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# Importing the libraries
import json
import time
import hnswlib
import numpy as np
import streamlit as st
from openai import OpenAI
import streamlit_nested_layout
from sentence_transformers import SentenceTransformer, CrossEncoder
from utils import *
# -----------------------------------------------------------defined arguments-----------------------------------------------------------
count = 0
save = 0
# Defined arguments
API_KEY = "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" # api_key
model_name = "gpt-3.5-turbo" # model name
tool_list_path = "./tools.json" # list of tools path
example_path = "./examples.json" # list of examples path
user_query = "Summarize my P1 issues in triage"
zero_shot = 0
no_of_examples = 2
# ---------------------------------------------------some constants ----------------------------------------------------------------------
EF = 100 # EF
K = 3 # top k number
COSINE_THRESHOLD = 0.3 # cosine threshold
biencoder = SentenceTransformer("BAAI/bge-large-en-v1.5", device="cpu")
cross_encoder = CrossEncoder(
"cross-encoder/ms-marco-MiniLM-L-12-v2", max_length=512, device="cpu"
)
client = OpenAI(api_key=API_KEY, timeout=60, max_retries=2)
# ------------------------------------------------------------------------------------------------------------------------------
if "n_args" not in st.session_state:
st.session_state["n_args"] = 0
if "new_tool" not in st.session_state:
st.session_state["new_tool"] = {}
if "tools" not in st.session_state:
st.session_state.tools = list(tool_obj.tools.values())
def warn(message):
st.toast(message)
# Save Tool
def save_tool(tool_list):
if type(tool_list) == list:
for t in tool_list:
tool_obj.add_tool(t)
st.toast("Updated", icon="✅")
else:
tool_obj.add_tool(tool_list)
# Function to Add Arguments
def add_arguments(i):
global count
with st.expander(f"Argument {i+1}"):
st.session_state["new_tool"]["argument_list"][i][
"argument_name"
] = st.text_input("Argument Name", "", key=count)
count += 1
st.session_state["new_tool"]["argument_list"][i][
"argument_description"
] = st.text_input("Argument Description", "", key=count)
count += 1
st.session_state["new_tool"]["argument_list"][i][
"argument_type"
] = st.text_input("Argument Type", "", key=count)
count += 1
st.session_state["new_tool"]["argument_list"][i]["example"] = st.text_input(
"Argument Examples", "", key=count
)
count += 1
if st.button(
"Delete Argument", key=count, use_container_width=True, type="primary"
):
warn(
f'Deleted {st.session_state["new_tool"]["argument_list"][i]["argument_name"]}'
)
st.session_state["n_args"] -= 1
del st.session_state["new_tool"]["argument_list"][i]
st.rerun()
count += 1
# -----------------------------------------------------------User Interface-----------------------------------------------------------
with st.sidebar:
with st.expander("Add Tool"):
st.session_state["new_tool"]["tool_name"] = ""
st.session_state["new_tool"]["tool_description"] = ""
st.session_state["new_tool"]["return_type"] = ""
st.session_state["new_tool"]["tool_name"] = st.text_input("Tool Name", st.session_state["new_tool"]["tool_name"])
st.session_state["new_tool"]["tool_description"] = st.text_input(
"Tool Description", ""
)
st.session_state["new_tool"]["return_type"] = st.text_input(
"Return Datatype", ""
)
if "argument_list" not in st.session_state["new_tool"]:
st.session_state["new_tool"]["argument_list"] = []
with st.expander("Arguments"):
for i in range(st.session_state["n_args"]):
add_arguments(i)
cols = st.columns(2)
with cols[0]:
if st.button("Add", use_container_width=True):
st.session_state["n_args"] += 1
st.session_state["new_tool"]["argument_list"].append(
{
"argument_name": "",
"argument_description": "",
"argument_type": "",
"example": "",
}
)
st.rerun()
with cols[1]:
if st.button("Save", use_container_width=True):
save = 1
try:
# Make Sure all fields are filled
print(st.session_state.new_tool)
if not st.session_state["new_tool"]["tool_name"]:
raise Exception("Empty Tool Name")
if not st.session_state["new_tool"]["tool_description"]:
raise Exception("Empty Tool Description")
if not st.session_state["new_tool"]["return_type"]:
raise Exception("Empty Return Type")
for arg in st.session_state["new_tool"]["argument_list"]:
if not arg["argument_name"]:
raise Exception("No argument name given")
if not arg["argument_description"]:
raise Exception("No argument description given")
if not arg["argument_type"]:
raise Exception("No argument type given")
if not arg["example"]:
raise Exception("No example of argument given")
with st.spinner("Adding..."):
save_tool(st.session_state["new_tool"])
st.session_state.tools = list(tool_obj.tools.values())
time.sleep(2)
st.session_state["new_tool"] = {}
st.session_state["n_args"] = 0
except Exception as e:
st.toast(e)
st.rerun()
with st.expander("Add Tools Via Json"):
uploaded_file = st.file_uploader("Choose a file")
if uploaded_file is not None:
data = json.load(uploaded_file)
# st.write(data)
try:
try:
for d in data:
tool_obj.check_json(d)
except Exception as e:
st.toast(f"Inccorect Format: {e}")
with st.spinner("Adding..."):
save_tool(data)
# st.session_state["tools"] += data
st.session_state.tools = list(tool_obj.tools.values())
st.toast(":green[Added Tools!]")
