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cli.py
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import argparse
from simple_colors import *
from exec_engine.pipeline import *
from exec_engine.credentials.credentials_utils import *
from halo import Halo
import os
from pathlib import Path
from authorizations.scripts.authorization_utils import authorize_service
from main import ExecutionEngine, PythonAPIExecutor
from exec_engine.utils import SQL_Type, Filesystem_Type
from exec_engine.db_manager import MySQLManager, SQLiteManager, PostgreSQLManager
from dotenv import load_dotenv
import questionary
GORILLA_EMOJI = "🦍 "
SUCCESS = u'\u2713'
USER_CONFIG_PATH = os.path.join(os.path.dirname(Path(os.path.realpath(__file__))), "user_config.json")
default_config = {'max_attempt' : 1,
'option': 2,
'show_debug': True,
'model': "gpt-4-turbo-preview",
'undo': True,
'dbtype': 'sqlite',
'lfs_limit': 200,
'fs_path': ""
}
def insert_callback(service, key):
print(SUCCESS)
with Halo(text=f"{GORILLA_EMOJI}inserting creds...", spinner="dots"):
insert_creds(service, key, target = CREDS_FOLDER_PATH, cred_type="raw")
def list_callback():
print(list_creds(target = CREDS_FOLDER_PATH))
def restful_callback(prompt, generate_mode):
engine = ExecutionEngine(generate_mode=generate_mode)
# Specify a negation manager (e.g NaiveNegationAPIPairManager) when
# initializing PythonAPIExecutor to record the user feedback for the negated API
engine.api_executor = PythonAPIExecutor(engine.docker_sandbox)
creds, services = engine.api_executor.prepare_credentials(prompt)
if not creds:
for service in list_supported_services():
if service in prompt:
print('Warning: detect keyword {service} but {service} has not been authorized'.format(service=service))
if not services:
api_string_extension = ""
else:
api_string_extension = "from {services} API...".format(services=services)
with Halo(text=f"{GORILLA_EMOJI}fetching response {api_string_extension}".format(api_string_extension), spinner="dots"):
response, forward_call, backward_call = prompt_execute(
engine, prompt, services=services, creds=creds, max_attempt=get_config('max_attempt'), model=get_config('model'))
if response['output']:
print('\n', '\n'.join(response["output"][0]))
else:
print('\n', "execution failed with the following debug messages:")
print('\n', response['debug'])
return
if default_config["undo"]:
answer = questionary.select("Are you sure you want to keep the changes", choices=["Commit", "Undo"]).ask()
if answer.lower() == "undo":
# if there is a match with print_pattern, it's highly likely that it is only a print message
print_pattern = r'^\s*print\s*\((?:.|\n)*\)\s*$'
matches = re.search(print_pattern, backward_call, re.DOTALL)
if matches:
print(engine.api_executor.execute_api_call(backward_call, services)["output"])
else:
print("Warning: the undo feature is still in beta mode and may cause irreversible changes\n" +
"Gorilla will execute the following code:\n{}".format(backward_call))
confirmation = questionary.select("", choices=["Confirm Undo", "Cancel Undo"]).ask()
if confirmation == "Confirm Undo":
print(engine.api_executor.execute_api_call(backward_call, services)["output"])
else:
print("Abort undo, execution completed!")
if engine.api_executor.negation_manager != None:
feedback = questionary.select("How would you rate the suggested negation API?",
choices=["Correct", "Incorrect", "Skip"]).ask()
if feedback == "Correct":
engine.api_executor.negation_manager.insert_log(forward_call, backward_call, True)
elif feedback == "Incorrect":
engine.api_executor.negation_manager.insert_log(forward_call, backward_call, False)
print("Execution Completed!")
def initialize_user_config():
if os.path.exists(USER_CONFIG_PATH):
return
with open(USER_CONFIG_PATH, 'w') as j:
json.dump(default_config, j)
print("Config file created successfully.")
def update_user_config(key, value):
with open(USER_CONFIG_PATH, 'r') as j:
oldconfig = json.load(j)
if key == 'max_attempt' or key == 'option' or key == 'lfs_limit':
value = int(value)
elif key == 'show_debug':
value = value.lower() == 'true'
elif key == 'fs_path':
value = os.path.join(os.getcwd(), value)
if not os.path.exists(value) and not os.path.isdir(value):
print("Please make sure you enter a valid directory path!")
