username
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stringdate 2025-04-24 16:18:04
2025-09-20 07:49:40
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42.3k
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Nioi
| 35 |
2025-05-22T18:38:48.820722+00:00
|
https://huggingface.co/spaces/Nioi/Agents_Course-Final_Assignment_Agent/tree/main
|
ayoubwal
| 25 |
2025-05-22T18:56:29.331595+00:00
|
https://huggingface.co/spaces/None/tree/main
|
jarcky
| 45 |
2025-05-22T19:03:02.261319+00:00
|
https://huggingface.co/spaces/None/tree/main
|
oegbo
| 0 |
2025-05-22T19:06:13.932209+00:00
|
https://huggingface.co/spaces/oegbo/Final_Assignment_Template/tree/main
|
Jaume
| 35 |
2025-05-22T19:50:36.250659+00:00
|
https://huggingface.co/spaces/None/tree/main
|
arminc
| 35 |
2025-05-22T20:28:38.898034+00:00
|
https://huggingface.co/spaces/arminc/Final_Assignment_Template/tree/main
|
sla1k
| 45 |
2025-05-22T20:43:48.665077+00:00
|
https://huggingface.co/spaces/sla1k/Final_Assignment_Template/tree/main
|
ksj047
| 0 |
2025-05-22T21:01:45.761468+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
nabubeker
| 45 |
2025-05-22T21:04:51.203099+00:00
|
https://huggingface.co/spaces//tree/main
|
kejid
| 100 |
2025-05-22T22:30:36.630688+00:00
|
direct_search_agent_fixed
|
mzgadzaj
| 35 |
2025-05-22T23:20:26.503288+00:00
|
https://huggingface.co/spaces/None/tree/main
|
vincent0li
| 0 |
2025-05-22T23:37:07.877850+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
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rniice
| 10 |
2025-05-23T00:40:24.360337+00:00
|
https://huggingface.co/spaces/None/tree/main
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mladen1nf
| 85 |
2025-05-23T00:53:57.265594+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
greattkiffy
| 10 |
2025-05-23T01:55:49.949751+00:00
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local_run_no_space_id
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inanimate212
| 30 |
2025-05-23T05:02:46.630556+00:00
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https://huggingface.co/spaces/inanimate212/Final_Assignment_Template/tree/main
|
thellmdude
| 60 |
2025-05-23T06:13:44.320455+00:00
|
https://huggingface.co/spaces/thellmdude/gaia-agent/tree/main
|
JDhruv14
| 0 |
2025-05-23T06:47:46.464979+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
ioisro
| 40 |
2025-05-23T06:58:42.816342+00:00
|
https://huggingface.co/spaces/ioisro/Final_Assignment/tree/main
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teddy-vancouver
| 0 |
2025-05-23T07:20:27.423495+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
opiksurya
| 0 |
2025-05-23T07:48:40.437132+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
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Jalenos
| 50 |
2025-05-23T07:58:48.237309+00:00
|
https://huggingface.co/spaces/None/tree/main
|
ianckc
| 50 |
2025-05-23T08:01:41.874977+00:00
|
https://huggingface.co/spaces/None/tree/main
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nitishkumar5
| 0 |
2025-05-23T08:08:25.605004+00:00
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https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
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sytse06
| 85 |
2025-05-23T08:14:28.158640+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
MGlad
| 30 |
2025-05-23T08:41:57.295918+00:00
|
https://huggingface.co/spaces/MGlad/AgentAI/tree/main
|
pegjul
| 50 |
2025-05-23T09:19:06.921121+00:00
|
https://huggingface.co/spaces/None/tree/main
|
sdeepanraj
| 30 |
2025-05-23T09:22:47.120677+00:00
|
https://huggingface.co/spaces/sdeepanraj/Final_Assignment_Template/tree/main
|
danhugo245
| 100 |
2025-05-23T09:39:59.649062+00:00
|
https://huggingface.co/spaces/None/tree/main
|
Enkhbayar
| 0 |
2025-05-23T10:24:14.988569+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
brufolo
| 75 |
