Merge pull request #2 from topoteretes/crud_added

added crud logic
This commit is contained in:
Vasilije 2023-08-21 20:08:59 +02:00 committed by GitHub
commit 92a9e271f7
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4 changed files with 467 additions and 202 deletions

View file

@ -114,7 +114,7 @@ async def upload_pdf_and_payload(
logging.info(" PDF split into pages")
Memory_ = Memory(index_name="my-agent", user_id='555' )
await Memory_.async_init()
Memory_._run_buffer(user_input="I want to get a schema for my data", content =pages)
Memory_._add_episodic_memory(user_input="I want to get a schema for my data", content =pages)
# Run the buffer
@ -135,7 +135,82 @@ async def upload_pdf_and_payload(
# Append the in-memory file to the files list
# files.append(UploadFile(pdf_stream, filename="downloaded.pdf"))
#
def memory_factory(memory_type):
class Payload(BaseModel):
payload: Dict[str, Any]
@app.post("/{memory_type}/add-memory", response_model=dict)
async def add_memory(
payload: Payload,
# files: List[UploadFile] = File(...),
):
try:
decoded_payload = payload.payload
Memory_ = Memory( user_id='555')
await Memory_.async_init()
memory_class = getattr(Memory_, f"_add_{memory_type}_memory", None)
output= memory_class(observation=decoded_payload['prompt'])
return JSONResponse(content={"response": output}, status_code=200)
except Exception as e:
return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
@app.post("/{memory_type}/fetch-memory", response_model=dict)
async def add_memory(
payload: Payload,
# files: List[UploadFile] = File(...),
):
try:
decoded_payload = payload.payload
Memory_ = Memory(user_id='555')
await Memory_.async_init()
memory_class = getattr(Memory_, f"_fetch_{memory_type}_memory", None)
output = memory_class(observation=decoded_payload['prompt'])
return JSONResponse(content={"response": output}, status_code=200)
except Exception as e:
return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
@app.post("/{memory_type}/delete-memory", response_model=dict)
async def add_memory(
payload: Payload,
# files: List[UploadFile] = File(...),
):
try:
decoded_payload = payload.payload
Memory_ = Memory(user_id='555')
await Memory_.async_init()
memory_class = getattr(Memory_, f"_delete_{memory_type}_memory", None)
output = memory_class(observation=decoded_payload['prompt'])
return JSONResponse(content={"response": output}, status_code=200)
except Exception as e:
return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
memory_list = ["episodic", "buffer", "semantic"]
for memory_type in memory_list:
memory_factory(memory_type)
#
# # Process each uploaded PDF file
# results = []
# for file in files:

View file

@ -10,7 +10,7 @@ import weaviate
import os
import json
import asyncio
from typing import Any, Dict, List
from typing import Any, Dict, List, Coroutine
from deep_translator import (GoogleTranslator)
from langchain.chat_models import ChatOpenAI
from langchain.schema import LLMResult, HumanMessage
@ -186,14 +186,12 @@ class VectorDB:
return retriever.add_documents([
Document(
metadata={
"inserted_at": str(datetime.now()),
"text": observation,
"user_id": str(self.user_id),
"memory_id": str(self.memory_id),
"ltm_memory_id": str(self.ltm_memory_id),
"st_memory_id": str(self.st_memory_id),
"buffer_id": str(self.buffer_id),
"last_accessed_at": str(datetime.now()),
# **source_metadata,
},
@ -205,7 +203,7 @@ class VectorDB:
# index_name=self.index, embedding=OpenAIEmbeddings(), namespace=namespace
# )
async def fetch_memories(self, observation: str, params = None):
async def fetch_memories(self, observation: str, namespace:str, params = None):
if self.db_type == "pinecone":
