langchain/examples/natbot.py

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2022-10-25 02:56:26 +00:00
"""Run NatBot."""
import time
from langchain.chains.natbot.base import NatBotChain
from langchain.chains.natbot.crawler import Crawler # type: ignore
def run_cmd(cmd: str, _crawler: Crawler) -> None:
"""Run command."""
cmd = cmd.split("\n")[0]
if cmd.startswith("SCROLL UP"):
_crawler.scroll("up")
elif cmd.startswith("SCROLL DOWN"):
_crawler.scroll("down")
elif cmd.startswith("CLICK"):
commasplit = cmd.split(",")
id = commasplit[0].split(" ")[1]
_crawler.click(id)
elif cmd.startswith("TYPE"):
spacesplit = cmd.split(" ")
id = spacesplit[1]
text_pieces = spacesplit[2:]
text = " ".join(text_pieces)
# Strip leading and trailing double quotes
text = text[1:-1]
if cmd.startswith("TYPESUBMIT"):
text += "\n"
_crawler.type(id, text)
time.sleep(2)
if __name__ == "__main__":
objective = "Make a reservation for 2 at 7pm at bistro vida in menlo park"
print("\nWelcome to natbot! What is your objective?")
i = input()
if len(i) > 0:
objective = i
quiet = False
nat_bot_chain = NatBotChain.from_default(objective)
_crawler = Crawler()
_crawler.go_to_page("google.com")
try:
while True:
browser_content = "\n".join(_crawler.crawl())
llm_command = nat_bot_chain.run(_crawler.page.url, browser_content)
if not quiet:
print("URL: " + _crawler.page.url)
print("Objective: " + objective)
print("----------------\n" + browser_content + "\n----------------\n")
if len(llm_command) > 0:
print("Suggested command: " + llm_command)
command = input()
if command == "r" or command == "":
run_cmd(llm_command, _crawler)
elif command == "g":
url = input("URL:")
_crawler.go_to_page(url)
elif command == "u":
_crawler.scroll("up")
time.sleep(1)
elif command == "d":
_crawler.scroll("down")
time.sleep(1)
elif command == "c":
id = input("id:")
_crawler.click(id)
time.sleep(1)
elif command == "t":
id = input("id:")
text = input("text:")
_crawler.type(id, text)
time.sleep(1)
elif command == "o":
objective = input("Objective:")
else:
print(
"(g) to visit url\n(u) scroll up\n(d) scroll down\n(c) to click"
"\n(t) to type\n(h) to view commands again"
"\n(r/enter) to run suggested command\n(o) change objective"
)
except KeyboardInterrupt:
print("\n[!] Ctrl+C detected, exiting gracefully.")
exit(0)