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examples.py
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"This file lists some popular examples on how to use Gorilla Execution Engine"
"""
PythonAPIExecutor
- Create a python command in attempt to perform actions for the given prompt
- If key(s) are needed, make sure they are in secret_store.json
"""
import os
from exec_engine.db_manager import MySQLManager, SQLiteManager
from main import ExecutionEngine, PythonAPIExecutor
from exec_engine.utils import SQL_Type, RESTful_Type, Filesystem_Type
from pathlib import Path
from dotenv import load_dotenv
ROOT_FOLDER_PATH = os.path.dirname(Path(os.path.realpath(__file__)))
def mysql_insert_new_row_with_dry_run(api_call=None):
load_dotenv()
# DB tests
mysql_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')
}
if not api_call or not neg_api_call:
api_call = "INSERT INTO students (name, year, major) VALUES ('Roy Huang', 4, 'Computer Science');"
neg_api_call = """DELETE FROM students WHERE id IN (
SELECT * FROM (
SELECT MAX(id) FROM students
) AS subquery
);
"""
check_call = "SELECT * FROM students;"
engine = ExecutionEngine()
engine.set_dry_run(SQL_Type, True)
db_manager = MySQLManager(mysql_config, docker_sandbox=engine.docker_sandbox)
db_manager.connect()
engine.initialize_db(debug_manager=db_manager)
# avoid dry running the SELECTs
print("DB before the insertion")
print(engine._exec_sql_call(check_call))
engine.exec_api_call(api_call=api_call, debug_neg=neg_api_call, api_type=SQL_Type)
print("DB after the insertion")
print(engine._exec_sql_call(check_call))
engine._exec_sql_call(neg_api_call)
print("DB after the reversion")
print(engine._exec_sql_call(check_call))
def create_new_file():
test_dir = 'test'
os.makedirs(test_dir, exist_ok=True)
engine = ExecutionEngine()
engine.initialize_fs(debug_path=test_dir)
# Example usage
engine.exec_api_call('ls -a', Filesystem_Type)
engine.exec_api_call('echo "Hello, World!" > hello.txt', Filesystem_Type)
engine.exec_api_call('ls -a', Filesystem_Type)
engine.exec_api_call('cat hello.txt', Filesystem_Type)
def prompt_api_execute(prompt):
engine = ExecutionEngine()
engine.api_executor = PythonAPIExecutor(engine.docker_sandbox)
creds, services = engine.api_executor.prepare_credentials(prompt)
forward_call, backward_call = engine.gen_api_pair(prompt, api_type=RESTful_Type, credentials=creds, model="gpt-4-turbo-preview")
print(forward_call)
output = engine.api_executor.execute_api_call(forward_call, services)
return output
def send_slack_message(content, display_name):
prompt = """
Send the message ({content}) to @{display_name} on slack .
""".format(content=content, display_name=display_name.replace(" ", ""))
print(prompt_api_execute(prompt))
def delete_slack_message(display_name):
prompt = """
Delete the latest message I sent to the user {display_name} on slack direct message.
""".format(display_name=display_name.replace(" ", "")).lower()
print(prompt_api_execute(prompt))
def latest_n_emails_gmail(n):
prompt = """
Who are the senders of the {n} most recent email in my gmail inbox?
""".format(n=n)
print(prompt_api_execute(prompt))
def ask_general_question(question):
print(prompt_api_execute(question))
"""
FS management system
"""
def full_file_system_demo():
test_dir = 'test'
os.makedirs(test_dir, exist_ok=True)
engine = ExecutionEngine(path=test_dir)
engine.initialize_fs(debug_path=test_dir)
# Example usage
engine._exec_filesystem_call('ls -a')
engine.exec_api_call('echo "Hello, World!" > hello.txt', Filesystem_Type)
engine._exec_filesystem_call('ls -a')
engine._exec_filesystem_call('cat hello.txt')
engine.commit_api_call(Filesystem_Type)
print('\n\nCommited!\n\n')
engine.exec_api_call('echo "Bad File!" > not_good.txt', Filesystem_Type)
engine._exec_filesystem_call('ls -a', Filesystem_Type)
engine._exec_filesystem_call('cat not_good.txt', Filesystem_Type)
engine.undo_api_call(Filesystem_Type)
print('\n\nReverted!\n\n')
engine.exec_api_call('ls -a', Filesystem_Type)
def mysql_insert_new_row_no_dry_run(api_call=None):
load_dotenv()
# DB tests
mysql_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')
}
if not api_call or not neg_api_call:
api_call = "INSERT INTO students (name, year, major) VALUES ('Roy Huang', 4, 'Computer Science');"
neg_api_call = """
DELETE FROM students WHERE id IN (
SELECT * FROM (
SELECT MAX(id) FROM students
) AS subquery
);
"""
check_call = "SELECT * FROM students;"
engine = ExecutionEngine()
db_manager = MySQLManager(mysql_config, docker_sandbox=engine.docker_sandbox)
db_manager.connect()
engine.initialize_db(debug_manager=db_manager)
print('Current State:')
print(engine._exec_sql_call(check_call))
engine.exec_api_call("INSERT INTO students (name, year, major) VALUES ('Ray Huang', 4, 'Computer Science');", api_type=SQL_Type)
print('New Commited State:')