# Fetch Pinecone memories here
pass
@ -223,44 +221,71 @@ class VectorDB:
Example:
get_from_weaviate(query="some query", path=['year'], operator='Equal', valueText='2017*')
"""
retriever = self.init_weaviate(self.namespace)
client = self.init_weaviate_client(self.namespace)
print(self.namespace)
print(str(datetime.now()))
print(observation)
if namespace is None:
namespace= self.namespace
# Retrieve documents with filters applied
output = retriever.get_relevant_documents(
observation
# ,
# score=True
# ,
# where_filter=params
)
print(output)
return output
# def
def delete_memories(self, params: None):
auth_config = weaviate.auth.AuthApiKey(api_key=os.environ.get('WEAVIATE_API_KEY'))
client = weaviate.Client(
url=os.environ.get('WEAVIATE_API_KEY'),
auth_client_secret=auth_config,
additional_headers={
"X-OpenAI-Api-Key": os.environ.get('OPENAI_API_KEY')
params_user_id= {
"path": ["user_id"],
"operator": "Like",
"valueText": self.user_id
}
)
client.batch.delete_objects(
class_name=self.namespace,
# Same `where` filter as in the GraphQL API
where=params,
)
def update_memories(self):
pass
if params:
query_output = client.query.get(namespace, ["text","user_id", "memory_id", "ltm_memory_id", "st_memory_id", "buffer_id"]).with_where(params).with_additional(['id','creationTimeUnix','lastUpdateTimeUnix']).with_where(params_user_id).do()
return query_output
else:
query_output = client.query.get(namespace, ["text","user_id", "memory_id", "ltm_memory_id","st_memory_id", "buffer_id"]).with_additional(['id','creationTimeUnix','lastUpdateTimeUnix']).with_where(params_user_id).do()
return query_output
async def delete_memories(self, params:dict = None):
client = self.init_weaviate_client(self.namespace)
if params:
where_filter = {
"path": ["id"],
"operator": "Equal",
"valueText": params.get('id', None)
}
return client.batch.delete_objects(
class_name=self.namespace,
# Same `where` filter as in the GraphQL API
where=where_filter,
)
else:
#Delete all objects
return client.batch.delete_objects(
class_name=self.namespace,
where={
'path': ['user_id'],
'operator': 'Equal',
'valueText': self.user_id
}
)
def update_memories(self, observation, namespace:str,params:dict = None):
client = self.init_weaviate_client(self.namespace)
client.data_object.update(
data_object={
"text": observation,
"user_id": str(self.user_id),
"memory_id": str(self.memory_id),
"ltm_memory_id": str(self.ltm_memory_id),
"st_memory_id": str(self.st_memory_id),
"buffer_id": str(self.buffer_id),
# **source_metadata,
},
class_name="Test",
uuid=params.get('id', None),
consistency_level=weaviate.data.replication.ConsistencyLevel.ALL, # default QUORUM
)
return
@ -278,17 +303,64 @@ class SemanticMemory:
def _update_memories(self ,memory_id:str="None", semantic_memory: str="None") -> None:
async def _add_memories(self, semantic_memory: str="None") ->list[str]:
"""Update semantic memory for the user"""
if self.db_type == "weaviate":
self.vector_db.add_memories( observation = semantic_memory)
out = await self.vector_db.add_memories( observation = semantic_memory)
return out
elif self.db_type == "pinecone":
pass
def _fetch_memories(self, observation: str,params) -> dict[str, str] | str:
async def _fetch_memories(self, observation: str,params:str=None) -> Coroutine[Any, Any, Any]:
"""Fetch related characteristics, preferences or dislikes for a user."""
# self.init_pinecone(index_name=self.index)
if self.db_type == "weaviate":
return await self.vector_db.fetch_memories(observation, params)
elif self.db_type == "pinecone":
pass
async def _delete_memories(self,params:str=None) -> Coroutine[Any, Any, Any]:
"""Fetch related characteristics, preferences or dislikes for a user."""