2025-05-23T10:28:31.710799+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
AdrianLThomas0
| 0 |
2025-05-23T10:34:03.900882+00:00
|
https://huggingface.co/spaces/AdrianLThomas0/Final_Assignment_Template/tree/main
|
XBlaise98
| 0 |
2025-05-23T10:37:41.241403+00:00
|
https://huggingface.co/spaces/XBlaise98/Final_Assignment_Template/tree/main
|
devasurya
| 40 |
2025-05-23T11:01:44.545889+00:00
|
https://huggingface.co/spaces/devasurya/Final_Assignment_Template/tree/main
|
DefiBeats
| 40 |
2025-05-23T11:04:52.442821+00:00
|
https://huggingface.co/spaces/None/tree/main
|
mo27harakani
| 0 |
2025-05-23T11:07:58.991500+00:00
|
import os
from datasets import load_dataset
from dotenv import load_dotenv
from langgraph.graph import START,END,StateGraph,MessagesState
from langchain_community.vectorstores import Chroma
from langgraph.prebuilt import ToolNode,tools_condition
from langchain_community.tools.tavily_search import TavilySearchResults
from langchain_community.document_loaders import WikipediaLoader,ArxivLoader
from langchain.tools.retriever import create_retriever_tool
from langchain_core.tools import tool
from langchain_google_genai import ChatGoogleGenerativeAI
from langchain_core.messages import HumanMessage,AIMessage,SystemMessage
from langchain_huggingface import HuggingFaceEmbeddings
from langchain_groq import ChatGroq
from langchain_community.chat_models import ChatHuggingFace
from langchain_community.llms import HuggingFaceEndpoint
from langchain.schema import Document
load_dotenv()
os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN')
os.environ['GOOGLE_API_KEY'] = os.getenv('GOOGLE_API_KEY')
os.environ['GROQ_API_KEY'] = os.getenv('GROQ_API_KEY')
# dataset = load_dataset("gaia-benchmark/GAIA", "2023_all",trust_remote_code=True,data_dir='./data')
# val_dataset = dataset['validation']
# test_dataset = dataset['test']
# docs = []
# for i in val_dataset:
# content= f"Question : {i['Question']}\nFinal answer : {i['Final answer']}"
# doc = Document(page_content=content,
# metadata={
# "source":i['task_id']
# }
# )
# docs.append(doc)
embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/all-mpnet-base-v2")
# vector_store = Chroma.from_documents(documents=docs,embedding=embeddings,persist_directory="./chromadb")
# vector_store.persist()
vector_store = Chroma(embedding_function=embeddings,persist_directory='./chromadb')
retriever = vector_store.as_retriever()
question_retrieve_tool = create_retriever_tool(
retriever,
name="Question Reriever",
description="Find similar questions in the vector database for the given question"
)
@tool
def multiply(a:int,b:int)->int:
"""Multiply two numbers.
Args:
a: First int
b: Second int
Returns:
Product of the two numbers
"""
return a * b
@tool
def add(a:int,b:int)->int:
"""Adding two numbers.
Args:
a: First int
b: Second int
Returns:
Sum of the two numbers
"""
return a + b
@tool
def subtract(a:int,b:int)->int:
"""Subtracting two numbers.
Args:
a: First int
b: Second int
Returns:
Difference of the two numbers
"""
return a - b
@tool
def divide(a:int,b:int)->int:
"""Dividing two numbers.
Args:
a: First int
b: Second int
Returns:
Division of the two numbers
"""
return a / b
@tool
def modulus(a:int,b:int)->int:
"""Modulus of two numbers.
Args:
a: First int
b: Second int
Returns:
Modulus of the two numbers
"""
return a % b
@tool
def wiki_search(query:str)->str:
"""Wikipedia search for a query and return 2 results.
Args:
query: Search query
Returns:
List of search results
"""
wiki = WikipediaLoader(query=query,load_max_docs=2)
serach_docs = wiki.load()
formatted_search_docs = "\n\n---\n\n".join(
[
f'<Document source="{doc.metadata["source"]}" page="{doc.metadata.get("page","")}"/>\n{doc.page_content}\n</Document> '
for doc in serach_docs
]
)
return {"web_results":formatted_search_docs}
@tool
def arvix_search(query: str) -> str:
"""Search Arxiv for a query and return maximum 2 result.