return
modified = False
if oldconfig[key] != value:
modified = True
oldconfig[key] = value
if modified:
with open(USER_CONFIG_PATH, 'w') as j:
json.dump(oldconfig, j)
print("Config file modified successfully.")
def get_config(key):
with open(USER_CONFIG_PATH, 'r') as j:
config = json.load(j)
return config[key]
def authorize_callback(services):
supported_services = list_supported_services()
for service in services:
if service in supported_services:
try:
authorize_service(service)
except Exception as e:
print(e)
print("Failed to authorize user's {service} account".format(service=service))
else:
print("{service} is currently not supported".format(service=service))
def fs_callback(prompt, generate_mode):
path = get_config('fs_path')
if not path:
path = os.getcwd()
path = os.path.abspath(path)
engine = ExecutionEngine(path=path, generate_mode=generate_mode)
option = get_config('option')
engine.initialize_fs(debug_path=path, git_init=option == 2)
if option == 1:
engine.set_dry_run(Filesystem_Type, True)
else:
engine.set_dry_run(Filesystem_Type, False)
api_call, neg_api_call = engine.gen_api_pair(prompt, Filesystem_Type, None, model=get_config('model'))
print(black("Do you want to execute the following filesystem command...", 'bold') + '\n' + magenta(api_call, 'bold'))
answer = questionary.select("",
choices=["Yes", "No"]).ask()
if answer == "No":
print("Execution abandoned.")
return
try:
engine.exec_api_call(api_call=api_call, api_type=Filesystem_Type, debug_neg=neg_api_call)
except RuntimeError as e :
print(f"Execution Failed: {e}")
return
option_to_method = {
1: 'negation call',
2: 'git reset'
}
answer = questionary.select("Are you sure you want to keep the changes",
choices=["Commit", "Undo" + " ({})".
format(option_to_method[option])]).ask()
if option == 2:
if answer == "Commit":
commit_msg = questionary.text("Enter a commit message [Optional]: ").ask()
engine.commit_api_call(Filesystem_Type, commit_msg)
print("Execution commited.")
else:
engine.undo_api_call(Filesystem_Type, option=option)
print("Execution undone.")
else:
if answer == "Commit":
print("Execution completed.")
else:
engine.exec_api_call(neg_api_call, api_type=Filesystem_Type)
print("Execution undone.")
def remove_creds_callback(services):
try:
remove_creds(services)
except Exception as e:
print(e)
print("An unexpected error occured while removing credentials")
def db_callback(prompt, generate_mode):
config = {
'user': os.environ.get('DATABASE_USER'),
'password': os.environ.get('DATABASE_PASSWORD'),
'host': os.environ.get('DATABASE_HOST'),
'database': os.environ.get('DATABASE_NAME'),
'path': os.environ.get('DATABASE_PATH')
}
engine = ExecutionEngine(generate_mode=generate_mode)
db_type = get_config('dbtype')
db_manager = None
try:
if db_type == 'mysql':
db_manager = MySQLManager(config, docker_sandbox=engine.docker_sandbox)
elif db_type == 'sqlite':
db_manager = SQLiteManager(config, docker_sandbox=engine.docker_sandbox)
elif db_type == 'postgresql':
db_manager = PostgreSQLManager(config, docker_sandbox=engine.docker_sandbox)
except Exception as e:
print(f"Error during {db_type} Manager Init: {e}")
return
db_manager.connect()
option = get_config('option')
if option == 1:
engine.set_dry_run(SQL_Type, True)
else:
engine.set_dry_run(SQL_Type, False)
engine.initialize_db(debug_manager=db_manager)
api_call, neg_api_call = engine.gen_api_pair(prompt, SQL_Type, None, model=get_config('model'))
if neg_api_call == None and option == 1:
print("Error: option 1 requires negation API call. neg_api_call is None.")
return
print(black("Do you want to execute the following database command...", 'bold') + '\n' + magenta(api_call, 'bold'))
answer = questionary.select("",
choices=["Yes", "No"]).ask()
if answer == "No":
print("Execution abandoned.")
return
try:
engine.exec_api_call(api_call=api_call, api_type=SQL_Type, debug_neg=neg_api_call)
if option == 1:
engine.commit_api_call(SQL_Type)
except RuntimeError as e :
print(f"Execution Failed: {e}")
return
option_to_method = {
1: 'negation call',
2: 'db rollback'
}
answer = questionary.select("Are you sure you want to keep the changes",
choices=["Commit", "Undo" + " ({})".