# self.init_pinecone(index_name=self.index)
if self.db_type == "weaviate":
return await self.vector_db.delete_memories( params=params)
elif self.db_type == "pinecone":
pass
class EpisodicMemory:
def __init__(self, user_id: str, memory_id:str, ltm_memory_id:str, index_name: str, db_type:str="weaviate", namespace:str="EPISODICMEMORY"):
# Add any semantic memory-related attributes or setup here
self.user_id=user_id
self.index_name = index_name
self.namespace = namespace
self.episodic_memory_id = str(uuid.uuid4())
self.memory_id = memory_id
self.ltm_memory_id = ltm_memory_id
self.vector_db = VectorDB(user_id=user_id, memory_id= self.memory_id, ltm_memory_id = self.ltm_memory_id, index_name=index_name, db_type=db_type, namespace=self.namespace)
self.db_type = db_type
async def _add_memories(self ,observation:str=None) -> list[str]:
"""Update semantic memory for the user"""
if self.db_type == "weaviate":
return await self.vector_db.add_memories( observation = observation)
elif self.db_type == "pinecone":
pass
def _fetch_memories(self, observation: str,params:str=None) -> Coroutine[Any, Any, Any]:
"""Fetch related characteristics, preferences or dislikes for a user."""
# self.init_pinecone(index_name=self.index)
@ -298,7 +370,16 @@ class SemanticMemory:
elif self.db_type == "pinecone":
pass
async def _delete_memories(self, params:str=None) -> Coroutine[Any, Any, Any]:
"""Fetch related characteristics, preferences or dislikes for a user."""
# self.init_pinecone(index_name=self.index)
if self.db_type == "weaviate":
return await self.vector_db.delete_memories( params=params)
elif self.db_type == "pinecone":
pass
class LongTermMemory:
def __init__(self, user_id: str = "676", memory_id:str=None, index_name: str = None, namespace:str=None, db_type:str="weaviate"):
@ -310,6 +391,10 @@ class LongTermMemory:
self.db_type = db_type
# self.episodic_memory = EpisodicMemory()
self.semantic_memory = SemanticMemory(user_id = self.user_id, memory_id=self.memory_id, ltm_memory_id = self.ltm_memory_id, index_name=self.index_name, db_type=self.db_type)
self.episodic_memory = EpisodicMemory(user_id=self.user_id, memory_id=self.memory_id,
ltm_memory_id=self.ltm_memory_id, index_name=self.index_name,
db_type=self.db_type)
class ShortTermMemory:
def __init__(self, user_id: str = "676", memory_id:str=None, index_name: str = None, namespace:str=None, db_type:str="weaviate"):
@ -387,14 +472,49 @@ class EpisodicBuffer:
query = await vector_db.add_memories(observation)
return query
async def _delete_memories(self, params:str=None) -> Coroutine[Any, Any, Any]:
"""Fetch related characteristics, preferences or dislikes for a user."""
# self.init_pinecone(index_name=self.index)
def encoding(self, document: str, namespace: str = "EPISODICBUFFER") -> None:
if self.db_type == "weaviate":
return await self.vector_db.delete_memories( params=params)
elif self.db_type == "pinecone":
pass
async def freshness(self, observation: str,namespace:str) -> str:
"""Freshness - Score between 1 and 5 on how often was the information processed in episodic memory in the past"""
memory = Memory(user_id=self.user_id)
await memory.async_init()
# gg = await memory._run_buffer(user_input= "bla", content = "blablabla ")
# print(gg)
ggur = await memory._fetch_episodic_memory(observation="bla bla bla")
print(ggur)
# @ai_classifier
# class MemoryRoute(Enum):
# """Represents classifer for semantic fetching of memories"""
#
# storage_of_documents_and_knowledge_to_memory = "SEMANTICMEMORY"
# raw_information_currently_processed_in_short_term_memory = "EPISODICBUFFER"
# raw_information_kept_in_short_term_memory = "SHORTTERMMEMORY"
# long_term_recollections_of_past_events_and_emotions = "EPISODICMEMORY"
# raw_information_to_store_as_events = "EVENTBUFFER"
#
# namespace= MemoryRoute(observation)
return ggur
async def encoding(self, document: str, namespace: str = "EPISODICBUFFER") -> None:
"""Encoding for the buffer, stores raw data in the buffer
Note, this is not comp-sci encoding, but rather encoding in the sense of storing the content in the buffer"""
vector_db = VectorDB(user_id=self.user_id, memory_id=self.memory_id, st_memory_id=self.st_memory_id,
