195a137e0773e2130960b51c9ac3ce257dbc2705aab3a6ca"},
+    {file = "notebook-7.2.1.tar.gz", hash = "sha256:4287b6da59740b32173d01d641f763d292f49c30e7a51b89c46ba8473126341e"},
 ]
 
 [package.dependencies]
@@ -5185,13 +5142,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.46"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
-    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
+    {file = "prompt_toolkit-3.0.46-py3-none-any.whl", hash = "sha256:45abe60a8300f3c618b23c16c4bb98c6fc80af8ce8b17c7ae92db48db3ee63c1"},
+    {file = "prompt_toolkit-3.0.46.tar.gz", hash = "sha256:869c50d682152336e23c4db7f74667639b5047494202ffe7670817053fd57795"},
 ]
 
 [package.dependencies]
@@ -5463,17 +5420,17 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.2.1"
+version = "2.3.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pydantic_settings-2.2.1-py3-none-any.whl", hash = "sha256:0235391d26db4d2190cb9b31051c4b46882d28a51533f97440867f012d4da091"},
-    {file = "pydantic_settings-2.2.1.tar.gz", hash = "sha256:00b9f6a5e95553590434c0fa01ead0b216c3e10bc54ae02e37f359948643c5ed"},
+    {file = "pydantic_settings-2.3.1-py3-none-any.whl", hash = "sha256:acb2c213140dfff9669f4fe9f8180d43914f51626db28ab2db7308a576cce51a"},
+    {file = "pydantic_settings-2.3.1.tar.gz", hash = "sha256:e34bbd649803a6bb3e2f0f58fb0edff1f0c7f556849fda106cc21bcce12c30ab"},
 ]
 
 [package.dependencies]
-pydantic = ">=2.3.0"
+pydantic = ">=2.7.0"
 python-dotenv = ">=0.21.0"
 
 [package.extras]
@@ -5522,13 +5479,13 @@ torch = ["torch"]
 
 [[package]]
 name = "pylint"
-version = "3.2.2"
+version = "3.2.3"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "pylint-3.2.2-py3-none-any.whl", hash = "sha256:3f8788ab20bb8383e06dd2233e50f8e08949cfd9574804564803441a4946eab4"},
-    {file = "pylint-3.2.2.tar.gz", hash = "sha256:d068ca1dfd735fb92a07d33cb8f288adc0f6bc1287a139ca2425366f7cbe38f8"},
+    {file = "pylint-3.2.3-py3-none-any.whl", hash = "sha256:b3d7d2708a3e04b4679e02d99e72329a8b7ee8afb8d04110682278781f889fa8"},
+    {file = "pylint-3.2.3.tar.gz", hash = "sha256:02f6c562b215582386068d52a30f520d84fdbcf2a95fc7e855b816060d048b60"},
 ]
 
 [package.dependencies]
@@ -6086,13 +6043,13 @@ files = [
 
 [[package]]
 name = "requests"
-version = "2.32.2"
+version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "requests-2.32.2-py3-none-any.whl", hash = "sha256:fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c"},
-    {file = "requests-2.32.2.tar.gz", hash = "sha256:dd951ff5ecf3e3b3aa26b40703ba77495dab41da839ae72ef3c8e5d8e2433289"},
+    {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
+    {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
 ]
 
 [package.dependencies]
@@ -6579,6 +6536,17 @@ files = [
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 testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
+    {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
+]
+
 [[package]]
 name = "simplejson"
 version = "3.19.2"
@@ -6699,24 +6667,28 @@ files = [
 
 [[package]]
 name = "smart-open"
-version = "6.4.0"
+version = "7.0.4"
 description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = "<4.0,>=3.7"
 files = [
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+    {file = "smart_open-7.0.4-py3-none-any.whl", hash = "sha256:4e98489932b3372595cddc075e6033194775165702887216b65eba760dfd8d47"},
+    {file = "smart_open-7.0.4.tar.gz", hash = "sha256:62b65852bdd1d1d516839fcb1f6bc50cd0f16e05b4ec44b52f43d38bcb838524"},
 ]
 