Args:
query: The search query."""
search_docs = ArxivLoader(query=query, load_max_docs=2).load()
formatted_search_docs = "\n\n---\n\n".join(
[
f'<Document source="{doc.metadata["source"]}" page="{doc.metadata.get("page", "")}"/>\n{doc.page_content[:1000]}\n</Document>'
for doc in search_docs
])
return {"arvix_results": formatted_search_docs}
tools = [
multiply,
divide,
modulus,
add,
subtract,
wiki_search,
arvix_search
]
with open('./system_prompt.txt','r') as t:
system_prompt = t.read()
sys_msg = SystemMessage(content=system_prompt)
def build_graph(llm_type:str = 'groq'):
if llm_type == 'google':
llm = ChatGoogleGenerativeAI(model="gemini-2.0-flash",temperature=0)
elif llm_type == 'groq':
llm = ChatGroq(model="qwen-qwq-32b", temperature=0)
else:
raise ValueError(f"Invalid llm_type: {llm_type}")
llm_with_tools = llm.bind_tools(tools)
def assistant(state:MessagesState):
"""Assistant Node"""
return {"messages":[llm_with_tools.invoke(state["messages"])]}
def retriver_func(state:MessagesState):
similar_question = vector_store.similarity_search(state["messages"][0].content)
example_msg = HumanMessage(
content = f"Here i provide a similar question and answer for refrence:\n\n{similar_question[0].page_content}"
)
return {"messages":[sys_msg] + state["messages"] + [example_msg]}
builder = StateGraph(MessagesState)
builder.add_node("retriever",retriver_func)
builder.add_node("assistant",assistant)
builder.add_node("tools",ToolNode(tools))
builder.add_edge(START,"retriever")
builder.add_edge("retriever","assistant")
builder.add_conditional_edges(
"assistant",
tools_condition
)
builder.add_edge("tools","assistant")
return builder.compile()
if __name__ == "__main__":
question = "The attached Excel file contains the sales of menu items for a local fast-food chain. What were the total sales that the chain made from food (not including drinks)? Express your answer in USD with two decimal places."
# Build the graph
graph = build_graph(llm_type="groq")
# Run the graph
messages = [HumanMessage(content=question)]
messages = graph.invoke({"messages": messages})
print(messages)
for m in messages["messages"]:
m.pretty_print()
import requests
import json
url = "https://agents-course-unit4-scoring.hf.space/submit"
payload = {
"username": "mo27harakani",
"agent_code": open("agent.py").read(),
"answers": [
{
"task_id": "7bd855d8-463d-4ed5-93ca-5fe35145f733",
"submitted_answer": "FINAL ANSWER: 89706.00"
}
]
}
response = requests.post(url, json=payload)
print(response.status_code, response.text)
|
trulst
| 5 |
2025-05-23T11:24:30.087345+00:00
|
https://huggingface.co/spaces/None/tree/main
|
SaraGhofrani
| 0 |
2025-05-23T11:31:08.691183+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
jacquelineva
| 0 |
2025-05-23T11:33:32.375749+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
justjoheinz
| 0 |
2025-05-23T11:58:05.243473+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
CezarySzulc
| 30 |
2025-05-23T12:13:45.082758+00:00
|
https://huggingface.co/spaces/CezarySzulc/final_assigment_agent_course/tree/main
|
sungeng
| 100 |
2025-05-23T12:19:34.417657+00:00
|
https://huggingface.co/spaces/ZeroTimo/RobotPai/tree/main
|
Samah554
| 25 |
2025-05-23T12:26:34.698482+00:00
|
https://huggingface.co/spaces/Samah554/Final_Assignment_Template/tree/main