index_name=self.index_name, db_type=self.db_type, namespace=namespace)
query = vector_db.add_memories(document)
query = await vector_db.add_memories(document)
return query
async def main_buffer(self, user_input=None, content=None):
@ -406,13 +526,23 @@ class EpisodicBuffer:
if content is not None:
#We need to encode the content. Note, this is not comp-sci encoding, but rather encoding in the sense of storing the content in the buffer
self.encoding(content)
output_translated = GoogleTranslator(source='auto', target='en').translate(text=content)
await self.encoding(output_translated)
freshness_score =await self.freshness(output_translated, namespace="EPISODICBUFFER")
print(freshness_score)
# shows how much the data is relevant for the user, provided by the user in a separate step, starts at 0
user_relevance_score ="0"
# similarity score between the user input and the content already available in the buffer
prompt_filter = ChatPromptTemplate.from_template("Filter and remove uneccessary information that is not relevant in the user query {query}")
chain_filter = prompt_filter | self.llm
output = await chain_filter.ainvoke({"query": user_input})
print(output)
# prompt_filter = ChatPromptTemplate.from_template("Filter and remove uneccessary information that is not relevant in the user query {query}")
# chain_filter = prompt_filter | self.llm
# output = await chain_filter.ainvoke({"query": user_input})
# print(output)
if content is None:
# Sensory and Linguistic Processing
@ -424,7 +554,7 @@ class EpisodicBuffer:
def top_down_processing():
"""Top-down processing"""
pass
def bottom_up_processing():
"""Bottom-up processing"""
@ -436,6 +566,9 @@ class EpisodicBuffer:
pass
working_memory_activation = "bla"
@ -652,44 +785,74 @@ class Memory:
# user_id=self.user_id, memory_id=self.memory_id, index_name=self.index_name, db_type=self.db_type
# )
def _update_semantic_memory(self, semantic_memory:str):
return self.long_term_memory.semantic_memory._update_memories(
memory_id=self.memory_id,
async def _add_semantic_memory(self, semantic_memory:str):
return await self.long_term_memory.semantic_memory._add_memories(
semantic_memory=semantic_memory
)
def _fetch_semantic_memory(self, observation, params):
return self.long_term_memory.semantic_memory._fetch_memories(
async def _fetch_semantic_memory(self, observation, params):
return await self.long_term_memory.semantic_memory._fetch_memories(
observation=observation, params=params
)
async def _delete_semantic_memory(self, params:str=None):
return await self.long_term_memory.semantic_memory._delete_memories(
params=params
)
async def _run_buffer(self, user_input:str):
return await self.short_term_memory.episodic_buffer.main_buffer(user_input=user_input)
async def _add_episodic_memory(self, observation:str):
return await self.long_term_memory.episodic_memory._add_memories(
observation=observation
)
async def _fetch_episodic_memory(self, observation, params:str=None):
return await self.long_term_memory.episodic_memory._fetch_memories(
observation=observation, params=params
)
async def _delete_episodic_memory(self, params:str=None):
return await self.long_term_memory.episodic_memory._delete_memories(
params=params
)
async def _run_buffer(self, user_input:str, content:str=None):
return await self.short_term_memory.episodic_buffer.main_buffer(user_input=user_input, content=content)
async def _add_memories_buffer(self, user_input: str, namespace: str = None ):
async def _add_buffer_memory(self, user_input: str, namespace: str = None ):
return await self.short_term_memory.episodic_buffer._add_memories(observation=user_input, namespace=namespace)
async def _fetch_memories_buffer(self, user_input: str, namespace: str = None ):
async def _fetch_buffer_memory(self, user_input: str, namespace: str = None ):
return await self.short_term_memory.episodic_buffer._fetch_memories(observation=user_input, namespace=namespace)
async def _delete_buffer_memory(self, params:str=None):
return await self.long_term_memory.episodic_buffer._delete_memories(
params=params
)
async def main():
memory = Memory(user_id="123")
await memory.async_init()
