Gorilla Execution Engine CLI
Project description
🦍 GoEx
| Website |
GoEx provides a new way to interact with your favorite APIs! Powered by LLMs, GoEx executes generated code, taking into consideration any credentials you may need to access APIs. Execution security is ensured by creating reverse calls that undo any unwanted effects. Ask GoEx for anything!
Contents
Install
Set up Conda first with a new environment
conda create --name goex python=3.10 -y
conda activate goex
Install the goex
CLI tool
pip install -e .
Rest API Dependencies
Mkcert to support OAuth2 token exchange [required for services that require https for redirect URL e.g Slack]
Mac:
brew install mkcert
mkcert -install
mkcert localhost
Windows:
choco install mkcert
mkcert -install
mkcert localhost
Mkcert creates a local certificate authority, enabling Gorilla to establish secure communication for OAuth2 token exchange between localhost and interacting services. The command may prompt the user to pass in their password.
CLI Usage
List all commands Gorilla currently supports and their usage:
goex -h
RESTful API
Give authorizations and perform OAuth2 token exchanges with services Gorilla currently support
goex -authorize <service> # gmail, slack, spotify, github, dropbox
After a service is authorized, user could interact with it by providing a prompt
#example 1
goex execute -prompt send a funny joke to the user with email gorilla@yahoo.com on slack -type rest
#example 2
goex execute -prompt who are the senders of the 5 latest emails in my gmail inbox -type rest
[Beta] User can also specify -generate_mode function_in_context
to generate API calls with function calling. Functions are stored in the functions folder, and it currently only supports a limited number of Slack features.
#example 3 (function calling)
goex execute -prompt add a smile emoji to the latest message sent to channel <CHANNEL_ID> on slack -type rest -generate_mode function_in_context
List all commands Gorilla current supports and their usages
Database
To test out database interactions locally, each database server requires its own setup
SQLite
-
If you need to create a new SQLite DB, do the following:
sqlite3 ./goex_demo.db
Then after, you will need to use the sqlite CLI:
sqlite> .database
And now your
.db
file will be created! -
Run
demo/env_setup.py
to get your environment variables set uppython3 demo/env_setup.py
-
Set GoEx to use SQLite for DB operations
goex -set_config dbtype sqlite
Try it out!
After setting up your SQL database, you can try the following examples!
goex execute -prompt "Create a new table for storing user information called users, with each user having a current balance column denoting their bank balance" -type db
goex execute -prompt "Add 3 example users to the users table" -type db
goex execute -prompt "In the users table, add 500 to everyone's current balance" -type db
MySQL
-
Install MySQL Server
- For non-Mac, install server here
- Make sure to add
mysql
to path!
- Make sure to add
- Mac:
brew install mysql
- For non-Mac, install server here
-
If you don't have your own server, import the example database using
demo/mysql_setup.py
by running:cd demo python3 mysql_setup.py testdb
-
Put the user, password, host, and database name info into
.env
by running this scriptpython3 demo/env_setup.py
-
Set GoEx to use MySQL for DB operations
goex -set_config dbtype mysql
Filesystem
The goex command will be executed at the path pointed to by fspath
in user_config.json
. If fspath
is not specified or is equal to ""
, execution will occur in the user's current working directory. Below is an example of how to set this up.
Try it out!
Let's first create a testing folder.
mkdir test
goex -set_config fspath test
Create a Simple File
goex execute -prompt "Write a witty LLM joke into joke.txt" -type fs
Code Writing
You can tell Gorilla-Ex to write code for you, and directly have it be written onto your chosen directory!
goex execute -prompt "Write a Python program that is a calculator into a file called calculator.py" -type fs
Log Compilation
goex execute -prompt "Create 5 log files named according to some fake dates and insert some placeholder log content into them" -type fs
Here you will have 5 log files with some placeholder content. You can execute the command below to compile the log file contents into a single CSV for easy analysis.
goex execute -prompt "Compile the log file contents into a single CSV with the date as the identifying column here." -type fs
Credentials & Authorization Token
There are two types of credentials the user can add to the execution engine.
1.) OAuth 2.0
Gorilla-ex follows the standard OAuth 2.0 token exchanges flow. Running the command below will redirect the user to the browser, where they will be prompted to grant permissions to Gorilla for a specific set of scopes.
goex -authorize <gmail,slack,spotify,github,dropbox>
After Gorilla-ex receives the token for a service, it will automatically be able to recognize the keyword in future prompts, enabling the user to perform actions on that particular platform. Additionally, the token will not be exposed to the LLM and will only be visible during execution.
We continually seek to expand our support for additional services. The authorization logic for each service resides in the authorization/scripts folder. We warmly welcome interested contributors to submit a pull request introducing a new authorization flow. Your contributions are highly appreciated 🚀
2.) Raw API Key
If the user wants to add services not supported by OAuth2, they can do so by calling the function below with service
and key
as parameters:
goex -insert_creds alpha_vantage {API_KEY}
The key will be stored in Gorilla-ex's secret store and passed on to the LLM during prompting.
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