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Running
Running
Commit
·
2def788
1
Parent(s):
986b5c3
added improvements
Browse files
app.py
CHANGED
@@ -22,15 +22,18 @@ model = AutoModelForCausalLM.from_pretrained(
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)
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pipe = pipeline("text-generation", model=model, tokenizer=tokenizer)
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def fetch_stock_data(ticker):
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-
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stock = yf.Ticker(ticker)
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hist = stock.history(period="1mo")
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return hist.tail(5)
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def fetch_stock_news(ticker, NEWSAPI_KEY):
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print("fetching stock news")
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api_url = f"https://newsapi.org/v2/everything?q={ticker}&apiKey={NEWSAPI_KEY}"
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response = requests.get(api_url)
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if response.status_code == 200:
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@@ -40,7 +43,6 @@ def fetch_stock_news(ticker, NEWSAPI_KEY):
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return [{"error": "Unable to fetch news."}]
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def calculate_moving_average(ticker, window=5):
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print("calculating moving average")
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stock = yf.Ticker(ticker)
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hist = stock.history(period="1mo")
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hist[f"{window}-day MA"] = hist["Close"].rolling(window=window).mean()
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@@ -51,7 +53,7 @@ llm = HuggingFacePipeline(pipeline=pipe)
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stock_data_tool = Tool(
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name="Stock Data Fetcher",
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func=fetch_stock_data,
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description="Fetch recent stock data for a
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)
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stock_news_tool = Tool(
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@@ -73,7 +75,7 @@ agent = initialize_agent(
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llm=llm,
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agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION,
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verbose=True,
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handle_parsing_errors=True
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)
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print(fetch_stock_data("AAPL"))
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@@ -87,9 +89,11 @@ query = st.text_input("Enter your query:")
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if st.button("Submit"):
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if query:
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with st.spinner("Processing..."):
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try:
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response = agent.run(query)
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st.success("Response:")
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st.write(response)
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except Exception as e:
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)
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pipe = pipeline("text-generation", model=model, tokenizer=tokenizer)
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+
def validate_ticker(ticker):
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# Ensure ticker is uppercase and length is reasonable (1-5 characters)
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return ticker.strip().upper()
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+
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def fetch_stock_data(ticker):
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ticker = validate_ticker(ticker) # Validate and clean input
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stock = yf.Ticker(ticker)
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hist = stock.history(period="1mo")
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return hist.tail(5)
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def fetch_stock_news(ticker, NEWSAPI_KEY):
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api_url = f"https://newsapi.org/v2/everything?q={ticker}&apiKey={NEWSAPI_KEY}"
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response = requests.get(api_url)
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if response.status_code == 200:
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return [{"error": "Unable to fetch news."}]
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def calculate_moving_average(ticker, window=5):
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stock = yf.Ticker(ticker)
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hist = stock.history(period="1mo")
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hist[f"{window}-day MA"] = hist["Close"].rolling(window=window).mean()
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stock_data_tool = Tool(
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name="Stock Data Fetcher",
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func=fetch_stock_data,
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description="Fetch recent stock data for a valid stock ticker (e.g., AAPL for Apple)."
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)
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stock_news_tool = Tool(
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llm=llm,
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agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION,
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verbose=True,
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handle_parsing_errors=True # Enables automatic handling of parsing issues
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)
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print(fetch_stock_data("AAPL"))
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if st.button("Submit"):
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if query:
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st.write("Debug: User Query ->", query)
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with st.spinner("Processing..."):
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try:
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response = agent.run(query)
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st.write("Debug: Agent Response ->", response)
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st.success("Response:")
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st.write(response)
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except Exception as e:
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