+[package.dependencies]
+wrapt = "*"
+
 [package.extras]
-all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "paramiko", "requests"]
+all = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "paramiko", "requests", "zstandard"]
 azure = ["azure-common", "azure-core", "azure-storage-blob"]
 gcs = ["google-cloud-storage (>=2.6.0)"]
 http = ["requests"]
 s3 = ["boto3"]
 ssh = ["paramiko"]
-test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses"]
+test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses", "zstandard"]
 webhdfs = ["requests"]
+zst = ["zstandard"]
 
 [[package]]
 name = "smmap"
@@ -6753,41 +6725,41 @@ files = [
 
 [[package]]
 name = "spacy"
-version = "3.7.4"
+version = "3.7.5"
 description = "Industrial-strength Natural Language Processing (NLP) in Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "thinc-8.2.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:c466289b6fb40f477e32f99647e03256d0b1d775707778dac07973fd352c5220"},
+    {file = "thinc-8.2.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cbffb3d284c9a54cf8bfee606e47028a27a2d11b0b1e2b83137cc03169e8a8f1"},
+    {file = "thinc-8.2.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abeb742352a106359ac76f048c0f4af745c59c75e02b68cc4d62cde20fcca0c5"},
+    {file = "thinc-8.2.4-cp39-cp39-win_amd64.whl", hash = "sha256:ed514b3edb185c5531fcfd77a7b0a43c196a269f1e157a025d8138076ba6328d"},
+    {file = "thinc-8.2.4.tar.gz", hash = "sha256:9383b39f286291519ebbb6454bab76404992599b0cbdfaec56b2f985023186a7"},
 ]
 
 [package.dependencies]
@@ -7475,22 +7446,22 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.4"
+version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"},
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:27787de946a9cffd63ce5814c33f734c627a87072ec7eed71f7fc4417bb16263"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f7894c581ecdcf91666a0912f18ce5e757213999e183ebfc2c3fdbf4d5bd764e"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e43bc2e5370a6a8e413e1e1cd0c91bedc5bd62a74a532371042a18ef19e10579"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0251554cdd50b4b44362f73ad5ba7126fc5b2c2895cc62b14a1c2d7ea32f212"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fd03192e287fbd0899dd8f81c6fb9cbbc69194d2074b38f384cb6fa72b80e9c2"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:88b84956273fbd73420e6d4b8d5ccbe913c65d31351b4c004ae362eba06e1f78"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:71ddfc23a0e03ef2df1c1397d859868d158c8276a0603b96cf86892bff58149f"},
-    {file = "tornado-6.4-cp38-abi3-win32.whl", hash = "sha256:6f8a6c77900f5ae93d8b4ae1196472d0ccc2775cc1dfdc9e7727889145c45052"},
-    {file = "tornado-6.4-cp38-abi3-win_amd64.whl", hash = "sha256:10aeaa8006333433da48dec9fe417877f8bcc21f48dda8d661ae79da357b2a63"},
-    {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8ae50a504a740365267b2a8d1a90c9fbc86b780a39170feca9bcc1787ff80842"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:613bf4ddf5c7a95509218b149b555621497a6cc0d46ac341b30bd9ec19eac7f3"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:25486eb223babe3eed4b8aecbac33b37e3dd6d776bc730ca14e1bf93888b979f"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:454db8a7ecfcf2ff6042dde58404164d969b6f5d58b926da15e6b23817950fc4"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698"},
+    {file = "tornado-6.4.1-cp38-abi3-win32.whl", hash = "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d"},
+    {file = "tornado-6.4.1-cp38-abi3-win_amd64.whl", hash = "sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7"},
+    {file = "tornado-6.4.1.tar.gz", hash = "sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9"},
 ]
 
