From 8cb448623caa26883c91b6302a4f963d648218e9 Mon Sep 17 00:00:00 2001 From: Fabio Manganiello Date: Tue, 23 Apr 2024 20:39:28 +0200 Subject: [PATCH] Added `openai` plugin. --- docs/source/platypush/plugins/openai.rst | 5 + docs/source/plugins.rst | 1 + platypush/plugins/openai/__init__.py | 283 +++++++++++++++++++++++ platypush/plugins/openai/manifest.yaml | 3 + 4 files changed, 292 insertions(+) create mode 100644 docs/source/platypush/plugins/openai.rst create mode 100644 platypush/plugins/openai/__init__.py create mode 100644 platypush/plugins/openai/manifest.yaml diff --git a/docs/source/platypush/plugins/openai.rst b/docs/source/platypush/plugins/openai.rst new file mode 100644 index 00000000..0407965d --- /dev/null +++ b/docs/source/platypush/plugins/openai.rst @@ -0,0 +1,5 @@ +``openai`` +========== + +.. automodule:: platypush.plugins.openai + :members: diff --git a/docs/source/plugins.rst b/docs/source/plugins.rst index 8394eafc..3aa3a51e 100644 --- a/docs/source/plugins.rst +++ b/docs/source/plugins.rst @@ -95,6 +95,7 @@ Plugins platypush/plugins/ngrok.rst platypush/plugins/nmap.rst platypush/plugins/ntfy.rst + platypush/plugins/openai.rst platypush/plugins/otp.rst platypush/plugins/pihole.rst platypush/plugins/ping.rst diff --git a/platypush/plugins/openai/__init__.py b/platypush/plugins/openai/__init__.py new file mode 100644 index 00000000..70b5538b --- /dev/null +++ b/platypush/plugins/openai/__init__.py @@ -0,0 +1,283 @@ +import os +from dataclasses import dataclass +from datetime import datetime as dt +from enum import Enum +from threading import RLock +from typing import Iterable, List, Optional + +import requests + +from platypush.plugins import Plugin, action + + +class ContextEntryRole(Enum): + """ + Roles for context entries. + """ + + ASSISTANT = "assistant" + SYSTEM = "system" + USER = "user" + + +@dataclass +class ContextEntry: + """ + A context entry. + """ + + timestamp: dt + role: ContextEntryRole + content: str + + @classmethod + def from_dict(cls, data: dict): + return cls( + timestamp=dt.fromisoformat(data.get("timestamp", dt.now().isoformat())), + role=ContextEntryRole(data["role"]), + content=data["content"], + ) + + def to_dict(self): + return { + "role": self.role.value, + "content": self.content, + } + + +class OpenaiPlugin(Plugin): + """ + Plugin to interact with OpenAI services. + + So far only ChatGPT is supported. + + Contexts + -------- + + The plugin also supports the implementation of custom assistant + *contexts*/environment. + + Contexts can be used to: + + - Customize the model's behavior based on a set of inputs - going from + a generic "*You are a helpful assistant*" to a more specific "*You + are a Star Trek fan*", or "*You are a 16th century noble lady who + talks in Shakespearean English to her peers*". + - Pre-configure the model with a set of previous interactions in order + to either pre-load information that we expect the model to remember, + or to provide a set of previous interactions that the model can use + to generate responses that are consistent with the conversation + history. + + The plugin provides two types of contexts: + + - **Default context**: This is a set of context entries that are + provided at plugin initialization and that will be used to initialize + the model with a configuration or set of previous interactions that + will be remembered when generating all responses. + + - **Runtime context**: This is a set of context entries that can be + passed at runtime at :meth:`.get_response`. All the interactions + (both user prompts and assistant responses) that are processed + through :meth:`.get_response` will also be added to the runtime + context, and remembered for the next ``context_expiry`` seconds. This + allows you to generate responses that are consistent with the recent + conversation history. + + Each context entry is a dictionary with the following keys: + + - ``role``: The role of the message. Can be one of: + - ``system``: A system message provided to the model to set + up its initial state - e.g. "you are a helpful + assistant". + - ``user``: A user message, as provided by a previous (real + or synthetic) user interaction. + - ``assistant``: An assistant message, as provided by a + previous (real or synthetic) assistant response. + - ``content``: The content of the message. + + An example of context: + + .. code-block:: yaml + + context: + - role: system + content: > + You are a 16th century noble lady who talks in + Shakespearean English to her peers. + - role: user + content: What is a telephone? + - role: assistant + content: > + Pray tell, noble companion, a telephone is a device + of modern innovation that doth permit one to speak + with a distant acquaintance by means of magical pink + waves that do carry the sound of thine voice to the + ear of the listener. + + Given such context, if you call :meth:`.get_response` with a + prompt such as "*How does it work?