# gg = await memory._run_buffer(user_input="I want to get a my past data from 2017")
# gg = await memory._run_buffer(user_input= "bla", content = "blablabla ")
# print(gg)
ggur = await memory._add_memories_buffer(user_input = "bla bla bla", namespace="test")
print(ggur)
fff = await memory._fetch_memories_buffer(user_input = "bla bla bla", namespace="Test")
print(fff)
gg = await memory._delete_episodic_memory()
print(gg)
# ggur = await memory._add_episodic_memory(observation = "bla bla bla")
# print(ggur)
# ggur = await memory._fetch_episodic_memory(observation = "bla bla bla")
# print(ggur)
# fff = await memory._fetch_memories_buffer(user_input = "bla bla bla", namespace="Test")
# print(fff)
if __name__ == "__main__":
import asyncio

304
level_2/poetry.lock generated
View file

@ -261,17 +261,17 @@ numpy = {version = ">=1.19.0", markers = "python_version >= \"3.9\""}
[[package]]
name = "boto3"
version = "1.28.26"
version = "1.28.30"
description = "The AWS SDK for Python"
optional = false
python-versions = ">= 3.7"
files = [
{file = "boto3-1.28.26-py3-none-any.whl", hash = "sha256:63619ffa44bc7f799b525c86d73bdb7f7a70994942bbff78253585bf64084e6e"},
{file = "boto3-1.28.26.tar.gz", hash = "sha256:a15841c7d04f87c63c9f2587b2b48198bec04d307d7b9950cbe4a021f845a5ba"},
{file = "boto3-1.28.30-py3-none-any.whl", hash = "sha256:e095ede98d3680e65966ab71f273b7d86938f5d853773ef96f4cb646277c2a4b"},
{file = "boto3-1.28.30.tar.gz", hash = "sha256:2b509a959966a572f15db5768a18066ce1f53022ac53fca9421c620219fa3998"},
]
[package.dependencies]
botocore = ">=1.31.26,<1.32.0"
botocore = ">=1.31.30,<1.32.0"
jmespath = ">=0.7.1,<2.0.0"
s3transfer = ">=0.6.0,<0.7.0"
@ -280,13 +280,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
[[package]]
name = "botocore"
version = "1.31.26"
version = "1.31.30"
description = "Low-level, data-driven core of boto 3."
optional = false
python-versions = ">= 3.7"
files = [
{file = "botocore-1.31.26-py3-none-any.whl", hash = "sha256:74d1c26144915312004a9f0232cdbe08946dfec9fc7dcd854456d2b73be9bfd9"},
{file = "botocore-1.31.26.tar.gz", hash = "sha256:e68a50ba76425ede8693fdf1f95b8411e283bc7619c03d7eb666db9f1de48153"},
{file = "botocore-1.31.30-py3-none-any.whl", hash = "sha256:269f20dcadd8dfd0c26d0e6fbceb84814ff6638ff3aafcc5324b9fb9949a7051"},
{file = "botocore-1.31.30.tar.gz", hash = "sha256:3cf6a9d7621b897c9ff23cd02113826141b3dd3d7e90273b661efc4dc05f84e2"},
]
[package.dependencies]
@ -492,13 +492,13 @@ files = [
[[package]]
name = "click"
version = "8.1.6"
version = "8.1.7"
description = "Composable command line interface toolkit"
optional = false
python-versions = ">=3.7"
files = [
{file = "click-8.1.6-py3-none-any.whl", hash = "sha256:fa244bb30b3b5ee2cae3da8f55c9e5e0c0e86093306301fb418eb9dc40fbded5"},
{file = "click-8.1.6.tar.gz", hash = "sha256:48ee849951919527a045bfe3bf7baa8a959c423134e1a5b98c05c20ba75a1cbd"},
{file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
{file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
]
[package.dependencies]
@ -642,6 +642,26 @@ files = [
{file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
]
[[package]]
name = "deep-translator"
version = "1.11.4"
description = "A flexible free and unlimited python tool to translate between different languages in a simple way using multiple translators"
optional = false
python-versions = ">=3.7,<4.0"
files = [
{file = "deep_translator-1.11.4-py3-none-any.whl", hash = "sha256:d635df037e23fa35d12fd42dab72a0b55c9dd19e6292009ee7207e3f30b9e60a"},
{file = "deep_translator-1.11.4.tar.gz", hash = "sha256:801260c69231138707ea88a0955e484db7d40e210c9e0ae0f77372ffda5f4bf5"},
]
[package.dependencies]
beautifulsoup4 = ">=4.9.1,<5.0.0"
requests = ">=2.23.0,<3.0.0"
[package.extras]
ai = ["openai (>=0.27.6,<0.28.0)"]
docx = ["docx2txt (>=0.8,<0.9)"]
pdf = ["pypdf (>=3.3.0,<4.0.0)"]
[[package]]
name = "deprecated"
version = "1.2.14"
@ -661,13 +681,13 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
[[package]]
name = "dlt"
version = "0.3.11"
version = "0.3.12"
description = "DLT is an open-source python-native scalable data loading framework that does not require any devops efforts to run."