 [[package]]
@@ -7598,25 +7569,21 @@ vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
 name = "typer"
-version = "0.9.4"
+version = "0.12.3"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "typer-0.9.4-py3-none-any.whl", hash = "sha256:aa6c4a4e2329d868b80ecbaf16f807f2b54e192209d7ac9dd42691d63f7a54eb"},
-    {file = "typer-0.9.4.tar.gz", hash = "sha256:f714c2d90afae3a7929fcd72a3abb08df305e1ff61719381384211c4070af57f"},
+    {file = "typer-0.12.3-py3-none-any.whl", hash = "sha256:070d7ca53f785acbccba8e7d28b08dcd88f79f1fbda035ade0aecec71ca5c914"},
+    {file = "typer-0.12.3.tar.gz", hash = "sha256:49e73131481d804288ef62598d97a1ceef3058905aa536a1134f90891ba35482"},
 ]
 
 [package.dependencies]
-click = ">=7.1.1,<9.0.0"
+click = ">=8.0.0"
+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
 typing-extensions = ">=3.7.4.3"
 
-[package.extras]
-all = ["colorama (>=0.4.3,<0.5.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
-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 (==0.971)", "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 = "2.9.0.20240316"
@@ -7641,30 +7608,15 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
-    {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
-[[package]]
-name = "typing-inspect"
-version = "0.9.0"
-description = "Runtime inspection utilities for typing module."
-optional = false
-python-versions = "*"
-files = [
-    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
-    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
-]
-
-[package.dependencies]
-mypy-extensions = ">=0.3.0"
-typing-extensions = ">=3.7.4"
-
 [[package]]
 name = "tzdata"
 version = "2024.1"
@@ -7830,24 +7782,24 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 
 [[package]]
 name = "validators"
-version = "0.28.1"
+version = "0.28.3"
 description = "Python Data Validation for Humans™"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "validators-0.28.1-py3-none-any.whl", hash = "sha256:890c98789ad884037f059af6ea915ec2d667129d509180c2c590b8009a4c4219"},
-    {file = "validators-0.28.1.tar.gz", hash = "sha256:5ac88e7916c3405f0ce38ac2ac82a477fcf4d90dbbeddd04c8193171fc17f7dc"},
+    {file = "validators-0.28.3-py3-none-any.whl", hash = "sha256:53cafa854f13850156259d9cc479b864ee901f6a96e6b109e6fc33f98f37d99f"},
+    {file = "validators-0.28.3.tar.gz", hash = "sha256:c6c79840bcde9ba77b19f6218f7738188115e27830cbaff43264bc4ed24c429d"},
 ]
 
 [[package]]
 name = "wasabi"
-version = "1.1.2"
+version = "1.1.3"
 description = "A lightweight console printing and formatting toolkit"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "wasabi-1.1.2-py3-none-any.whl", hash = "sha256:0a3f933c4bf0ed3f93071132c1b87549733256d6c8de6473c5f7ed2e171b5cf9"},
-    {file = "wasabi-1.1.2.tar.gz", hash = "sha256:1aaef3aceaa32edb9c91330d29d3936c0c39fdb965743549c173cb54b16c30b5"},
+    {file = "wasabi-1.1.3-py3-none-any.whl", hash = "sha256:f76e16e8f7e79f8c4c8be49b4024ac725713ab10cd7f19350ad18a8e3f71728c"},
+    {file = "wasabi-1.1.3.tar.gz", hash = "sha256:4bb3008f003809db0c3e28b4daf20906ea871a2bb43f9914197d540f4f2e0878"},
 ]
 
 [package.dependencies]
@@ -7910,35 +7862,35 @@ files = [
 
 [[package]]
 name = "weasel"
-version = "0.3.4"
+version = "0.4.1"
 description = "Weasel: A small and easy workflow system"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "weasel-0.3.4-py3-none-any.whl", hash = "sha256:ee48a944f051d007201c2ea1661d0c41035028c5d5a8bcb29a0b10f1100206ae"},
-    {file = "weasel-0.3.4.tar.gz", hash = "sha256:eb16f92dc9f1a3ffa89c165e3a9acd28018ebb656e0da4da02c0d7d8ae3f6178"},
+    {file = "weasel-0.4.1-py3-none-any.whl", hash = "sha256:24140a090ea1ac512a2b2f479cc64192fd1d527a7f3627671268d08ed5ac418c"},
+    {file = "weasel-0.4.1.tar.gz", hash = "sha256:aabc210f072e13f6744e5c3a28037f93702433405cd35673f7c6279147085aa9"},
 ]
 
