ezgpt
is a Python library designed to simplify the interaction with OpenAI's GPT (Generative Pre-trained Transformer) models. It provides a convenient interface for sending prompts to the model and receiving responses, with optional logging for debugging purposes.
You can install ezgpt
via pip:
pip install ezgpt
To use ezgpt
, you need to have an API key from OpenAI. This key must either be set as an environment variable OPENAI_API_KEY
or be passed with the static function ezgpt.set_api_key(api_key)
before using the library. Since these are async functions, you either have to use await
, or import asyncio
and use asyncio.run()
.
First, import the ezgpt
module and initialize the gpt
class:
import ezgpt
gpt = ezgpt.gpt()
The gpt
class constructor accepts the following parameters:
model
: The identifier of the GPT model to use (default:'gpt-3.5-turbo'
).system
: An optional system-level prompt that provides instructions or context for the GPT model.temperature
: Controls randomness in the response generation (default:0
).top_p
: Controls diversity of the response generation (default:0
).max_tokens
: The maximum number of tokens to generate in the response (default:2048
).frequency_penalty
: Decreases the likelihood of repetition in the response (default:0
).presence_penalty
: Encourages the model to talk about new topics (default:0
).logs
: Enables or disables logging of the interaction (default:False
).
To send a prompt to the GPT model, use the get
method of the gpt
instance:
response = await gpt.get(user="Your prompt here")
The get
method accepts the following parameters:
system
: Overrides the system-level prompt for this request.user
: The user-level prompt to send to the model.messages
: A list of previous message exchanges to maintain context.temperature
: Overrides the default temperature for this request.top_p
: Overrides the default top_p for this request.max_tokens
: Overrides the default max_tokens for this request.frequency_penalty
: Overrides the default frequency_penalty for this request.presence_penalty
: Overrides the default presence_penalty for this request.
Since your last request is stored under self.previous
, you can append a message to your conversation like that:
response = await gpt.get(messages=gpt.previous, user="Another message")
If logging is enabled, ezgpt
will print the interaction with the GPT model to the console. This includes the prompts sent by the user and system, as well as the responses from the assistant.
If you don't care about any classes or instances, you can also just use the static get
and reset
functions:
await ezgpt.get('Hello!')
# 'Hello! How can I assist you today?'
Aside the normal GPT arguments, there's another boolean use_previous
to use the previous conversation:
await ezgpt.get('What was my previous message?', True)
# 'Your previous message was "Hello".'
You can use the reset()
function to clear the previous messages, and optionally also change the model:
ezgpt.reset('gpt-4')
An even simpler way to use GPT is using the conversation()
static function. Here you can use the normal GPT arguments, and when you use it, you'll be able to have a conversation with GPT.
There are special commands you can use:
?
: View the list of commands??
: Print some general useful information!
: Exit the conversation:[command]
: Run Python command: This will execute everything after the:
as a line of Python.- Example:
:print('hello')
will printhello
- Example:
#[property] [value]
: Set GPT's property, such asmodel
. Use just#
to list all properties. Use##
to reset all properties. Use?#
for help.- Example:
#model gpt-4
will set the model togpt-4
- Example:
$[message]
: Set the system message. Leave message empty to remove. Use_
as message for multiline+<index> [message]
: Insert message before index (double+
for assistant instead of user). Index defaults to last message (append). Use_
asmessage
for multiline- Example:
++0 Hello!
will insert a message at the start by the assistant with contentHello!
- Example:
-<index>
: Remove message at index (double-
to clear every message, triple-
to completely restart ezgpt.conversation). Index defaults to last message- Example:
-0
will remove the first message
- Example:
~[index] [message]
: Change message at index (double~
for reverse role). If you use~~
you don't need a message argument. Use_
asmessage
for multiline- Example:
~~0 Hello!
will change the first message toHello!
and switch its role
- Example:
&
: Re-generates the last message GPT sent.@<index>
: Copy message at index (defaults to last message) to clipboard (requirespyperclip
module)@~<index>
: Copy codeblock. Index starts and defaults to1
(first codeblock).@@
: Copy conversation JSON to clipboard (requirespyperclip
module)^<name>
: Save the conversation. Gets cleared after restart and is only valid for the current session.arg
defaults to the current conversation%<name>
: Load the conversationname
. Use just%
without arguments to list all saved conversations. Use%%<name>
to use from local filesystem (~/.ezgpt_conversations.json
)%+<name>
: Save the conversation asname
. Use%%+<name>
to save to local filesystem.%-<name>
: Remove the conversationname
. Use%%
%%<name>
Same as%<name>
but will get the conversation from~/.ezgpt_conversations.json
- Flows: Similar syntax to conversation saving/loading, but using
^
instead of%
. To run a flow, use^[name] [message]
. Use_
as[message]
for multi-line. To save, use^+[name] [conversations]
, whereconversations
is a list of saved conversations to step through, seperated by spaces. Also allows for local filesystem (~/.ezgpt_flows.json
) =
: Switch between full view and shortened view. Shortened view will only contain the first line up to 100 characters for easy readability.- empty: Sending an empty message will reload the conversation to only include the actual messages.
\[message]
: This will let you type messages with special characters at the beginning without having them act as commands.- Example:
\- Hello
will add message- Hello
- Example:
_
: Start multiline. This lets you write and paste in multi-line text.Ctrl+X
withEnter
to stop multiline,Ctrl+C
to cancel,Ctrl+U
withEnter
to remove previous line.
If you put a number before your prompt, it will execute the prompt n times.
- Example:
10-0
will remove the first 10 messages
A shorthand to start conversation
is using the ezgpt.c()
static function. While generating, you can use Ctrl+C
to cancel or resend.
- The
ezgpt
library assumes that the OpenAI API key is set in the environment variableOPENAI_API_KEY
or has been passed usingezgpt.set_api_key(api_key)
. - The
gpt
class maintains a history of the conversation in theprevious
attribute, which can be used to provide context for subsequent requests.