format(option_to_method[option])]).ask()
if option == 2:
if answer == "Commit":
engine.commit_api_call(SQL_Type)
print("Execution commited.")
else:
engine.undo_api_call(SQL_Type, option=option)
print("Execution undone.")
else:
if answer == "Commit":
print("Execution completed!")
else:
engine.exec_api_call(neg_api_call, api_type=SQL_Type)
engine.commit_api_call(SQL_Type)
print("Execution undone.")
def exit_with_help_message(parser):
print(green("To execute a prompt with a specified execution type", ['bold']))
# retrieve subparsers from parser
subparsers_actions = [
action for action in parser._actions
if isinstance(action, argparse._SubParsersAction)]
# there will probably only be one subparser_action,
# but better save than sorry
for subparsers_action in subparsers_actions:
# get all subparsers and print help
for choice, subparser in subparsers_action.choices.items():
print(subparser.format_help())
print(green("To perform other Gorilla-x operations", ['bold']))
parser.print_help()
parser.exit()
class _HelpAction(argparse._HelpAction):
def __call__(self, parser, namespace, values, option_string=None):
exit_with_help_message(parser)
class ArgumentParser(argparse.ArgumentParser):
def error(self, message):
exit_with_help_message(self)
def main():
initialize_user_config()
parser = ArgumentParser(add_help=False)
subparser = parser.add_subparsers(dest='command')
execute_parser = subparser.add_parser("execute", add_help=False)
execute_parser.add_argument("-prompt", nargs='*', metavar='prompt', help="prompt for Gorilla-x to execute")
execute_parser.add_argument("-type", nargs=1, metavar='type', help="specify the execution type as either 'rest', 'db', or 'fs'")
execute_parser.add_argument("-generate_mode", metavar='gen_mode', help="specify how to use the LLM, either 'default', 'function_in_context' or 'function_calling_native'", default='default')
parser.add_argument('--help', action=_HelpAction)
parser.add_argument('-insert_creds', action='store', metavar=('service', 'key'), nargs=2, help="Inserts the service-key pair to Gorilla's secret store.")
parser.add_argument('-list_creds', action='store_true', help="Lists all the currently registered credentials.")
parser.add_argument('-authorize', action='store', metavar='service', nargs=1, help="Perform OAuth2 authorization and retrieve access token from the service")
parser.add_argument('-remove_creds', action='extend', metavar='service', nargs="+", help="Removes previously authorized credentials. Enter ALL as parameter to delete all creds")
parser.add_argument('-set_config', action='store', metavar=('name', 'value'), nargs=2, help="Updates the user config with the corresponding key value pairs")
try:
args = parser.parse_args()
except argparse.ArgumentError:
parser.print_help()
return
# load the environment variables
load_dotenv()
if args.command == "execute":
if args.prompt and args.type:
prompt = " ".join(args.prompt)
apitype = args.type[0].lower()
if "rest" in apitype:
restful_callback(prompt, args.generate_mode)
elif "db" in apitype:
db_callback(prompt, args.generate_mode)
elif "fs" in apitype:
fs_callback(prompt, args.generate_mode)
else:
print("Error: invalid execution type. The execution types Gorilla-x currently support are: \n" +
" 1. RESTful (rest)\n" +
" 2. Database (db)\n" +
" 3. Filesystem (fs)")
return
else:
print("execute requires -prompt and -type to be provided")
return
if args.authorize:
authorize_callback(args.authorize)
elif args.remove_creds:
remove_creds_callback(args.remove_creds)
elif args.list_creds:
list_callback()
elif args.insert_creds:
key = args.insert_creds[0]
path = args.insert_creds[1]
insert_callback(key, path)
elif args.set_config:
key = args.set_config[0]
value = args.set_config[1]
if key.lower() == 'max_attempt':
if not value.isnumeric():
print("Please enter a positive integer.")
return
else:
value = int(value)
key = 'max_attempt'
elif key.lower() == 'model':
if value.isdigit():
print("Please enter a valid model version.")
else:
value = value.lower()
key = "model"
update_user_config(key, value)
else:
exit_with_help_message(parser)
if __name__ == "__main__":
main()