 [package.dependencies]
-cloudpathlib = ">=0.7.0,<0.17.0"
+cloudpathlib = ">=0.7.0,<1.0.0"
 confection = ">=0.0.4,<0.2.0"
 packaging = ">=20.0"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
 requests = ">=2.13.0,<3.0.0"
-smart-open = ">=5.2.1,<7.0.0"
+smart-open = ">=5.2.1,<8.0.0"
 srsly = ">=2.4.3,<3.0.0"
-typer = ">=0.3.0,<0.10.0"
+typer = ">=0.3.0,<1.0.0"
 wasabi = ">=0.9.1,<1.2.0"
 
 [[package]]
 name = "weaviate-client"
-version = "4.6.3"
+version = "4.6.4"
 description = "A python native Weaviate client"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "weaviate_client-4.6.3-py3-none-any.whl", hash = "sha256:b2921f9aea84a4eccb1c75d55dd2857a87241e5536540fb96ffdf4737ed4fe8a"},
-    {file = "weaviate_client-4.6.3.tar.gz", hash = "sha256:a6e638f746f91c310fe6680cffa77949718f17d8b40b966f7037028cacfd94e0"},
+    {file = "weaviate_client-4.6.4-py3-none-any.whl", hash = "sha256:19b76fb923a5f0b6fcb7471ef3cd990d2791ede71731e53429e1066a9dbf2af2"},
+    {file = "weaviate_client-4.6.4.tar.gz", hash = "sha256:5378db8a33bf1d48adff3f9efa572d9fb04eaeb36444817cab56f1ba3c595500"},
 ]
 
 [package.dependencies]
@@ -7949,22 +7901,22 @@ grpcio-tools = ">=1.57.0,<2.0.0"
 httpx = ">=0.25.0,<=0.27.0"
 pydantic = ">=2.5.0,<3.0.0"
 requests = ">=2.30.0,<3.0.0"
-validators = "0.28.1"
+validators = "0.28.3"
 
 [[package]]
 name = "webcolors"
-version = "1.13"
+version = "24.6.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "webcolors-1.13-py3-none-any.whl", hash = "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf"},
-    {file = "webcolors-1.13.tar.gz", hash = "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"},
+    {file = "webcolors-24.6.0-py3-none-any.whl", hash = "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"},
+    {file = "webcolors-24.6.0.tar.gz", hash = "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b"},
 ]
 
 [package.extras]
 docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
-tests = ["pytest", "pytest-cov"]
+tests = ["coverage[toml]"]
 
 [[package]]
 name = "webencodings"
@@ -8344,18 +8296,18 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.0"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.0-py3-none-any.whl", hash = "sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec"},
-    {file = "zipp-3.19.0.tar.gz", hash = "sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [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", "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)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "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)"]
 
 [extras]
 cli = []
@@ -8371,4 +8323,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9.0,<3.12"
-content-hash = "2cf02612bbf222c1095c6cfd3ab476383248d1526deceaacdb6f05d3b5a7eac2"
+content-hash = "0d47b955224bb4f7d52815e63d15b2230dcff86f91a4f79b5533c299f965018b"
diff --git a/pyproject.toml b/pyproject.toml
index ec05186ac..1a071c40c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -38,7 +38,7 @@ greenlet = "^3.0.3"
 ruff = "^0.2.2"
 filetype = "^1.2.0"
 nltk = "^3.8.1"
-dlt = "0.4.11"
+dlt = "0.4.12"
 duckdb = {version = "^0.10.0", extras = ["dlt"]}
 overrides = "^7.7.0"
 aiofiles = "^23.2.1"
@@ -72,7 +72,8 @@ spacy = "^3.7.4"
 protobuf = "<5.0.0"
 pydantic-settings = "^2.2.1"
 anthropic = "^0.26.1"
-langchain-community = "0.0.38"
+langchain-text-splitters = "^0.2.1"
+
 
 
 [tool.poetry.extras]