|
janql
| 5 |
2025-05-23T13:14:56.830612+00:00
|
https://huggingface.co/spaces/None/tree/main
|
ksj47
| 35 |
2025-05-23T14:26:09.419619+00:00
|
https://huggingface.co/spaces/mikeee/final-assignment/tree/main
|
andre-s-l
| 0 |
2025-05-23T14:52:54.779524+00:00
|
https://huggingface.co/spaces/None/tree/main
|
zoubinette
| 90 |
2025-05-23T15:28:57.629928+00:00
|
https://huggingface.co/spaces/None/tree/main
|
ghost490
| 0 |
2025-05-23T15:30:05.119462+00:00
|
https://huggingface.co/spaces/naveen-pandian/I_Can_Do_Anything/tree/main
|
dlwildschut
| 35 |
2025-05-23T16:25:01.271225+00:00
|
https://huggingface.co/spaces/dlwildschut/agents-course-final/tree/main
|
hemantgaikwad
| 65 |
2025-05-23T17:38:06.389255+00:00
|
https://huggingface.co/spaces/hemantgaikwad/Final_Assignment_Template/tree/main
|
ghassen0706
| 35 |
2025-05-23T17:42:26.219148+00:00
|
https://huggingface.co/spaces/ghassen0706/Final_Assignment_Template/tree/main
|
RaulErnesto08
| 35 |
2025-05-23T18:18:01.990294+00:00
|
https://huggingface.co/spaces/RaulErnesto08/Final_Assignment_Template/tree/main
|
dcristian
| 100 |
2025-05-23T18:30:47.519288+00:00
|
https://huggingface.co/spaces/ZeroTimo/RobotPai/tree/main
|
Ross847
| 90 |
2025-05-23T19:56:30.450448+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
rogetxtapai
| 100 |
2025-05-23T20:09:26.149373+00:00
|
https://huggingface.co/spaces/None/tree/main
|
mtakefront
| 0 |
2025-05-23T20:15:32.294369+00:00
|
https://huggingface.co/spaces/mtakefront/Final_Assignment_Template/tree/main
|
Kucharek9
| 30 |
2025-05-23T20:38:12.485980+00:00
|
https://huggingface.co/spaces/Kucharek9/AgentsCourse/tree/main
|
CLSDNZ
| 80 |
2025-05-23T20:46:38.887869+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
yasirali646
| 0 |
2025-05-23T20:47:03.044445+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
Cre4mY
| 40 |
2025-05-23T20:52:03.200763+00:00
|
https://huggingface.co/spaces/Cre4mY/Final_Assignment/tree/main
|
redArmadillo
| 45 |
2025-05-23T21:05:24.011706+00:00
|
https://huggingface.co/spaces/None/tree/main
|
anaandreoli
| 80 |
2025-05-23T21:06:42.275418+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
boss42424
| 0 |
2025-05-23T21:16:20.683135+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
azn-abel
| 15 |
2025-05-23T21:23:23.308282+00:00
|
https://github.com/azn-abel/hf-ai-agents-course
|
jamwaychuang
| 0 |
2025-05-23T21:52:39.387655+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
rgasiorek
| 70 |
2025-05-23T22:28:36.154910+00:00
|
https://huggingface.co/spaces/your-username/your-space/tree/main
|
belousovea
| 35 |
2025-05-23T23:11:16.026417+00:00
|
https://huggingface.co/spaces/None/tree/main
|
dmaring
| 35 |
2025-05-23T23:42:11.787439+00:00
|
https://huggingface.co/spaces/dmaring/Final_Assignment_Template/tree/main
|
Joseparra1x
| 75 |
2025-05-23T23:48:49.973561+00:00
|
https://huggingface.co/spaces/fisherman611/gaia-agent/tree/main
|
Badro
| 20 |
2025-05-23T23:59:28.515374+00:00
|
https://huggingface.co/spaces/mrpe24/Final_Assignment_Template/tree/main
|
Klaudioz
| 30 |
2025-05-24T00:16:13.117311+00:00
|
https://huggingface.co/spaces/klaudioz/Final_Assignment_Template/tree/main
|
attractorset
| 30 |
2025-05-24T01:52:52.242108+00:00
|
https://huggingface.co/spaces/attractorset/agent_final_assignment/tree/main