optional = false
python-versions = ">=3.8,<4.0"
python-versions = ">=3.8.1,<4.0"
files = [
{file = "dlt-0.3.11-py3-none-any.whl", hash = "sha256:fa3c9e2060faa12defbc6b4ed7b8641d8013f08d79787121584e2a9927cf1e0a"},
{file = "dlt-0.3.11.tar.gz", hash = "sha256:c1f5e922d4936d0cffb38f367a9e7ee1d3adb46a236df07aad5e1920c5e770d6"},
{file = "dlt-0.3.12-py3-none-any.whl", hash = "sha256:f9695a7fb98f5802e34f3f27d64e6ec1c0ccede48f26a1fdcd2db2c9280de9ac"},
{file = "dlt-0.3.12.tar.gz", hash = "sha256:1fb4a947b2215627c1ee5725f2af80c6c7fcab60e7c3a57d49ab84b495444117"},
]
[package.dependencies]
@ -701,19 +721,21 @@ typing-extensions = ">=4.0.0"
tzdata = ">=2022.1"
[package.extras]
athena = ["boto3 (>=1.25)", "pyarrow (>=8.0.0)", "pyathena (>=2.9.6)", "s3fs (>=2022.4.0)"]
bigquery = ["gcsfs (>=2022.4.0)", "google-cloud-bigquery (>=2.26.0)", "grpcio (>=1.50.0)", "pyarrow (>=8.0.0)"]
cli = ["cron-descriptor (>=1.2.32)", "pipdeptree (>=2.9.0,<2.10)"]
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[package.dependencies]
@ -3099,7 +3125,7 @@ greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or pl
typing-extensions = ">=4.2.0"
[package.extras]
aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
asyncio = ["greenlet (!=0.4.17)"]
asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
@ -3425,13 +3451,13 @@ test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.
[[package]]
name = "types-setuptools"
version = "68.0.0.3"
version = "68.1.0.0"
description = "Typing stubs for setuptools"
optional = false
python-versions = "*"
files = [
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[[package]]
@ -3769,4 +3795,4 @@ multidict = ">=4.0"
[metadata]
lock-version = "2.0"
python-versions = "^3.10"
content-hash = "cb545477c5347378b193e38e77c7fe3c0451eafbdeb4584a479ce192386b06d4"
content-hash = "13258c777467d93ab73021225322da670e42513cedec6252a40aacf74822ea68"

View file

@ -35,9 +35,10 @@ python-jose = "^3.3.0"
pypdf = "^3.12.0"
fastjsonschema = "^2.18.0"
marvin = "^1.3.0"
dlt = { version ="^0.3.8" , extras = ["duckdb"]}
dlt = { version ="^0.3.8", extras = ["duckdb"]}
weaviate-client = "^3.22.1"
python-multipart = "^0.0.6"
deep-translator = "^1.11.4"