except:
st.toast("Incorrect Format Specified")
with st.expander("Current Tools"):
for i, tool in enumerate(st.session_state.tools):
with st.expander(tool["tool_name"]):
count += 1
st.session_state["tools"][i]["tool_description"] = st.text_input(
"Tool Description",
st.session_state["tools"][i]["tool_description"],
key=count,
)
count += 1
with st.expander("Argument List"):
for j, arg in enumerate(tool["argument_list"]):
with st.expander(arg["argument_name"]):
st.session_state["tools"][i]["argument_list"][j][
"argument_name"
] = st.text_input(
"Argument Name",
st.session_state["tools"][i]["argument_list"][j][
"argument_name"
],
key=count,
)
count += 1
st.session_state["tools"][i]["argument_list"][j][
"argument_description"
] = st.text_input(
"Argument Description",
st.session_state["tools"][i]["argument_list"][j][
"argument_description"
],
key=count,
)
count += 1
st.session_state["tools"][i]["argument_list"][j][
"argument_type"
] = st.text_input(
"Argument Type",
st.session_state["tools"][i]["argument_list"][j][
"argument_type"
],
key=count,
)
count += 1
st.session_state["tools"][i]["argument_list"][j][
"example"
] = st.text_input(
"Argument Example",
st.session_state["tools"][i]["argument_list"][j][
"example"
],
key=count,
)
count += 1
columns = st.columns(2)
with columns[0]:
if st.button(
"Delete",
key=count,
use_container_width=True,
type="primary",
):
with st.spinner("Deleting..."):
del st.session_state["tools"][i]["argument_list"][j]
save_tool(st.session_state["tools"][i])
st.session_state.tools = list(tool_obj.tools.values())
st.toast(f":red[Deleted Tool]")
st.rerun()
count += 1
with columns[1]:
if st.button(
"Save", key=count, use_container_width=True
):
save_tool(st.session_state["tools"][i])
st.session_state.tools = list(tool_obj.tools.values())
st.rerun()
count += 1
cols = st.columns([2, 2, 1])
with cols[0]:
if st.button("Add", key=count, use_container_width=True):
st.session_state.tools[i]["argument_list"].append(
{
"argument_name": "",
"argument_description": "",
"argument_type": "",
"example": "",
}
)
st.rerun()
count += 1
with cols[1]:
if st.button("Save", key=count, use_container_width=True):
with st.spinner("Wait"):
save_tool(st.session_state["tools"][i])
st.session_state.tools = list(tool_obj.tools.values())
st.toast(f":green[Modified Tool]")
st.rerun()
count += 1
with cols[2]:
if st.button("❌", key=count):
warn(f"Deleted {tool['tool_name']}")
tool_obj.delete_tool(tool["tool_name"])
st.session_state["tools"] = list(tool_obj.tools.values())
st.rerun()
count += 1
from time import sleep
st.markdown("# ToolMaster")
prompt = st.chat_input("Say something")
if prompt:
st.chat_message("user").write(prompt.replace(":", "\:"))
with st.spinner('Querying...'):
answer = main(prompt)
st.chat_message("assistant").write(answer)
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