|
smaionit
| 35 |
2025-05-24T01:58:33.638263+00:00
|
https://huggingface.co/spaces/https://huggingface.co/spaces/smaionit/Final_Assignment_Template/tree/main/tree/main
|
kostamo
| 40 |
2025-05-24T05:25:21.087412+00:00
|
https://huggingface.co/spaces/None/tree/main
|
M-Link
| 0 |
2025-05-24T05:28:10.371325+00:00
|
https://huggingface.co/spaces/M-Link/Final_Assignment_Template/tree/main
|
Zhima-Mochi
| 50 |
2025-05-24T06:33:34.517650+00:00
|
https://huggingface.co/spaces/none/tree/main
|
prakash4402
| 100 |
2025-05-24T06:45:01.129738+00:00
|
https://huggingface.co/spaces/prakash4402/Final_Assignment_Template/tree/main
|
Maheshwaran325
| 30 |
2025-05-24T06:55:20.708022+00:00
|
https://huggingface.co/spaces/None/tree/main
|
Alentito
| 0 |
2025-05-24T07:10:59.728597+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
TijiBella
| 85 |
2025-05-24T07:12:09.140905+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
hamedyo99
| 5 |
2025-05-24T08:35:07.186497+00:00
|
https://huggingface.co/spaces/None/tree/main
|
KaiquanMah
| 85 |
2025-05-24T08:36:30.705459+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
KevinL1234
| 0 |
2025-05-24T08:38:03.089165+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
lethaq
| 30 |
2025-05-24T09:08:09.038475+00:00
|
https://huggingface.co/spaces/lethaq/Final_Assignment_Template2/tree/main
|
qoozy
| 0 |
2025-05-24T09:19:15.377991+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
jneff-sva
| 0 |
2025-05-24T09:47:40.258796+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
florinhegedus
| 35 |
2025-05-24T10:26:18.311514+00:00
|
https://huggingface.co/spaces/florinhegedus/Agents_Course_Final_Assignment/tree/main
|
VishalVijayanNair
| 0 |
2025-05-24T11:04:46.102689+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
mldkTech
| 0 |
2025-05-24T11:21:54.313554+00:00
|
https://huggingface.co/spaces/agents-course/Final_Assignment_Template/tree/main
|
MERCURY90909090
| 35 |
2025-05-24T11:31:58.511383+00:00
|
https://huggingface.co/spaces/SrcLurker/Final_Assignment_Agent/tree/main
|
huseyincavus
| 15 |
2025-05-24T11:51:39.183653+00:00
|
https://huggingface.co/spaces/huseyincavus/Agent_Final_Assignment/tree/main
|
saadacha
| 0 |
2025-05-24T12:00:07.032106+00:00
|
https://huggingface.co/spaces/saadacha/Final_Assignment_Template/tree/main
|
cobordiq
| 80 |
2025-05-24T12:56:21.005183+00:00
|
https://huggingface.co/spaces/baixianger/RobotPai/tree/main
|
wishwakankanamg
| 55 |
2025-05-24T12:56:24.046611+00:00
|
https://huggingface.co/spaces/wishwakankanamg/Final_Assignment_Template/tree/main
|
jlarue
| 40 |
2025-05-24T12:58:25.286187+00:00
|
agent_code
|
Golfn
| 90 |
2025-05-24T13:22:10.729293+00:00
|
https://huggingface.co/spaces/Golfn/Agent_Course_Eval/tree/main
|
NerdIterator
| 0 |
2025-05-24T13:29:44.429133+00:00
|
https://huggingface.co/spaces/NerdIterator/Final_Assignment_Template/tree/main
|
CTu2024
| 0 |
2025-05-24T13:55:41.934654+00:00
|
https://huggingface.co/spaces/CTu2024/Final_Assignment_Template/tree/main
|
tbindumadhav
| 35 |
2025-05-24T14:13:10.138356+00:00
|
https://huggingface.co/spaces/tbindumadhav/openaiagent/tree/main
|
Vannar
| 85 |
2025-05-24T14:16:54.848205+00:00
|
https://huggingface.co/spaces/None/tree/main
|
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