adds get_stock_price tool
Browse files
app.py
CHANGED
@@ -3,20 +3,87 @@ import datetime
|
|
3 |
import requests
|
4 |
import pytz
|
5 |
import yaml
|
|
|
|
|
|
|
|
|
6 |
from tools.final_answer import FinalAnswerTool
|
7 |
|
|
|
8 |
from Gradio_UI import GradioUI
|
9 |
|
10 |
-
# Below is an example of a tool that does nothing. Amaze us with your creativity !
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
11 |
@tool
|
12 |
-
def
|
13 |
-
|
14 |
-
|
15 |
Args:
|
16 |
-
|
17 |
-
arg2: the second argument
|
18 |
"""
|
19 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
20 |
|
21 |
@tool
|
22 |
def get_current_time_in_timezone(timezone: str) -> str:
|
@@ -55,7 +122,7 @@ with open("prompts.yaml", 'r') as stream:
|
|
55 |
|
56 |
agent = CodeAgent(
|
57 |
model=model,
|
58 |
-
tools=[final_answer], ## add your tools here (don't remove final answer)
|
59 |
max_steps=6,
|
60 |
verbosity_level=1,
|
61 |
grammar=None,
|
|
|
3 |
import requests
|
4 |
import pytz
|
5 |
import yaml
|
6 |
+
import yfinance as yf
|
7 |
+
from ta.momentum import RSIIndicator, StochasticOscillator
|
8 |
+
from ta.trend import MACD
|
9 |
+
from ta.volume import volume_weighted_average_price
|
10 |
from tools.final_answer import FinalAnswerTool
|
11 |
|
12 |
+
|
13 |
from Gradio_UI import GradioUI
|
14 |
|
15 |
+
# # Below is an example of a tool that does nothing. Amaze us with your creativity !
|
16 |
+
# @tool
|
17 |
+
# def my_custom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type
|
18 |
+
# #Keep this format for the description / args / args description but feel free to modify the tool
|
19 |
+
# """A tool that does nothing yet
|
20 |
+
# Args:
|
21 |
+
# arg1: the first argument
|
22 |
+
# arg2: the second argument
|
23 |
+
# """
|
24 |
+
# return "What magic will you build ?"
|
25 |
+
|
26 |
@tool
|
27 |
+
def get_stock_price(ticker: str) -> Union[Dict, str]:
|
28 |
+
"""
|
29 |
+
A tool that fetches the historical stock price data and technical indicators for a given ticker.
|
30 |
Args:
|
31 |
+
ticker: A string representing a stocke ticker name (e.g AAPL)
|
|
|
32 |
"""
|
33 |
+
|
34 |
+
try:
|
35 |
+
data = yf.download(
|
36 |
+
ticker,
|
37 |
+
start=dt.datetime.now() - dt.timedelta(weeks=24 * 3),
|
38 |
+
end=dt.datetime.now(),
|
39 |
+
interval="1wk",
|
40 |
+
)
|
41 |
+
df = data.copy()
|
42 |
+
data.reset_index(inplace=True)
|
43 |
+
data.Date = data.Date.astype(str)
|
44 |
+
|
45 |
+
indicators = {}
|
46 |
+
|
47 |
+
rsi_series = RSIIndicator(df["Close"], window=14).rsi().iloc[-12:]
|
48 |
+
indicators["RSI"] = {
|
49 |
+
date.strftime("%Y-%m-%d"): int(value)
|
50 |
+
for date, value in rsi_series.dropna().to_dict().items()
|
51 |
+
}
|
52 |
+
|
53 |
+
stochastic_series = (
|
54 |
+
StochasticOscillator(df["High"], df["Low"], df["Close"], window=14)
|
55 |
+
.stoch()
|
56 |
+
.iloc[-12:]
|
57 |
+
)
|
58 |
+
indicators["Stochastic Oscillator"] = {
|
59 |
+
date.strftime("%Y-%m-%d"): int(value)
|
60 |
+
for date, value in stochastic_series.dropna().to_dict().items()
|
61 |
+
}
|
62 |
+
|
63 |
+
macd = MACD(df["Close"])
|
64 |
+
macd_series = macd.macd().iloc[-12:]
|
65 |
+
indicators["MACD"] = {
|
66 |
+
date.strftime("%Y-%m-%d"): int(value)
|
67 |
+
for date, value in macd_series.to_dict().items()
|
68 |
+
}
|
69 |
+
|
70 |
+
macd_signal_series = macd.macd_signal().iloc[-12:]
|
71 |
+
indicators["MACD Signal"] = {
|
72 |
+
date.strftime("%Y-%m-%d"): int(value)
|
73 |
+
for date, value in macd_signal_series.to_dict().items()
|
74 |
+
}
|
75 |
+
|
76 |
+
vwap_series = volume_weighted_average_price(
|
77 |
+
df["High"], df["Low"], df["Close"], df["Volume"]
|
78 |
+
).iloc[-12:]
|
79 |
+
indicators["vwap"] = {
|
80 |
+
date.strftime("%Y-%m-%d"): int(value)
|
81 |
+
for date, value in vwap_series.to_dict().items()
|
82 |
+
}
|
83 |
+
|
84 |
+
return {"stock_price": data.to_dict(orient="records"), "indicators": indicators}
|
85 |
+
except Exception as e:
|
86 |
+
return f"Error fetching price data: {str(e)}"
|
87 |
|
88 |
@tool
|
89 |
def get_current_time_in_timezone(timezone: str) -> str:
|
|
|
122 |
|
123 |
agent = CodeAgent(
|
124 |
model=model,
|
125 |
+
tools=[final_answer, get_stock_price], ## add your tools here (don't remove final answer)
|
126 |
max_steps=6,
|
127 |
verbosity_level=1,
|
128 |
grammar=None,
|