print(engine._exec_sql_call(check_call))
engine.commit_api_call(SQL_Type)
engine.exec_api_call("INSERT INTO students (name, year, major) VALUES ('Wrong dude', 1, 'high schooler');", api_type=SQL_Type)
print('Uncommited Changed State:')
print(engine._exec_sql_call(check_call))
engine.undo_api_call(SQL_Type)
print('Previous Commited Changed State:')
print(engine._exec_sql_call(check_call))
def fs_all_in():
test_dir = 'test'
os.makedirs(test_dir, exist_ok=True)
engine = ExecutionEngine()
engine.initialize_fs(debug_path=test_dir)
# Example usage
engine.exec_api_call('ls -a')
engine.exec_api_call('echo "Hello, World!" > hello.txt')
engine.exec_api_call('ls -a')
engine.exec_api_call('cat hello.txt')
engine.commit_api_call(Filesystem_Type)
print('\n\nCommited!\n\n')
engine.exec_api_call('echo "Bad File!" > not_good.txt')
engine.exec_api_call('ls -a')
engine.exec_api_call('cat not_good.txt')
engine.undo_api_call(SQL_Type)
print('\n\nReverted!\n\n')
engine.exec_api_call('ls -a')
def mysql_end_to_end_insert():
load_dotenv()
# DB tests
mysql_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')
}
check_call = "SELECT * FROM students;"
engine = ExecutionEngine()
engine.set_dry_run(SQL_Type, True)
db_manager = MySQLManager(mysql_config, docker_sandbox=engine.docker_sandbox)
db_manager.connect()
engine.initialize_db(debug_manager=db_manager)
prompt = "i want to insert a new student name Shishir Patil who's a 1st year and a computer science major into the students table"
# prompt = "i want to delete a student named ray Doe in the students table"
print("Before execution:")
print(engine._exec_sql_call(check_call))
engine.run_prompt(prompt, SQL_Type)
print("After execution:")
print(engine._exec_sql_call(check_call))
def sqlite_insert_with_dry_run_llm_reversion():
engine = ExecutionEngine()
db_path = os.path.join(ROOT_FOLDER_PATH, 'docker/sqllite_docker/example_sqlite.db')
config = {'path': db_path}
db_manager = SQLiteManager(config, engine.docker_sandbox)
db_manager.connect()
engine.initialize_db(debug_manager=db_manager)
engine.set_dry_run(SQL_Type, True)
check_call = "SELECT * FROM projects;"
prompt = "i want to insert a new example row into the projects table"
print("Before execution:")
print(engine._exec_sql_call(check_call))
engine.run_prompt(prompt, SQL_Type)
print("After execution:")
print(engine._exec_sql_call(check_call))
engine.undo_api_call(SQL_Type)
def fs_joke_prompt_demo():
test_dir = 'test'
os.makedirs(test_dir, exist_ok=True)
engine = ExecutionEngine(path=test_dir)
engine.initialize_fs(debug_path=test_dir)
engine.set_dry_run(Filesystem_Type, True)
# Example usage
print("Before execution:")
print(engine._exec_filesystem_call('ls -a'))
engine.run_prompt("I want to create a file named joke.txt with a witty joke inside", Filesystem_Type)
engine.commit_api_call(Filesystem_Type)
print("After execution:")
print(engine._exec_filesystem_call('ls -a'))
print(engine._exec_filesystem_call('cat joke.txt'))
if __name__ == "__main__":
"""
NOTE: Feel free to uncomment any of the tests below to run the demo
IMPORTANT: Follow the README to get set up
"""
"""
File System Examples
You can see the actual file changes inside test/ directory
"""
# full_file_system_demo()
# create_new_file()
# fs_joke_prompt_demo()
"""
MySQL Examples
"""
# mysql_insert_new_row_with_dry_run()
# mysql_insert_new_row_no_dry_run()
# mysql_end_to_end_insert()
"""
sqllite Examples
"""
# sqlite_insert_with_dry_run_llm_reversion()
"""
RESTful Examples
"""
# SLACK (requires OAuth)
# send_slack_message("yo", "Shishir Patil")
# delete_slack_message("Shishir Patil")
# SPOTIFY (requires OAuth)
# spotify is sometimes a bit spotty (heh) and does not always work
# create a new file in my dropbox account with some jokes
# ask_general_question("find the user info associated with my spotify account")
# DROPBOX (requires OAuth)
# ask_general_question("create a new file in my dropbox account with some jokes")
# ask_general_question("list all files in my dropbox account")
# STRIPE (requires API key)
# ask_general_question("create a new customer with email [email protected] on stripe")
# ask_general_question("add 300 dollars to the balance of the customer with email [email protected] on stripe")
# GITHUB (requires oauth)
# ask_general_question("get my profile information from github")
# ask_general_question("raise a github issue for my repository at [REPO] with text: [TEXT]")
# DISCORD (requires oauth)
# ask_general_question("what is the email associated with my discord account")
# ask_general_question("What's the top rising stock today on alphavantage?")
# ask_general_question("What's the weather today in San Francisco?")
# ask_general_question("What's the estimated time of arrival to the Salesforce tower Sanfrancisco if I leave berkeley right now with Bart")
pass