*", the model may generate a + response such as "*Fair lady, to use a telephone, thou must first + lift the receiver and place it to thine ear. Then, thou must speak + into the mouthpiece as though conversing with a companion in + another room. The magical pink waves shall carry thy words to the + recipient, who shall hear them on their own device. 'Tis a wondrous + invention indeed!*". + + Note that the model will remember the previous interactions and + also generate responses, so you can ask it direct questions such as "How + does it work" while remembering what "it" is likely to mean. And it'll + provide responses which are in the same style initialized through the + ``system`` context. + """ + + def __init__( + self, + api_key: Optional[str], + model: str = "gpt-3.5-turbo", + timeout: float = 30, + context: Optional[Iterable[dict]] = None, + context_expiry: Optional[float] = 600, + max_tokens: int = 500, + **kwargs, + ): + """ + :param api_key: OpenAI API key. If not set, it will be read from the + ``OPENAI_API_KEY`` environment variable. + :param model: The model to use. Default: ``gpt-3.5-turbo``. + :param timeout: Default timeout for API requests (default: 30 seconds). + :param max_tokens: Maximum number of tokens to generate in the response + (default: 500). + :param context: Default context to use for completions, as a list of + dictionaries with ``role`` and ``content`` keys. Default: None. + :param context_expiry: Default expiry time for the context in seconds. + After this time since the last interaction, the context will be + cleared. + + This means that any follow-up interactions happening within the + expiry window will remember the past prompts, but any interaction + that happens after the expiry window (calculated from the time of + the last interaction) will start fresh. + + Note that ``context_expiry`` is only applied to the runtime + context. The default context will never expire unless it's removed + from the plugin configuration. + + Set to 0 to disable context expiry - i.e. all messages stay in the + context until the plugin is restarted or the context is cleared + explicitly via :meth:`.clear_context`. Default: 600 seconds (10 + minutes). + """ + super().__init__(**kwargs) + api_key = api_key or os.getenv('OPENAI_API_KEY') + assert api_key, 'OpenAI API key not provided' + + self._api_key = api_key + self._context_lock = RLock() + self._runtime_context: List[ContextEntry] = [] + self._default_context = [ + ContextEntry.from_dict(entries) for entries in (context or []) + ] + + self.max_tokens = max_tokens + self.context_expiry = context_expiry + self.model = model + self.timeout = timeout + + def _rotate_context(self): + """ + Rotate the context by removing any entries older than the configured + ``context_expiry``. + """ + if not self.context_expiry: + return + + with self._context_lock: + now = dt.now() + self._runtime_context = [ + entry + for entry in self._runtime_context + if (now - entry.timestamp).total_seconds() < self.context_expiry + ] + + @action + def get_response( + self, + prompt: str, + model: Optional[str] = None, + context: Optional[Iterable[dict]] = None, + timeout: Optional[float] = None, + max_tokens: Optional[int] = None, + ) -> Optional[str]: + """ + Get completions for a given prompt using ChatGPT. + + :param prompt: The prompt/question to complete/answer. + :param model: Override the default model to use. + :param context: Extend the default context with these extra messages. + :param max_tokens: Override the default maximum number of tokens to + generate in the response. + :param timeout: Override the default timeout for the API request. + :return: The completion for the prompt - or, better, the message + associted to the highest scoring completion choice. + """ + self._rotate_context() + context = [ + *(context or []), + { + "role": "user", + "content": prompt, + }, + ] + + resp = requests.post( + "https://api.openai.com/v1/chat/completions", + timeout=timeout or self.timeout, + headers={ + "Authorization": f"Bearer {self._api_key}", + "Content-Type": "application/json", + }, + json={ + "model": model or self.model, + "messages": [ + *( + entry.to_dict() + for entry in ( + *(self._default_context or []), + *self._runtime_context, + ) + ), + *context, + ], + "max_tokens": max_tokens or self.max_tokens, + }, + ) + + resp.raise_for_status() + self._update_context(*context) + choices = resp.json()["choices"] + self.logger.debug("OpenAI response: %s", resp.json()) + + if not choices: + return None + + msg = choices[0]["message"] + self._update_context(msg) + return msg["content"] + + def _update_context(self, *entries: dict): + """ + Update the context with a new entry. + """ + with self._context_lock: + for entry in entries: + self._runtime_context.append(ContextEntry.from_dict(entry)) + self._rotate_context() + + @action + def clear_context(self): + """ + Clear the runtime context. + """ + with self._context_lock: + self._runtime_context = [] diff --git a/platypush/plugins/openai/manifest.yaml b/platypush/plugins/openai/manifest.yaml new file mode 100644 index 00000000..6930e8b8 --- /dev/null +++ b/platypush/plugins/openai/manifest.yaml @@ -0,0 +1,3 @@ +manifest: + package: platypush.plugins.openai + type: plugin